{"id":13102,"date":"2026-04-22T13:59:32","date_gmt":"2026-04-22T05:59:32","guid":{"rendered":"https:\/\/www.style3d.com\/blog\/?p=13102"},"modified":"2026-04-22T13:59:33","modified_gmt":"2026-04-22T05:59:33","slug":"synreal-decode-03-closing-the-last-mile-of-ai-the-answer-to-style3ds-multiphysics-simulation","status":"publish","type":"post","link":"https:\/\/www.style3d.com\/blog\/synreal-decode-03-closing-the-last-mile-of-ai-the-answer-to-style3ds-multiphysics-simulation\/","title":{"rendered":"SynReal Decode 03: Closing the \u201dLast Mile\u201d of AI \u2014 The Answer to Style3D&#8217;s Multiphysics Simulation"},"content":{"rendered":"<article class=\"4ever-article\" data-clipboard-cangjie=\"[&quot;root&quot;,{&quot;userData&quot;:{&quot;709815511&quot;:{&quot;mo81mnkt6fhsemigsui&quot;:{&quot;fold&quot;:false}}}},[&quot;p&quot;,{&quot;spacing&quot;:{},&quot;uuid&quot;:&quot;mo80evfc9fdx9l1v4w&quot;,&quot;jc&quot;:&quot;justify&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot;At NVIDIA GTC 2026, Jensen Huang made a clear statement: Physical AI has arrived.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mo80evpxe0gjur8q9bm&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot;Yet the core bottleneck of Physical AI has never been the model itself. It lies in a more fundamental constraint: whether we can faithfully reconstruct the physical world.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mo80evpx6d8q4q2nmr&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot;In reality, even the simplest action involves the coupling of multiple physical systems: structure, materials, fluids, thermal dynamics, contact, and etc.&quot;]],[&quot;br&quot;,{&quot;type&quot;:&quot;textWrapping&quot;,&quot;data&quot;:{},&quot;uuid&quot;:&quot;mo80evpxh72iq719nvn&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot;And this is precisely where the limits of multiphysics simulation emerge.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mo80evpxx2agluq9oi9&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot;In this installment of&quot;],[&quot;span&quot;,{&quot;italic&quot;:true,&quot;data-type&quot;:&quot;leaf&quot;},&quot; SynReal Decode&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot;, we begin with a significant question: why is it so difficult for AI to truly enter the real world?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mo80evpxmm2rdu9pcgi&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot;To a large extent, the answer points to a foundational capability\u2014&quot;],[&quot;span&quot;,{&quot;bold&quot;:true,&quot;data-type&quot;:&quot;leaf&quot;},&quot;physical simulation&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot;, and in particular, &quot;],[&quot;span&quot;,{&quot;bold&quot;:true,&quot;data-type&quot;:&quot;leaf&quot;},&quot;universal multiphysics simulation&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot;. Starting from first principles and grounded in current industry developments, this article explains why this capability matters, and how Style3D has built its technical advantage in this space.&quot;]]],[&quot;p&quot;,{&quot;spacing&quot;:{},&quot;uuid&quot;:&quot;mn2wv08cigpie4bozu&quot;,&quot;jc&quot;:&quot;left&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;p&quot;,{&quot;spacing&quot;:{},&quot;uuid&quot;:&quot;mo80qecjrkzd7szkhnl&quot;,&quot;jc&quot;:&quot;left&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;h3&quot;,{&quot;uuid&quot;:&quot;mo80ivynisqrqdlkrhn&quot;,&quot;ind&quot;:{&quot;left&quot;:0},&quot;spacing&quot;:{&quot;before&quot;:24,&quot;after&quot;:8.666666666666666,&quot;line&quot;:0.9333333333333332}},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;bold&quot;:true,&quot;sz&quot;:14.5,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;1.What is Physical Simulation and Universal Multiphysics Simulation&quot;]]],[&quot;p&quot;,{&quot;spacing&quot;:{},&quot;uuid&quot;:&quot;mo80jcl4hgxb0kpobdo&quot;,&quot;jc&quot;:&quot;justify&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Universal multiphysics simulation refers to the ability to simulate multiple physical phenomena, material behaviors, and their interactions within a unified computational framework.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mo80jcx67y3cse1qmk7&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;From a macroscopic perspective, objects in the physical world can be broadly categorized into three types: &quot;],[&quot;span&quot;,{&quot;bold&quot;:true,&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;rigid bodies, deformable objects, and fluids&quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In real-world human environments, solid objects dominate, and a significant portion of them are deformable. By contrast, fluids\u2014primarily water and air\u2014exist widely but are relatively limited in scale and complexity in everyday scenarios.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mo80jcx6tgy9pbhfbcq&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;From a technical standpoint, simulation of single or small numbers of rigid bodies (e.g., robot structures) is already relatively mature.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In contrast, deformable objects and fluids have long been considered among the most challenging problems in physical simulation. If we focus on everyday human environments rather than extreme industrial or natural conditions, &quot;],[&quot;span&quot;,{&quot;bold&quot;:true,&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;deformable object simulation emerges as both the most difficult and the most critical problem&quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mo80mmd5ms3fxpgd9t&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;This is because the real world is filled with a wide variety of deformable objects with highly diverse material properties, from clothing, curtains, bedding, packaging, and towels, to plants, and even human skin and muscle tissue.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;These objects exhibit complex behaviors such as elasticity, bending, stretching, and folding, which cannot be approximated using simple rigid body models.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mo80nl753a8gktjav6&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;At a technical level, the simulation of garments, plants, home textiles, and packaging materials shares the same underlying principles: all rely on numerical physical models and solvers to simulate deformation and motion under external forces.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;As such, deformable object simulation can be treated as a unified problem domain for systematic study.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mo80nl75dkq6vr6d9or&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;More fundamentally, perfectly rigid bodies do not exist in the real world.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;All solids deform to some extent under external forces, differing only in stiffness. This understanding is increasingly reflected in modern simulation techniques. For example, methods such as Affine Body Dynamics (ABD) have begun to explicitly incorporate controlled micro-deformations into rigid body simulation.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mo80ndtrbiiq2boparl&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mn2txs3zqjrb6iooxy&quot;,&quot;jc&quot;:&quot;justify&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;h3&quot;,{&quot;uuid&quot;:&quot;mo80r18os7a329ja7h&quot;,&quot;ind&quot;:{&quot;left&quot;:0},&quot;spacing&quot;:{&quot;before&quot;:24,&quot;after&quot;:8.666666666666666,&quot;line&quot;:0.9333333333333332}},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;bold&quot;:true,&quot;sz&quot;:14.5,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;2.The Current Landscape of Multiphysics Simulation&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mo80r18ofqkvygghidr&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot;Historically, universal multiphysics simulation has evolved along two primary technical paths.&quot;]]],[&quot;h5&quot;,{&quot;uuid&quot;:&quot;mo80r18ob2rqvkn6ove&quot;,&quot;ind&quot;:{&quot;hanging&quot;:0,&quot;left&quot;:0},&quot;spacing&quot;:{&quot;before&quot;:19.333333333333332,&quot;after&quot;:8.666666666666666,&quot;line&quot;:0.9333333333333332},&quot;list&quot;:{&quot;listId&quot;:&quot;heading-hq6gsq7ck9l&quot;,&quot;level&quot;:4,&quot;isTaskList&quot;:false,&quot;isOrdered&quot;:true,&quot;listStyleType&quot;:&quot;DEC_LEN_LROM_H&quot;,&quot;listStyle&quot;:{&quot;format&quot;:&quot;decimal&quot;,&quot;text&quot;:&quot;%1)&quot;,&quot;align&quot;:&quot;left&quot;},&quot;symbolStyle&quot;:{&quot;sz&quot;:12,&quot;bold&quot;:true},&quot;autoLevel&quot;:true}},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;bold&quot;:true,&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Engineering-Oriented Simulation Systems (CAE)&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mo80r18oiqgasma045l&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot;The first path originates from computational physics and mechanical engineering, represented by computer-aided engineering (CAE) software such as SolidWorks, ANSYS, and ABAQUS. These systems emphasize high physical accuracy and verifiability, covering a wide range of domains including mechanics, electromagnetism, thermodynamics, and acoustics, and supporting extreme conditions such as high temperature, pressure, and velocity.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mo80r18pxcbs7jw6u4&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot;However, their limitations are clear:&quot;]]],[&quot;p&quot;,{&quot;list&quot;:{&quot;listId&quot;:&quot;9nvtcm9br64&quot;,&quot;isOrdered&quot;:false,&quot;level&quot;:0,&quot;listStyle&quot;:{&quot;format&quot;:&quot;bullet&quot;,&quot;text&quot;:&quot;\u25cf&quot;,&quot;align&quot;:&quot;left&quot;}},&quot;uuid&quot;:&quot;mo80tshti7hmz4916l&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot;They do not prioritize photorealistic visual output\\n&quot;]]],[&quot;p&quot;,{&quot;list&quot;:{&quot;listId&quot;:&quot;9nvtcm9br64&quot;,&quot;isOrdered&quot;:false,&quot;level&quot;:0,&quot;listStyle&quot;:{&quot;format&quot;:&quot;bullet&quot;,&quot;text&quot;:&quot;\u25cf&quot;,&quot;align&quot;:&quot;left&quot;}},&quot;uuid&quot;:&quot;mo80tsht86lomrz5hwy&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot;Limited support for complex multi-body contact and dynamic interaction\\n&quot;]]],[&quot;p&quot;,{&quot;list&quot;:{&quot;listId&quot;:&quot;9nvtcm9br64&quot;,&quot;isOrdered&quot;:false,&quot;level&quot;:0,&quot;listStyle&quot;:{&quot;format&quot;:&quot;bullet&quot;,&quot;text&quot;:&quot;\u25cf&quot;,&quot;align&quot;:&quot;left&quot;}},&quot;uuid&quot;:&quot;mo80tsht83mszoilio4&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot;They are rarely optimized for modern parallel hardware such as GPUs\\n&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mo80tshu6n0i0aovwgv&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot;As a result, they are well-suited for engineering validation, but not for large-scale, high-frequency data generation.&quot;]]],[&quot;h5&quot;,{&quot;uuid&quot;:&quot;mo80vtrwri9a9k8hyx&quot;,&quot;ind&quot;:{&quot;hanging&quot;:0,&quot;left&quot;:0},&quot;spacing&quot;:{&quot;before&quot;:19.333333333333332,&quot;after&quot;:8.666666666666666,&quot;line&quot;:0.9333333333333332},&quot;list&quot;:{&quot;listId&quot;:&quot;heading-hq6gsq7ck9l&quot;,&quot;level&quot;:4,&quot;isTaskList&quot;:false,&quot;isOrdered&quot;:true,&quot;listStyleType&quot;:&quot;DEC_LEN_LROM_H&quot;,&quot;listStyle&quot;:{&quot;format&quot;:&quot;decimal&quot;,&quot;text&quot;:&quot;%1)&quot;,&quot;align&quot;:&quot;left&quot;},&quot;symbolStyle&quot;:{&quot;sz&quot;:12,&quot;bold&quot;:true,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;},&quot;autoLevel&quot;:true}},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;bold&quot;:true,&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot; Entertainment-Oriented Simulation Systems&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mo80vtrwwiknticemo&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;The second path serves digital entertainment industries such as games and visual effects, with simulation capabilities integrated into tools and engines like Maya, Blender, Unity, and Unreal Engine.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;NVIDIA\u2019s PhysX engine was originally designed for real-time game simulation.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mo80vtrw65m8b3kntp&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;These systems prioritize visual plausibility, typically using approximate dynamics models such as Position-Based Dynamics (PBD).&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;While they offer strong stability and efficiency for small-scale problems, they do not aim for strict physical correctness and are difficult to scale to high-precision, large-scale scenarios.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mo80vtrxup1q9fa3e7o&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;This trade-off is acceptable for entertainment content.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;However, for high-quality physical simulation and Physical AI training, both realism and scalability become critical limitations.&quot;]]],[&quot;h5&quot;,{&quot;uuid&quot;:&quot;mo80yc15ilo8urgiyib&quot;,&quot;ind&quot;:{&quot;hanging&quot;:0,&quot;left&quot;:0},&quot;spacing&quot;:{&quot;before&quot;:19.333333333333332,&quot;after&quot;:8.666666666666666,&quot;line&quot;:0.9333333333333332},&quot;list&quot;:{&quot;listId&quot;:&quot;heading-hq6gsq7ck9l&quot;,&quot;level&quot;:4,&quot;isTaskList&quot;:false,&quot;isOrdered&quot;:true,&quot;listStyleType&quot;:&quot;DEC_LEN_LROM_H&quot;,&quot;listStyle&quot;:{&quot;format&quot;:&quot;decimal&quot;,&quot;text&quot;:&quot;%1)&quot;,&quot;align&quot;:&quot;left&quot;},&quot;symbolStyle&quot;:{&quot;sz&quot;:12,&quot;bold&quot;:true,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;},&quot;autoLevel&quot;:true}},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;bold&quot;:true,&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Domain-Specific Simulation Systems&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mo80yc15we31whp1gxo&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In addition, there are simulation systems designed for specific applications. For example:&quot;]]],[&quot;p&quot;,{&quot;list&quot;:{&quot;listId&quot;:&quot;ed33p4ri1zg&quot;,&quot;isOrdered&quot;:false,&quot;level&quot;:0,&quot;listStyle&quot;:{&quot;format&quot;:&quot;bullet&quot;,&quot;text&quot;:&quot;\u25cf&quot;,&quot;align&quot;:&quot;left&quot;}},&quot;uuid&quot;:&quot;mo80yc162cf6ah3m5ne&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;CLO \/ Marvelous Designer focus on garment modeling, primarily for static design and visual presentation\\n&quot;]]],[&quot;p&quot;,{&quot;list&quot;:{&quot;listId&quot;:&quot;ed33p4ri1zg&quot;,&quot;isOrdered&quot;:false,&quot;level&quot;:0,&quot;listStyle&quot;:{&quot;format&quot;:&quot;bullet&quot;,&quot;text&quot;:&quot;\u25cf&quot;,&quot;align&quot;:&quot;left&quot;}},&quot;uuid&quot;:&quot;mo80yc16sxzgjmnz2no&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;MuJoCo, Newton, and Genesis AI focus on robot training, mainly dealing with rigid body dynamics, while deformable objects and fluids are often simplified or handled via external engines\\n&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mo80yc16qjtfbsn7h1s&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;While these systems are valuable within their domains, they generally exhibit limitations in deformable object simulation.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mo80z567eqq1r7fraau&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mn2txs42goq11fdvp2k&quot;,&quot;jc&quot;:&quot;justify&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;h3&quot;,{&quot;uuid&quot;:&quot;mo80zoyiw1k7lkjwgt&quot;,&quot;spacing&quot;:{&quot;before&quot;:24,&quot;after&quot;:8.666666666666666,&quot;line&quot;:0.9333333333333332}},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;bold&quot;:true,&quot;sz&quot;:14.5,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;3.Style3D\u2019s Advantage: A Continuously Validated Multiphysics Simulation Capability&quot;]]],[&quot;h5&quot;,{&quot;uuid&quot;:&quot;mo810xkgmn7p7km754&quot;,&quot;spacing&quot;:{&quot;before&quot;:19.333333333333332,&quot;after&quot;:8.666666666666666,&quot;line&quot;:0.9333333333333332}},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;bold&quot;:true,&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Long-Term Research and Technical Accumulation&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mo810xkh2hkvfjp1d4d&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Style3D\u2019s universal multiphysics simulation capability is not the result of a single product cycle, but of sustained foundational research and long-term technical accumulation.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mo810xkh7gh8ci6zxew&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;The core research and technical team has consistently published research in top-tier venues in computer graphics and physical simulation, including SIGGRAPH, SIGGRAPH Asia, and ACM Transactions on Graphics, which are widely regarded as benchmarks for cutting-edge research in the field.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mo810xkh9nh5shy55s8&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Over the years, the team has maintained an average output of around 10 high-quality papers annually in these venues, covering key challenges in deformable object simulation, including material modeling, complex contact handling, high-performance parallel solvers, and scalable system architectures.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mo810xkh7tw7pi2qfuk&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;These research outputs provide a verifiable and reproducible technical foundation, ensuring alignment with global frontiers rather than reliance on short-term engineering iteration.&quot;]]],[&quot;h5&quot;,{&quot;uuid&quot;:&quot;mo81c4174gqnuz9iobc&quot;,&quot;ind&quot;:{&quot;left&quot;:0},&quot;spacing&quot;:{&quot;before&quot;:19.333333333333332,&quot;after&quot;:8.666666666666666,&quot;line&quot;:0.9333333333333332}},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;bold&quot;:true,&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Objective Benchmark of Academic Output (Taking SIGGRAPH Asia 2025 as an Example)&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mo81c418ttpx81eljgo&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Taking SIGGRAPH Asia 2025, a major international conference in computer graphics, as an example, according to statistics based on the conference\u2019s publicly available list of accepted papers:&quot;]]],[&quot;p&quot;,{&quot;list&quot;:{&quot;listId&quot;:&quot;each0p88uu&quot;,&quot;isOrdered&quot;:false,&quot;level&quot;:0,&quot;listStyle&quot;:{&quot;format&quot;:&quot;bullet&quot;,&quot;text&quot;:&quot;\u25cf&quot;,&quot;align&quot;:&quot;left&quot;}},&quot;uuid&quot;:&quot;mo81c419a396af18ccf&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Style3D\u2019s related research team published 4 papers, focusing on deformable simulation, complex contact, and high-performance numerical computation\\n&quot;]]],[&quot;p&quot;,{&quot;list&quot;:{&quot;listId&quot;:&quot;each0p88uu&quot;,&quot;isOrdered&quot;:false,&quot;level&quot;:0,&quot;listStyle&quot;:{&quot;format&quot;:&quot;bullet&quot;,&quot;text&quot;:&quot;\u25cf&quot;,&quot;align&quot;:&quot;left&quot;}},&quot;uuid&quot;:&quot;mo81c4191289li0oo0gi&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In the same conference, according to publicly available information, Tencent\u2019s research teams published 9 papers across graphics, vision, and related areas\\n&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mo81c419k7kijxctjy&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;It is important to note that SIGGRAPH and SIGGRAPH Asia follow rigorous international peer review processes.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;While publication count reflects research activity and investment to some extent, differences in research scope, organizational scale, and resource allocation must also be considered.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mo81c419kk4sly1lzth&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Within this context, Style3D\u2019s ability to maintain consistent, high-quality output closely aligned with its core technical focus demonstrates sustained depth and commitment in multiphysics and deformable simulation.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mo81jnxl9mvirm9wq5&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mo81jog0l8rfcmoe6p&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;h3&quot;,{&quot;uuid&quot;:&quot;mo81ibwmbd34ghevoj7&quot;,&quot;spacing&quot;:{&quot;before&quot;:24,&quot;after&quot;:8.666666666666666,&quot;line&quot;:0.9333333333333332},&quot;ind&quot;:{&quot;left&quot;:0}},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;bold&quot;:true,&quot;sz&quot;:14.5,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;4.Core Capabilities of Style3D\u2019s Multiphysics Simulation&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mo81ibwoi820akbdvx9&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot;Style3D\u2019s core advantage lies in its Universal Multiphysics Simulation framework and the next-generation Simulation Engine built upon it. This system is designed for the real physical world, aiming to balance physical correctness with scalable performance.&quot;]]],[&quot;h5&quot;,{&quot;uuid&quot;:&quot;mo81ibwoybszu9y6od&quot;,&quot;ind&quot;:{&quot;hanging&quot;:0,&quot;left&quot;:0},&quot;list&quot;:{&quot;listId&quot;:&quot;heading-hq6gsq7ck9l&quot;,&quot;level&quot;:4,&quot;isTaskList&quot;:false,&quot;isOrdered&quot;:true,&quot;listStyleType&quot;:&quot;DEC_LEN_LROM_H&quot;,&quot;listStyle&quot;:{&quot;format&quot;:&quot;decimal&quot;,&quot;text&quot;:&quot;%1)&quot;,&quot;align&quot;:&quot;left&quot;},&quot;symbolStyle&quot;:{&quot;bold&quot;:true,&quot;sz&quot;:12},&quot;autoLevel&quot;:true},&quot;spacing&quot;:{&quot;before&quot;:19.333333333333332,&quot;after&quot;:8.666666666666666,&quot;line&quot;:0.9333333333333332}},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;bold&quot;:true,&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Physical Realism&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mo81ibwoahj7p8k9rrb&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot;Style3D has invested extensively in material modeling, building systematic representations of nonlinear and anisotropic behaviors observed in real-world materials. This is supported by dedicated measurement devices and pipelines for capturing physical properties such as surface elasticity, bending stiffness, and friction, providing a reliable foundation for robotic interaction tasks such as contact, grasping, and manipulation.&quot;]]],[&quot;h5&quot;,{&quot;uuid&quot;:&quot;mo81liq4gnpftlye3p&quot;,&quot;ind&quot;:{&quot;hanging&quot;:0,&quot;left&quot;:0},&quot;spacing&quot;:{&quot;before&quot;:19.333333333333332,&quot;after&quot;:8.666666666666666,&quot;line&quot;:0.9333333333333332},&quot;list&quot;:{&quot;isOrdered&quot;:true,&quot;listStyleType&quot;:&quot;DEC_LEN_LROM_H&quot;,&quot;level&quot;:4,&quot;listId&quot;:&quot;heading-hq6gsq7ck9l&quot;,&quot;autoLevel&quot;:true,&quot;listStyle&quot;:{&quot;format&quot;:&quot;decimal&quot;,&quot;text&quot;:&quot;%1)&quot;,&quot;align&quot;:&quot;left&quot;},&quot;symbolStyle&quot;:{&quot;bold&quot;:true,&quot;sz&quot;:12}}},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;bold&quot;:true,&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Collision and Contact Handling&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mo81liq5bt6ojj0wuk&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot;One of the core challenges in high-quality multiphysics simulation is the stable and accurate handling of complex collisions and contacts.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mo81liq657c98opoqqj&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot;Style3D has developed and optimized a series of numerical methods, including Multilevel Schwarz and JGS2, achieving a balance between stability and computational efficiency.&quot;]]],[&quot;h5&quot;,{&quot;uuid&quot;:&quot;mo81mnkt6fhsemigsui&quot;,&quot;ind&quot;:{&quot;left&quot;:0},&quot;spacing&quot;:{&quot;before&quot;:19.333333333333332,&quot;after&quot;:8.666666666666666,&quot;line&quot;:0.9333333333333332}},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;bold&quot;:true,&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;3) Parallel Computing and Performance Optimization&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mo81mnkubxlvi4yxnz7&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Style3D\u2019s simulation engine is architected for parallel computation, with native support for GPUs.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mo81mnkujwd3pyajav8&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In addition to supporting NVIDIA GPUs, the system is also optimized for hybrid GPU\/CPU architectures such as Apple\u2019s M-series chips, delivering substantial performance gains.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;This architectural design distinguishes it fundamentally from traditional modeling software.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mn2txs469rspq47w6kq&quot;,&quot;jc&quot;:&quot;justify&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;p&quot;,{&quot;spacing&quot;:{},&quot;uuid&quot;:&quot;mn2ya2hucyep53chao7&quot;,&quot;jc&quot;:&quot;justify&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;h3&quot;,{&quot;uuid&quot;:&quot;mo81nxalrf1zvory2gf&quot;,&quot;ind&quot;:{&quot;left&quot;:0},&quot;spacing&quot;:{&quot;before&quot;:24,&quot;after&quot;:8.666666666666666,&quot;line&quot;:0.9333333333333332}},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;bold&quot;:true,&quot;sz&quot;:14.5,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;5.Conclusion: Unifying Realism and Efficiency&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mo81nxamdbozbkm0pq&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Compared to traditional simulation systems, the defining characteristic of Style3D\u2019s universal multiphysics simulation engine is its ability to balance:&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mo81nxamor55n6k7aq&quot;,&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;listId&quot;:&quot;r5h7x4nr2g&quot;,&quot;level&quot;:0,&quot;isTaskList&quot;:false,&quot;isOrdered&quot;:false,&quot;listStyleType&quot;:&quot;SCIR_ECIR_SREC&quot;,&quot;symbolStyle&quot;:{&quot;sz&quot;:12,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;},&quot;listStyle&quot;:{&quot;format&quot;:&quot;bullet&quot;,&quot;text&quot;:&quot;\u25cf&quot;,&quot;align&quot;:&quot;left&quot;}}},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Realism, which determines whether synthetic data can transfer effectively to the real world&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mo81pjl3nd4ha2vh9ml&quot;,&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;listId&quot;:&quot;r5h7x4nr2g&quot;,&quot;level&quot;:0,&quot;isTaskList&quot;:false,&quot;isOrdered&quot;:false,&quot;listStyleType&quot;:&quot;SCIR_ECIR_SREC&quot;,&quot;symbolStyle&quot;:{&quot;sz&quot;:12,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;},&quot;listStyle&quot;:{&quot;format&quot;:&quot;bullet&quot;,&quot;text&quot;:&quot;\u25cf&quot;,&quot;align&quot;:&quot;left&quot;},&quot;extraData&quot;:{},&quot;isChecked&quot;:false,&quot;hideSymbol&quot;:false}},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Efficiency, which determines whether data generation is scalable&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mo81nxanynymeegwpbp&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Both are critical for robotics training, Physical AI, and digital twin applications.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Built on long-term academic validation and realized through engineering at scale, Style3D\u2019s multiphysics simulation technology unifies \u201creal\u201d and \u201cfast\u201d within a single system, providing a reliable infrastructure for the future of Physical AI and embodied intelligence.&quot;]]]]\" 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data-identifier-application__slash__x-doc-key=\"4j6OJ5jkZJK1Eq3p\"><span data-type=\"text\"><span data-type=\"text\">At NVIDIA GTC 2026, Jensen Huang made a clear statement: <strong>physical AI has arrived.<\/p>\n<p><\/strong><\/span><\/span><span data-type=\"text\">Yet the core bottleneck of Physical AI has never been the model itself. It lies in a more fundamental constraint: whether we can faithfully reconstruct the physical world.<\/p>\n<p><\/span><span data-type=\"text\">In reality, even the simplest action involves the coupling of multiple physical systems: structure, materials, fluids, thermal dynamics, contact, and etc.<\/span><br data-path=\"2,1\" \/><span data-type=\"text\">And this is precisely where the limits of multiphysics simulation emerge.<\/span><\/p>\n<p><span data-type=\"text\">In this installment of<\/span><span data-type=\"text\"> SynReal Decode<\/span><span data-type=\"text\">, we begin with a significant question: <strong>why is it so difficult for AI to truly enter the real world?<\/strong><\/span><\/p>\n<p><span data-type=\"text\">To a large extent, the answer points to a foundational capability\u2014<\/span><strong>physical simulation, and in particular, universal multiphysics simulation<\/strong><span data-type=\"text\"><strong>.<\/strong> Starting from first principles and grounded in current industry developments, this article explains why this capability matters, and how Style3D has built its technical advantage in this space.<\/span><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h3><span data-type=\"text\">1. What is Physical Simulation and Universal Multiphysics Simulation<\/span><\/h3>\n<p><span data-type=\"text\">Universal multiphysics simulation refers to the ability to simulate <strong>multiple physical phenomena, material behaviors, and their interactions<\/strong> within a unified computational framework.<\/span><\/p>\n<p><span data-type=\"text\">From a macroscopic perspective, objects in the physical world can be broadly categorized into three types: <\/span><span data-type=\"text\"><strong>rigid bodies<\/strong>, <strong>deformable objects<\/strong>, and <strong>fluids<\/strong><\/span><span data-type=\"text\">.<\/span> <span data-type=\"text\">In real-world human environments, solid objects dominate, and a significant portion of them are deformable. By contrast, fluids\u2014primarily water and air\u2014exist widely but are relatively limited in scale and complexity in everyday scenarios.<\/span><\/p>\n<p><span data-type=\"text\">From a technical standpoint, simulation of single or small numbers of rigid bodies (e.g., robot structures) is already relatively mature.<\/span> <span data-type=\"text\">In contrast, deformable objects and fluids have long been considered among the most challenging problems in physical simulation. If we focus on everyday human environments rather than extreme industrial or natural conditions, <\/span><strong>deformable object simulation emerges as both the most difficult and the most critical problem.<\/strong><\/p>\n<div style=\"width: 1200px;\" class=\"wp-video\"><video class=\"wp-video-shortcode\" id=\"video-13102-1\" width=\"1200\" height=\"675\" preload=\"metadata\" controls=\"controls\"><source type=\"video\/mp4\" src=\"https:\/\/help-ai.style3d.com\/wp-content\/uploads\/2026\/04\/Rigid-Body-Simulation.mp4?_=1\" \/><a href=\"https:\/\/help-ai.style3d.com\/wp-content\/uploads\/2026\/04\/Rigid-Body-Simulation.mp4\">https:\/\/help-ai.style3d.com\/wp-content\/uploads\/2026\/04\/Rigid-Body-Simulation.mp4<\/a><\/video><\/div>\n<p><span data-type=\"text\">This is because the real world is filled with a wide variety of deformable objects with highly diverse material properties, from clothing, curtains, bedding, packaging, and towels, to plants, and even human skin and muscle tissue.<\/span> <span data-type=\"text\">These objects exhibit complex behaviors such as elasticity, bending, stretching, and folding, which cannot be approximated using simple rigid body models.<\/span><\/p>\n<p><span data-type=\"text\">At a technical level, the simulation of garments, plants, home textiles, and packaging materials shares the same underlying principles: all rely on <strong>numerical physical models and solvers<\/strong> to simulate deformation and motion under external forces.<\/span> <span data-type=\"text\">As such, deformable object simulation can be treated as a unified problem domain for systematic study.<\/span><\/p>\n<p><span data-type=\"text\">More fundamentally, perfectly rigid bodies do not exist in the real world.<\/span> <span data-type=\"text\">All solids deform to some extent under external forces, differing only in stiffness. This understanding is increasingly reflected in modern simulation techniques. For example, methods such as <strong>Affine Body Dynamics (ABD)<\/strong> have begun to explicitly incorporate controlled micro-deformations into rigid body simulation.<\/span><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h3><span data-type=\"text\">2. The Current Landscape of Multiphysics Simulation<\/span><\/h3>\n<p><span data-type=\"text\">Historically, universal multiphysics simulation has evolved along two primary technical paths.<\/span><\/p>\n<h5><span data-type=\"text\">1\uff09Engineering-Oriented Simulation Systems (CAE)<\/span><\/h5>\n<p><span data-type=\"text\">The first path originates from computational physics and mechanical engineering, represented by computer-aided engineering (CAE) software such as SolidWorks, ANSYS, and ABAQUS. These systems emphasize <strong>high physical accuracy<\/strong> and <strong>verifiability<\/strong>, covering a wide range of domains including mechanics, electromagnetism, thermodynamics, and acoustics, and supporting extreme conditions such as high temperature, pressure, and velocity.<\/span><\/p>\n<p><span data-type=\"text\">However, their limitations are clear:<\/span><\/p>\n<ul>\n<li>\n<div><span data-type=\"text\">They do not prioritize photorealistic visual output <\/span><\/div>\n<\/li>\n<li>\n<div><span data-type=\"text\">Limited support for complex multi-body contact and dynamic interaction <\/span><\/div>\n<\/li>\n<li>\n<div><span data-type=\"text\">They are rarely optimized for modern parallel hardware such as GPUs <\/span><\/div>\n<\/li>\n<\/ul>\n<p><span data-type=\"text\">As a result, they are well-suited for engineering validation, but not for large-scale, high-frequency data generation.<\/span><\/p>\n<h5><span data-type=\"text\">2\uff09Entertainment-Oriented Simulation Systems<\/span><\/h5>\n<p><span data-type=\"text\">The second path serves digital entertainment industries such as games and visual effects, with simulation capabilities integrated into tools and engines like Maya, Blender, Unity, and Unreal Engine.<\/span> <span data-type=\"text\">NVIDIA\u2019s PhysX engine was originally designed for real-time game simulation.<\/span><\/p>\n<p><span data-type=\"text\">These systems prioritize visual plausibility, typically using approximate dynamics models such as Position-Based Dynamics (PBD).<\/span> <span data-type=\"text\">While they offer strong stability and efficiency for small-scale problems, they do not aim for strict physical correctness and are difficult to scale to high-precision, large-scale scenarios.<\/span><\/p>\n<p><span data-type=\"text\">This trade-off is acceptable for entertainment content.<\/span> <span data-type=\"text\">However, for high-quality physical simulation and Physical AI training, both realism and scalability become critical limitations.<\/span><\/p>\n<h5><span data-type=\"text\">3\uff09Domain-Specific Simulation Systems<\/span><\/h5>\n<p><span data-type=\"text\">In addition, there are simulation systems designed for specific applications. For example:<\/span><\/p>\n<ul>\n<li>\n<div><span data-type=\"text\">CLO \/ Marvelous Designer focus on garment modeling, primarily for static design and visual presentation <\/span><\/div>\n<\/li>\n<li>\n<div><span data-type=\"text\">MuJoCo, Newton, and Genesis AI focus on robot training, mainly dealing with rigid body dynamics, while deformable objects and fluids are often simplified or handled via external engines <\/span><\/div>\n<\/li>\n<\/ul>\n<p><span data-type=\"text\">While these systems are valuable within their domains, they generally exhibit limitations in deformable object simulation.<\/span><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h3><span data-type=\"text\">3. Style3D\u2019s Advantage: A Continuously Validated Multiphysics Simulation Capability<\/span><\/h3>\n<h5><span data-type=\"text\">Long-Term Research and Technical Accumulation<\/span><\/h5>\n<p><span data-type=\"text\">Style3D\u2019s universal multiphysics simulation capability is not the result of a single product cycle, but of <strong>sustained foundational research and long-term technical accumulation.<\/strong><\/span><\/p>\n<p><span data-type=\"text\">The core research and technical team has consistently published research in top-tier venues in computer graphics and physical simulation, including SIGGRAPH, SIGGRAPH Asia, and ACM Transactions on Graphics, which are widely regarded as benchmarks for cutting-edge research in the field.<\/span><\/p>\n<p><span data-type=\"text\">Over the years, the team has maintained an average output of <strong>around 10 high-quality papers annually<\/strong> in these venues, covering key challenges in deformable object simulation, including material modeling, complex contact handling, high-performance parallel solvers, and scalable system architectures.<\/span><\/p>\n<p><span data-type=\"text\">These research outputs provide a verifiable and reproducible technical foundation, ensuring alignment with global frontiers rather than reliance on short-term engineering iteration.<\/span><\/p>\n<h5><span data-type=\"text\">Objective Benchmark of Academic Output (Taking SIGGRAPH Asia 2025 as an Example)<\/span><\/h5>\n<p><span data-type=\"text\">Taking SIGGRAPH Asia 2025, a major international conference in computer graphics, as an example, according to statistics based on the conference\u2019s publicly available list of accepted papers:<\/span><\/p>\n<ul>\n<li>\n<div><span data-type=\"text\">Style3D\u2019s related research team <strong>published<\/strong><strong>4 papers<\/strong>, focusing on deformable simulation, complex contact, and high-performance numerical computation <\/span><\/div>\n<\/li>\n<li>\n<div><span data-type=\"text\">In the same conference, according to publicly available information, Tencent\u2018s research teams published 9 papers across graphics, vision, and related areas<\/span><\/div>\n<\/li>\n<\/ul>\n<p><iframe title=\"Automated Task Scheduling for Cloth&amp;Deformable Body Simulations-Heterogeneous Computing Environments\" width=\"1200\" height=\"675\" src=\"https:\/\/www.youtube.com\/embed\/dSM-OAIlJ4w?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<p><span data-type=\"text\">It is important to note that SIGGRAPH and SIGGRAPH Asia follow <strong>rigorous international peer review processes<\/strong>.<\/span> <span data-type=\"text\">While publication count reflects research activity and investment to some extent, differences in research scope, organizational scale, and resource allocation must also be considered.<\/span><\/p>\n<p><span data-type=\"text\">Within this context, Style3D\u2019s ability to maintain consistent, high-quality output closely aligned with its core technical focus demonstrates sustained depth and commitment in multiphysics and deformable simulation.<\/span><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h3><span data-type=\"text\">4.Core Capabilities of Style3D\u2019s Multiphysics Simulation<\/span><\/h3>\n<p><span data-type=\"text\">Style3D\u2019s core advantage lies in its <strong>Universal Multiphysics Simulation <\/strong>framework and the next-generation Simulation Engine built upon it. This system is designed for the real physical world, aiming to balance physical correctness with scalable performance.<\/span><\/p>\n<h5><span data-type=\"text\">1\uff09Physical Realism<\/span><\/h5>\n<p><span data-type=\"text\">Style3D has invested extensively in material modeling, building systematic representations of nonlinear and anisotropic behaviors observed in real-world materials. This is supported by dedicated measurement devices and pipelines for capturing physical properties such as surface elasticity, bending stiffness, and friction, providing a reliable foundation for robotic interaction tasks such as contact, grasping, and manipulation.<\/span><\/p>\n<h5><span data-type=\"text\">2\uff09Collision and Contact Handling<\/span><\/h5>\n<p><span data-type=\"text\">One of the core challenges in high-quality multiphysics simulation is the stable and accurate handling of complex collisions and contacts.<\/span><\/p>\n<p><span data-type=\"text\">Style3D has developed and optimized a series of numerical methods, including Multilevel Schwarz and JGS2, achieving a balance between stability and computational efficiency.<\/span><\/p>\n<div style=\"width: 1200px;\" class=\"wp-video\"><video class=\"wp-video-shortcode\" id=\"video-13102-2\" width=\"1200\" height=\"675\" preload=\"metadata\" controls=\"controls\"><source type=\"video\/mp4\" src=\"https:\/\/help-ai.style3d.com\/wp-content\/uploads\/2026\/04\/Animal-Crossing.mp4?_=2\" \/><a href=\"https:\/\/help-ai.style3d.com\/wp-content\/uploads\/2026\/04\/Animal-Crossing.mp4\">https:\/\/help-ai.style3d.com\/wp-content\/uploads\/2026\/04\/Animal-Crossing.mp4<\/a><\/video><\/div>\n<h5><span data-type=\"text\">3) Parallel Computing and Performance Optimization<\/span><\/h5>\n<p><span data-type=\"text\">Style3D\u2019s simulation engine is architected for parallel computation, with native support for GPUs.<\/span><\/p>\n<p><span data-type=\"text\">In addition to supporting NVIDIA GPUs, the system is also optimized for hybrid GPU\/CPU architectures such as Apple\u2019s M-series chips, delivering substantial performance gains.<\/span> <span data-type=\"text\">This architectural design distinguishes it fundamentally from traditional modeling software.<\/span><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h3><span data-type=\"text\">5.Conclusion: Unifying Realism and Efficiency<\/span><\/h3>\n<p><span data-type=\"text\">Compared to traditional simulation systems, the defining characteristic of Style3D\u2019s universal multiphysics simulation engine is its ability to balance:<\/span><\/p>\n<ul>\n<li>\n<div><span data-type=\"text\"><strong>Realism<\/strong>, which determines whether synthetic data can transfer effectively to the real world<\/span><\/div>\n<\/li>\n<li>\n<div><span data-type=\"text\"><strong>Efficiency<\/strong>, which determines whether data generation is scalable<\/span><\/div>\n<\/li>\n<\/ul>\n<p><span data-type=\"text\">Both are critical for robotics training, Physical AI, and digital twin applications.<\/span> <span data-type=\"text\">Built on long-term academic validation and realized through engineering at scale, Style3D\u2019s multiphysics simulation technology unifies \u201creal\u201d and \u201cfast\u201d within a single system, providing a reliable infrastructure for the future of Physical AI and embodied intelligence.<\/span><\/p>\n<\/article>\n<p>&nbsp;<\/p>\n<p><!--more--><\/p>\n<p>&nbsp;<\/p>\n<h5 data-clipboard-cangjie=\"[&quot;root&quot;,{},[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffamguqe9ird85sma&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Large-scale AI models can now write, generate images, and even perform reasoning tasks.&quot;]],[&quot;br&quot;,{&quot;type&quot;:&quot;textWrapping&quot;,&quot;data&quot;:{},&quot;uuid&quot;:&quot;mnffamgu3fivrvjicv9&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Yet a more fundamental question remains:&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffamgv3z8h4csskad&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;bold&quot;:true,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Why can\u2019t AI work in the real world the way humans do?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffamgvir8z9armaa&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Tasks such as folding clothes, organizing objects, or operating in complex environments still pose significant challenges. The issue does not lie solely in model capability, but in something more fundamental: &quot;],[&quot;span&quot;,{&quot;bold&quot;:true,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;AI does not truly understand the physical world.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffamgvkxhnlxnf2f&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In this column of &quot;],[&quot;span&quot;,{&quot;italic&quot;:true,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;SynReal Decode&quot;],[&quot;span&quot;,{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;, we examine an increasingly validated industry consensus: &quot;],[&quot;span&quot;,{&quot;bold&quot;:true,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;the bottleneck of AI is no longer just the model\u2014it is data.&quot;],[&quot;span&quot;,{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot; On the path toward real-world intelligence, &quot;],[&quot;span&quot;,{&quot;bold&quot;:true,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;physical simulation is emerging as a critical solution.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mn31r70lwy7tbdrobwn&quot;,&quot;jc&quot;:&quot;justify&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;p&quot;,{&quot;list&quot;:{&quot;listId&quot;:&quot;c0nthouaens&quot;,&quot;level&quot;:0,&quot;symbolStyle&quot;:{},&quot;extraData&quot;:{},&quot;listStyleType&quot;:&quot;DEC_LEN_LROM_P&quot;,&quot;listStyle&quot;:{&quot;format&quot;:&quot;decimal&quot;,&quot;text&quot;:&quot;%1.&quot;,&quot;align&quot;:&quot;left&quot;},&quot;hideSymbol&quot;:false,&quot;isTaskList&quot;:false,&quot;isOrdered&quot;:true},&quot;uuid&quot;:&quot;mnffcnx869nwg2colct&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;What Is Advanced Artificial Intelligence? The Role of the World Model.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnx94khn17rcx6a&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Before addressing the problem further, it is important to clarify a foundational concept: what constitutes artificial intelligence\u2014particularly advanced AI?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnx9xlng5pa15if&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;By definition, artificial intelligence aims to replicate human cognitive abilities through computational systems. However, human intelligence is not monolithic; it can broadly be divided into basic intelligence and advanced intelligence.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnx95aypx6sigh&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Basic intelligence refers to the ability to perceive, understand, and respond to the physical world in real time. For example:&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;avoiding obstacles while walking; catching a towel thrown toward us; untangling a knotted rope.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;These capabilities rely on a deep, experience-driven understanding of the physical world, developed through continuous interaction.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnx9dq70ie3n5zj&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;On top of this foundation, advanced intelligence encompasses language, abstract reasoning, planning, and emotional cognition.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnx97k22xe8m0gn&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;This distinction is crucial in differentiating humans from animals. Basic intelligence originates from interaction with the physical world and is essential for survival. Even small organisms such as flies or mosquitoes demonstrate remarkable proficiency in this domain\u2014rapidly sensing and reacting to threats. That\u2019s why swatting a mosquito can be surprisingly difficult.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnxa7n3x7m3jwu3&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;At this point, a natural question arises: today\u2019s AI systems\u2014such as large language models like DeepSeek\u2014already demonstrate strong linguistic and reasoning abilities. Does this mean we are close to achieving highly intelligent, capable robots?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnxabq2hm33yqyf&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In fact, the opposite is true.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnxavf4g52t88q&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Most current AI models\u2014whether for language, images, or video\u2014are fundamentally designed for \\&quot;generation\\&quot; tasks. In simple terms, they learn how to produce outputs that resemble human behavior, such as generating text or imitating reasoning processes. &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;underline&quot;:{&quot;value&quot;:&quot;single&quot;},&quot;data-type&quot;:&quot;leaf&quot;},&quot;However, whether these outputs conform to the physical laws of the real world is often beyond their ability to verify.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;This limitation is the root cause of the well-known hallucination problem.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnxaciakh9n7rqg&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In essence, modern AI systems largely bypass direct interaction with the physical world. Instead, they rely on massive datasets of text and images to construct a superficial intelligence\u2014one that lacks a true physical grounding.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnxa7vmyqwh5tpc&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;To achieve genuine advanced AI, we must start from the ground up by equipping machines with basic intelligence\u2014the ability to perceive, understand, and predict the dynamics of the physical world.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnxbjvck14n3309&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;This foundational capability is known as the &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;bold&quot;:true,&quot;data-type&quot;:&quot;leaf&quot;},&quot;World Model&quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnxg9e0rcqoaf&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;p&quot;,{&quot;spacing&quot;:{},&quot;uuid&quot;:&quot;mnffzlu0b9nf0qk78e7&quot;,&quot;jc&quot;:&quot;left&quot;,&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;listId&quot;:&quot;c0nthouaens&quot;,&quot;level&quot;:0,&quot;isTaskList&quot;:false,&quot;isOrdered&quot;:true,&quot;symbolStyle&quot;:{&quot;sz&quot;:12,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;},&quot;extraData&quot;:{},&quot;listStyleType&quot;:&quot;DEC_LEN_LROM_P&quot;,&quot;listStyle&quot;:{&quot;format&quot;:&quot;decimal&quot;,&quot;text&quot;:&quot;%1.&quot;,&quot;align&quot;:&quot;left&quot;},&quot;hideSymbol&quot;:false}},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Training Intelligence: Reinforcement or Imitation?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13p8wi9bf07eg9&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;With the objective clarified, the next question is: how do we train AI systems to acquire advanced intelligence?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13qnnb7bhp3w1e&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;To answer this, it is helpful to revisit how intelligence develops in humans and animals.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13qr40dbw98sv&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;At a macro level, intelligence has evolved over hundreds of millions of years through natural selection. As described by Darwinian theory: the fittest surivive. The environment provides continuous feedback, reinforcing advantageous behaviors while eliminating ineffective ones. Over time, biological intelligence has steadily advanced, becoming increasingly stable and efficient.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13qab8yhoqa0sr&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;However, evolution is not the only mechanism. At the individual level, humans acquire most of their capabilities through learning from others\u2014parents, peers, and accumulated knowledge in society. Learning and imitation are central to human development.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13r2ykni5bytp5&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;A historical anecdote back to 6th century BC illustrates this point: the so-called \u201clanguage deprivation experiment\u201d attributed to Pharaoh Psamtik I suggests that children deprived of linguistic input do not spontaneously develop language. While the historical accuracy of this account is debated, it highlights a key insight: many advanced human abilities are not purely innate\u2014they depend on learning and imitation. This learning approach is also common among animals.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13rq8bmq2k53en&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;These two mechanisms correspond directly to two core paradigms in AI:&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;bold&quot;:true,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Reinforcement Learning &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;(RL) and &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;bold&quot;:true,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Imitation Learning (IL)&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13rqxyufm2y6pl&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Reinforcement Learning trains agents through environmental feedback, using reward functions to guide behavior. Through continuous trial and error, the agent discovers optimal strategies.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;This process closely mirrors biological evolution: the environment determines what constitutes \u201cgood\u201d behavior. The advantage of RL lies in its stability and potential for generalization, but it is often time-consuming and computationally expensive. &quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13rytyljcnv6cp&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Imitation Learning focuses on learning directly from expert demonstrations. By replicating observed actions or decisions, an agent can quickly acquire complex skills.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;This approach dramatically improves learning efficiency and underpins humanity\u2019s ability to accumulate and transmit knowledge across generations.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13surb4i0ndg3f&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Both paradigms are essential to the development of AI, albeit with different emphases:&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Imitation Learning enables rapid acquisition of baseline competence, while Reinforcement Learning refines and adapts that competence through interaction.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13s2sdfsllpep&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Today\u2019s robots\u2014capable of dancing, climbing stairs, and executing complex locomotion\u2014owe much of their progress to Reinforcement Learning. However, for robots to truly \u201cwork\u201d in real-world scenarios\u2014especially in tasks requiring dexterous manipulation\u2014Imitation Learning will become indispensable. &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;underline&quot;:{&quot;value&quot;:&quot;single&quot;},&quot;data-type&quot;:&quot;leaf&quot;},&quot;This holds true for humans as well: while most people learn to walk at around one year of age, the acquisition of complex skills and knowledge extends throughout a lifetime.&quot;]]],[&quot;p&quot;,{&quot;spacing&quot;:{},&quot;uuid&quot;:&quot;mnfgwp8wg7rd6431min&quot;,&quot;jc&quot;:&quot;justify&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfgwpmszwr13y0hnbb&quot;,&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;listId&quot;:&quot;c0nthouaens&quot;,&quot;level&quot;:0,&quot;isTaskList&quot;:false,&quot;isOrdered&quot;:true,&quot;symbolStyle&quot;:{&quot;sz&quot;:12,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;},&quot;extraData&quot;:{},&quot;listStyleType&quot;:&quot;DEC_LEN_LROM_P&quot;,&quot;listStyle&quot;:{&quot;format&quot;:&quot;decimal&quot;,&quot;text&quot;:&quot;%1.&quot;,&quot;align&quot;:&quot;left&quot;},&quot;hideSymbol&quot;:false}},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Data, Data, Data!&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfgwpmsas5t0ijurwu&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;It is well understood that training AI requires large amounts of data. Within current technological frameworks, machines are still far less efficient than humans at utilizing data. &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;underline&quot;:{&quot;value&quot;:&quot;single&quot;},&quot;data-type&quot;:&quot;leaf&quot;},&quot;As a result, enabling AI to acquire a given capability typically requires far more data than a human would need to learn the same task.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfgwpmte8dkq2861st&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;The rapid advancement of large language and image models over recent years can largely be attributed to the abundance of digital data. Text and images are scalable, readily available, and inexpensive to collect, enabling extensive model training and improving.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfgwpmtvc71pit1w3&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In contrast, data required for understanding spatial structure, physical laws, and real-world interaction is far more scarce and difficult to obtain. This scarcity has become a major bottleneck in the development of embodied AI and robotics.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfgwpmtxpsn3sf8was&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In Imitation Learning, data functions much like a \u201ctextbook\u201d: expert demonstrations\u2014captured as videos or motion trajectories\u2014are used to teach AI systems specific tasks. For example, training a robot to fold clothes may require thousands of demonstrations, typically provided by human operators via teleoperation or manual guidance.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfgwpmtjqel60wrwno&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Whereas in Reinforcement Learning, data resembles \u201cexperience\u201d: robots learn by interacting with their environment, generating data through trial and error rather than relying on pre-collected datasets.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfgwpmtny4yrow80k&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Whether IL or RL, both approaches face a common challenge: &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;underline&quot;:{&quot;value&quot;:&quot;single&quot;},&quot;data-type&quot;:&quot;leaf&quot;},&quot;real-world data collection is inherently difficult to scale.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfhgd4gv1qn5uurb6&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Let's talk about Imination Learning first. In practice, human-guided demonstration is typically more suitable for humanoid or near-humanoid robots. Even when focusing solely on such robots, the volume of data that can be collected within a given timeframe remains limited. Data collection is constrained by hardware, workspace, and operator skill. In extreme environments\u2014such as underwater or in space\u2014data acquisition becomes prohibitively expensive or impractical. &quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfhmifmxzepyeo89wb&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Moreover, demonstration data often captures only successful outcomes, leaving models unprepared for unexpected deviations. Once a robot deviates from the scenarios covered by demonstration data\u2014due to perception errors, execution inaccuracies, or environmental changes\u2014it often fails to determine how to proceed.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfhoq8h06odimh5gzmv&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Move on to Reinforcement Learning. It requires robots to continuously explore through trial and error. However, in the real world, mistakes often come with tangible costs: robots may collide with objects, damage equipment, or even pose risks to human safety, particularly in scenarios such as autonomous driving.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfhuh14ohl49ynjpkk&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Even under controlled conditions, resetting environments and conducting repeated experiments requires significant time and human involvement. Each trial may take several minutes or even hours, and any equipment damage introduces additional downtime for repairs.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfhvilpk4zp83gn3f&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;It is therefore evident that both IL and RL face a common challenge in the real world: the difficulty of scaling data collection. This limitation does not arise from shortcomings in the algorithms, but rather stems from the intrinsic nature of the physical world: real-world data collection depends heavily on human labor, time, and environmental constraints, while AI training demands data at massive scale.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;It is this fundamental mismatch that creates a persistent bottleneck for the development of embodied intelligence and robotics.&quot;]]],[&quot;p&quot;,{&quot;spacing&quot;:{},&quot;uuid&quot;:&quot;mnfi2cl1f45iwfvta0j&quot;,&quot;jc&quot;:&quot;justify&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfi2d5ev6nilsmt8cl&quot;,&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;listId&quot;:&quot;c0nthouaens&quot;,&quot;level&quot;:0,&quot;isTaskList&quot;:false,&quot;isOrdered&quot;:true,&quot;symbolStyle&quot;:{&quot;sz&quot;:12,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;},&quot;extraData&quot;:{},&quot;listStyleType&quot;:&quot;DEC_LEN_LROM_P&quot;,&quot;listStyle&quot;:{&quot;format&quot;:&quot;decimal&quot;,&quot;text&quot;:&quot;%1.&quot;,&quot;align&quot;:&quot;left&quot;},&quot;hideSymbol&quot;:false}},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Simulation: The Key to Scalable Data&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfi2d5e0ufcna18h2fc&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Given the inherent limitations of real-world data, a natural question comes out: where else can data come from?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfi2d5f0z2h17op00u&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;The answer is clear: simulation.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfi4yh8hdk5mgk85zb&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Then, what is simulation?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfiga6qmkt5g1roi8f&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In simple terms, simulation involves constructing a \\&quot;virtual world\\&quot; within a computer, where mathematical models and physical laws are used to describe the shape, motion, and interactions of objects.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;underline&quot;:{&quot;value&quot;:&quot;single&quot;},&quot;data-type&quot;:&quot;leaf&quot;},&quot;Within such environment, objects respond to forces as they would in the real world, experiencing collisions, friction, motion, and deformation.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Robots can carry out tasks such as walking, grasping, and manipulation, with the entire process taking place within the computer.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfi2d5fenhfx21adtj&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In another way, simulation functions as a resettable \\&quot;digital laboratory,\\&quot; where various actions, strategies, and solutions can be tested without relying on physical robots or real-world environments.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfiqgkxc1jl3um5e0n&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Simulation is gaining increasing importance in artificial intelligence primarily because it offers advantages in data acquisition that the real world cannot match:&quot;]]],[&quot;p&quot;,{&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;isOrdered&quot;:true,&quot;isTaskList&quot;:false,&quot;level&quot;:0,&quot;listId&quot;:&quot;l1baok9hjcl&quot;,&quot;listStyle&quot;:{&quot;align&quot;:&quot;left&quot;,&quot;format&quot;:&quot;lowerLetter&quot;,&quot;text&quot;:&quot;%1.&quot;},&quot;listStyleType&quot;:&quot;LEN_LROM_DEC_P&quot;,&quot;symbolStyle&quot;:{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;sz&quot;:12}},&quot;uuid&quot;:&quot;mnfi2d5fguqczuyik8j&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Controllability\\nInitial conditions can be precisely defined, environmental parameters can be freely adjusted, the same scenario can be repeatedly tested. These are often difficult\u2014or even impossible\u2014to achieve in the real world.&quot;]]],[&quot;p&quot;,{&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;extraData&quot;:{},&quot;hideSymbol&quot;:false,&quot;isChecked&quot;:false,&quot;isOrdered&quot;:true,&quot;isTaskList&quot;:false,&quot;level&quot;:0,&quot;listId&quot;:&quot;l1baok9hjcl&quot;,&quot;listStyle&quot;:{&quot;align&quot;:&quot;left&quot;,&quot;format&quot;:&quot;lowerLetter&quot;,&quot;text&quot;:&quot;%1.&quot;},&quot;listStyleType&quot;:&quot;LEN_LROM_DEC_P&quot;,&quot;symbolStyle&quot;:{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;sz&quot;:12}},&quot;uuid&quot;:&quot;mnfiuuiudzo32iwmjp&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Repeatability\\nAfter each experiment, the environment can be immediately reset, allowing the process to restart from exactly the same initial state. This is particularly important for Reinforcement Learning, which relies on extensive trial and error; in contrast, each real-world experiment inevitably alters the state of the environment.&quot;]]],[&quot;p&quot;,{&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;extraData&quot;:{},&quot;hideSymbol&quot;:false,&quot;isChecked&quot;:false,&quot;isOrdered&quot;:true,&quot;isTaskList&quot;:false,&quot;level&quot;:0,&quot;listId&quot;:&quot;l1baok9hjcl&quot;,&quot;listStyle&quot;:{&quot;align&quot;:&quot;left&quot;,&quot;format&quot;:&quot;lowerLetter&quot;,&quot;text&quot;:&quot;%1.&quot;},&quot;listStyleType&quot;:&quot;LEN_LROM_DEC_P&quot;,&quot;symbolStyle&quot;:{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;sz&quot;:12}},&quot;uuid&quot;:&quot;mnfivmxgd54538ls608&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Safe exploration\\nFailures carry no physical risk. Robots can fall, collide, and retry without damaging equipment or endangering humans. This makes it possible to systematically collect large amounts of exploratory data and failure cases.&quot;]]],[&quot;p&quot;,{&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;extraData&quot;:{},&quot;hideSymbol&quot;:false,&quot;isChecked&quot;:false,&quot;isOrdered&quot;:true,&quot;isTaskList&quot;:false,&quot;level&quot;:0,&quot;listId&quot;:&quot;l1baok9hjcl&quot;,&quot;listStyle&quot;:{&quot;align&quot;:&quot;left&quot;,&quot;format&quot;:&quot;lowerLetter&quot;,&quot;text&quot;:&quot;%1.&quot;},&quot;listStyleType&quot;:&quot;LEN_LROM_DEC_P&quot;,&quot;symbolStyle&quot;:{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;sz&quot;:12}},&quot;uuid&quot;:&quot;mnfivtb3yrq7g6ijzg&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Richer data\\nBeyond visual observations and actions, simulation can directly provide detailed physical information, such as contact forces, friction states, internal deformation, and energy changes. This information is crucial for understanding physical processes and training intelligent systems.&quot;]]],[&quot;p&quot;,{&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;extraData&quot;:{},&quot;hideSymbol&quot;:false,&quot;isChecked&quot;:false,&quot;isOrdered&quot;:true,&quot;isTaskList&quot;:false,&quot;level&quot;:0,&quot;listId&quot;:&quot;l1baok9hjcl&quot;,&quot;listStyle&quot;:{&quot;align&quot;:&quot;left&quot;,&quot;format&quot;:&quot;lowerLetter&quot;,&quot;text&quot;:&quot;%1.&quot;},&quot;listStyleType&quot;:&quot;LEN_LROM_DEC_P&quot;,&quot;symbolStyle&quot;:{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;sz&quot;:12}},&quot;uuid&quot;:&quot;mnfivyo36r6oypjdd4i&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Scalability and generalization\\nA single base scenario can generate vast variations by altering object properties, configurations, and environmental conditions. For example, the same task can be repeatedly executed under different materials, sizes, and initial configurations, thereby covering a much broader range of cases. This kind of data generation\u2014where variation is derived systematically from a single setup\u2014is nearly impossible to achieve in the real world at an acceptable cost.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfi2d5gn65usgst7p&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Fundamentally, the key difference between simulated and real-world data lies in cost structure:&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;simulation data scales with computational power, and real-world data scales with human and physical resources&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot;. &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;As computing power continues to grow, simulation can expand in tandem with AI model complexity. By contrast, real-world data collection is inherently constrained by human labor, time, and environmental conditions, making it difficult to achieve the same rate of scalability.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mn31r70spxpcg8t4fj&quot;,&quot;jc&quot;:&quot;justify&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfmkmyrzce3aub0uj&quot;,&quot;jc&quot;:&quot;justify&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;If large models are the &quot;],[&quot;span&quot;,{&quot;bold&quot;:true,&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;\u201cbrain\u201d&quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot; of AI, then simulation is its \\&quot;&quot;],[&quot;span&quot;,{&quot;bold&quot;:true,&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;training ground\\&quot;&quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Before AI can operate effectively in the real world, it must first learn within a virtual one.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Yet an even more crucial question remains:&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;bold&quot;:true,&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;What makes a simulation truly useful?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfmkno0ncmje4ybiws&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;italic&quot;:true,&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfmn1fu28vo7wt8qtf&quot;,&quot;jc&quot;:&quot;justify&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;We\u2019ll decode this question in the next article.&quot;]]]]\" 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data-identifier-application__slash__x-doc-key=\"YdgOk2bV0ARkLq4B\">About Style3D<\/h5>\n<article data-clipboard-cangjie=\"[&quot;root&quot;,{},[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffamguqe9ird85sma&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Large-scale AI models can now write, generate images, and even perform reasoning tasks.&quot;]],[&quot;br&quot;,{&quot;type&quot;:&quot;textWrapping&quot;,&quot;data&quot;:{},&quot;uuid&quot;:&quot;mnffamgu3fivrvjicv9&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Yet a more fundamental question remains:&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffamgv3z8h4csskad&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;bold&quot;:true,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Why can\u2019t AI work in the real world the way humans do?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffamgvir8z9armaa&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Tasks such as folding clothes, organizing objects, or operating in complex environments still pose significant challenges. The issue does not lie solely in model capability, but in something more fundamental: &quot;],[&quot;span&quot;,{&quot;bold&quot;:true,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;AI does not truly understand the physical world.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffamgvkxhnlxnf2f&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In this column of &quot;],[&quot;span&quot;,{&quot;italic&quot;:true,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;SynReal Decode&quot;],[&quot;span&quot;,{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;, we examine an increasingly validated industry consensus: &quot;],[&quot;span&quot;,{&quot;bold&quot;:true,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;the bottleneck of AI is no longer just the model\u2014it is data.&quot;],[&quot;span&quot;,{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot; On the path toward real-world intelligence, &quot;],[&quot;span&quot;,{&quot;bold&quot;:true,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;physical simulation is emerging as a critical solution.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mn31r70lwy7tbdrobwn&quot;,&quot;jc&quot;:&quot;justify&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;p&quot;,{&quot;list&quot;:{&quot;listId&quot;:&quot;c0nthouaens&quot;,&quot;level&quot;:0,&quot;symbolStyle&quot;:{},&quot;extraData&quot;:{},&quot;listStyleType&quot;:&quot;DEC_LEN_LROM_P&quot;,&quot;listStyle&quot;:{&quot;format&quot;:&quot;decimal&quot;,&quot;text&quot;:&quot;%1.&quot;,&quot;align&quot;:&quot;left&quot;},&quot;hideSymbol&quot;:false,&quot;isTaskList&quot;:false,&quot;isOrdered&quot;:true},&quot;uuid&quot;:&quot;mnffcnx869nwg2colct&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;What Is Advanced Artificial Intelligence? The Role of the World Model.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnx94khn17rcx6a&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Before addressing the problem further, it is important to clarify a foundational concept: what constitutes artificial intelligence\u2014particularly advanced AI?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnx9xlng5pa15if&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;By definition, artificial intelligence aims to replicate human cognitive abilities through computational systems. However, human intelligence is not monolithic; it can broadly be divided into basic intelligence and advanced intelligence.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnx95aypx6sigh&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Basic intelligence refers to the ability to perceive, understand, and respond to the physical world in real time. For example:&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;avoiding obstacles while walking; catching a towel thrown toward us; untangling a knotted rope.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;These capabilities rely on a deep, experience-driven understanding of the physical world, developed through continuous interaction.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnx9dq70ie3n5zj&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;On top of this foundation, advanced intelligence encompasses language, abstract reasoning, planning, and emotional cognition.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnx97k22xe8m0gn&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;This distinction is crucial in differentiating humans from animals. Basic intelligence originates from interaction with the physical world and is essential for survival. Even small organisms such as flies or mosquitoes demonstrate remarkable proficiency in this domain\u2014rapidly sensing and reacting to threats. That\u2019s why swatting a mosquito can be surprisingly difficult.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnxa7n3x7m3jwu3&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;At this point, a natural question arises: today\u2019s AI systems\u2014such as large language models like DeepSeek\u2014already demonstrate strong linguistic and reasoning abilities. Does this mean we are close to achieving highly intelligent, capable robots?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnxabq2hm33yqyf&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In fact, the opposite is true.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnxavf4g52t88q&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Most current AI models\u2014whether for language, images, or video\u2014are fundamentally designed for \\&quot;generation\\&quot; tasks. In simple terms, they learn how to produce outputs that resemble human behavior, such as generating text or imitating reasoning processes. &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;underline&quot;:{&quot;value&quot;:&quot;single&quot;},&quot;data-type&quot;:&quot;leaf&quot;},&quot;However, whether these outputs conform to the physical laws of the real world is often beyond their ability to verify.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;This limitation is the root cause of the well-known hallucination problem.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnxaciakh9n7rqg&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In essence, modern AI systems largely bypass direct interaction with the physical world. Instead, they rely on massive datasets of text and images to construct a superficial intelligence\u2014one that lacks a true physical grounding.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnxa7vmyqwh5tpc&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;To achieve genuine advanced AI, we must start from the ground up by equipping machines with basic intelligence\u2014the ability to perceive, understand, and predict the dynamics of the physical world.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnxbjvck14n3309&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;This foundational capability is known as the &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;bold&quot;:true,&quot;data-type&quot;:&quot;leaf&quot;},&quot;World Model&quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnxg9e0rcqoaf&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;p&quot;,{&quot;spacing&quot;:{},&quot;uuid&quot;:&quot;mnffzlu0b9nf0qk78e7&quot;,&quot;jc&quot;:&quot;left&quot;,&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;listId&quot;:&quot;c0nthouaens&quot;,&quot;level&quot;:0,&quot;isTaskList&quot;:false,&quot;isOrdered&quot;:true,&quot;symbolStyle&quot;:{&quot;sz&quot;:12,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;},&quot;extraData&quot;:{},&quot;listStyleType&quot;:&quot;DEC_LEN_LROM_P&quot;,&quot;listStyle&quot;:{&quot;format&quot;:&quot;decimal&quot;,&quot;text&quot;:&quot;%1.&quot;,&quot;align&quot;:&quot;left&quot;},&quot;hideSymbol&quot;:false}},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Training Intelligence: Reinforcement or Imitation?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13p8wi9bf07eg9&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;With the objective clarified, the next question is: how do we train AI systems to acquire advanced intelligence?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13qnnb7bhp3w1e&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;To answer this, it is helpful to revisit how intelligence develops in humans and animals.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13qr40dbw98sv&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;At a macro level, intelligence has evolved over hundreds of millions of years through natural selection. As described by Darwinian theory: the fittest surivive. The environment provides continuous feedback, reinforcing advantageous behaviors while eliminating ineffective ones. Over time, biological intelligence has steadily advanced, becoming increasingly stable and efficient.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13qab8yhoqa0sr&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;However, evolution is not the only mechanism. At the individual level, humans acquire most of their capabilities through learning from others\u2014parents, peers, and accumulated knowledge in society. Learning and imitation are central to human development.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13r2ykni5bytp5&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;A historical anecdote back to 6th century BC illustrates this point: the so-called \u201clanguage deprivation experiment\u201d attributed to Pharaoh Psamtik I suggests that children deprived of linguistic input do not spontaneously develop language. While the historical accuracy of this account is debated, it highlights a key insight: many advanced human abilities are not purely innate\u2014they depend on learning and imitation. This learning approach is also common among animals.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13rq8bmq2k53en&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;These two mechanisms correspond directly to two core paradigms in AI:&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;bold&quot;:true,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Reinforcement Learning &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;(RL) and &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;bold&quot;:true,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Imitation Learning (IL)&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13rqxyufm2y6pl&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Reinforcement Learning trains agents through environmental feedback, using reward functions to guide behavior. Through continuous trial and error, the agent discovers optimal strategies.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;This process closely mirrors biological evolution: the environment determines what constitutes \u201cgood\u201d behavior. The advantage of RL lies in its stability and potential for generalization, but it is often time-consuming and computationally expensive. &quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13rytyljcnv6cp&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Imitation Learning focuses on learning directly from expert demonstrations. By replicating observed actions or decisions, an agent can quickly acquire complex skills.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;This approach dramatically improves learning efficiency and underpins humanity\u2019s ability to accumulate and transmit knowledge across generations.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13surb4i0ndg3f&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Both paradigms are essential to the development of AI, albeit with different emphases:&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Imitation Learning enables rapid acquisition of baseline competence, while Reinforcement Learning refines and adapts that competence through interaction.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13s2sdfsllpep&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Today\u2019s robots\u2014capable of dancing, climbing stairs, and executing complex locomotion\u2014owe much of their progress to Reinforcement Learning. However, for robots to truly \u201cwork\u201d in real-world scenarios\u2014especially in tasks requiring dexterous manipulation\u2014Imitation Learning will become indispensable. &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;underline&quot;:{&quot;value&quot;:&quot;single&quot;},&quot;data-type&quot;:&quot;leaf&quot;},&quot;This holds true for humans as well: while most people learn to walk at around one year of age, the acquisition of complex skills and knowledge extends throughout a lifetime.&quot;]]],[&quot;p&quot;,{&quot;spacing&quot;:{},&quot;uuid&quot;:&quot;mnfgwp8wg7rd6431min&quot;,&quot;jc&quot;:&quot;justify&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfgwpmszwr13y0hnbb&quot;,&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;listId&quot;:&quot;c0nthouaens&quot;,&quot;level&quot;:0,&quot;isTaskList&quot;:false,&quot;isOrdered&quot;:true,&quot;symbolStyle&quot;:{&quot;sz&quot;:12,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;},&quot;extraData&quot;:{},&quot;listStyleType&quot;:&quot;DEC_LEN_LROM_P&quot;,&quot;listStyle&quot;:{&quot;format&quot;:&quot;decimal&quot;,&quot;text&quot;:&quot;%1.&quot;,&quot;align&quot;:&quot;left&quot;},&quot;hideSymbol&quot;:false}},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Data, Data, Data!&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfgwpmsas5t0ijurwu&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;It is well understood that training AI requires large amounts of data. Within current technological frameworks, machines are still far less efficient than humans at utilizing data. &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;underline&quot;:{&quot;value&quot;:&quot;single&quot;},&quot;data-type&quot;:&quot;leaf&quot;},&quot;As a result, enabling AI to acquire a given capability typically requires far more data than a human would need to learn the same task.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfgwpmte8dkq2861st&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;The rapid advancement of large language and image models over recent years can largely be attributed to the abundance of digital data. Text and images are scalable, readily available, and inexpensive to collect, enabling extensive model training and improving.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfgwpmtvc71pit1w3&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In contrast, data required for understanding spatial structure, physical laws, and real-world interaction is far more scarce and difficult to obtain. This scarcity has become a major bottleneck in the development of embodied AI and robotics.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfgwpmtxpsn3sf8was&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In Imitation Learning, data functions much like a \u201ctextbook\u201d: expert demonstrations\u2014captured as videos or motion trajectories\u2014are used to teach AI systems specific tasks. For example, training a robot to fold clothes may require thousands of demonstrations, typically provided by human operators via teleoperation or manual guidance.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfgwpmtjqel60wrwno&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Whereas in Reinforcement Learning, data resembles \u201cexperience\u201d: robots learn by interacting with their environment, generating data through trial and error rather than relying on pre-collected datasets.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfgwpmtny4yrow80k&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Whether IL or RL, both approaches face a common challenge: &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;underline&quot;:{&quot;value&quot;:&quot;single&quot;},&quot;data-type&quot;:&quot;leaf&quot;},&quot;real-world data collection is inherently difficult to scale.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfhgd4gv1qn5uurb6&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Let's talk about Imination Learning first. In practice, human-guided demonstration is typically more suitable for humanoid or near-humanoid robots. Even when focusing solely on such robots, the volume of data that can be collected within a given timeframe remains limited. Data collection is constrained by hardware, workspace, and operator skill. In extreme environments\u2014such as underwater or in space\u2014data acquisition becomes prohibitively expensive or impractical. &quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfhmifmxzepyeo89wb&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Moreover, demonstration data often captures only successful outcomes, leaving models unprepared for unexpected deviations. Once a robot deviates from the scenarios covered by demonstration data\u2014due to perception errors, execution inaccuracies, or environmental changes\u2014it often fails to determine how to proceed.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfhoq8h06odimh5gzmv&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Move on to Reinforcement Learning. It requires robots to continuously explore through trial and error. However, in the real world, mistakes often come with tangible costs: robots may collide with objects, damage equipment, or even pose risks to human safety, particularly in scenarios such as autonomous driving.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfhuh14ohl49ynjpkk&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Even under controlled conditions, resetting environments and conducting repeated experiments requires significant time and human involvement. Each trial may take several minutes or even hours, and any equipment damage introduces additional downtime for repairs.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfhvilpk4zp83gn3f&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;It is therefore evident that both IL and RL face a common challenge in the real world: the difficulty of scaling data collection. This limitation does not arise from shortcomings in the algorithms, but rather stems from the intrinsic nature of the physical world: real-world data collection depends heavily on human labor, time, and environmental constraints, while AI training demands data at massive scale.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;It is this fundamental mismatch that creates a persistent bottleneck for the development of embodied intelligence and robotics.&quot;]]],[&quot;p&quot;,{&quot;spacing&quot;:{},&quot;uuid&quot;:&quot;mnfi2cl1f45iwfvta0j&quot;,&quot;jc&quot;:&quot;justify&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfi2d5ev6nilsmt8cl&quot;,&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;listId&quot;:&quot;c0nthouaens&quot;,&quot;level&quot;:0,&quot;isTaskList&quot;:false,&quot;isOrdered&quot;:true,&quot;symbolStyle&quot;:{&quot;sz&quot;:12,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;},&quot;extraData&quot;:{},&quot;listStyleType&quot;:&quot;DEC_LEN_LROM_P&quot;,&quot;listStyle&quot;:{&quot;format&quot;:&quot;decimal&quot;,&quot;text&quot;:&quot;%1.&quot;,&quot;align&quot;:&quot;left&quot;},&quot;hideSymbol&quot;:false}},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Simulation: The Key to Scalable Data&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfi2d5e0ufcna18h2fc&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Given the inherent limitations of real-world data, a natural question comes out: where else can data come from?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfi2d5f0z2h17op00u&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;The answer is clear: simulation.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfi4yh8hdk5mgk85zb&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Then, what is simulation?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfiga6qmkt5g1roi8f&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In simple terms, simulation involves constructing a \\&quot;virtual world\\&quot; within a computer, where mathematical models and physical laws are used to describe the shape, motion, and interactions of objects.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;underline&quot;:{&quot;value&quot;:&quot;single&quot;},&quot;data-type&quot;:&quot;leaf&quot;},&quot;Within such environment, objects respond to forces as they would in the real world, experiencing collisions, friction, motion, and deformation.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Robots can carry out tasks such as walking, grasping, and manipulation, with the entire process taking place within the computer.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfi2d5fenhfx21adtj&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In another way, simulation functions as a resettable \\&quot;digital laboratory,\\&quot; where various actions, strategies, and solutions can be tested without relying on physical robots or real-world environments.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfiqgkxc1jl3um5e0n&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Simulation is gaining increasing importance in artificial intelligence primarily because it offers advantages in data acquisition that the real world cannot match:&quot;]]],[&quot;p&quot;,{&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;isOrdered&quot;:true,&quot;isTaskList&quot;:false,&quot;level&quot;:0,&quot;listId&quot;:&quot;l1baok9hjcl&quot;,&quot;listStyle&quot;:{&quot;align&quot;:&quot;left&quot;,&quot;format&quot;:&quot;lowerLetter&quot;,&quot;text&quot;:&quot;%1.&quot;},&quot;listStyleType&quot;:&quot;LEN_LROM_DEC_P&quot;,&quot;symbolStyle&quot;:{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;sz&quot;:12}},&quot;uuid&quot;:&quot;mnfi2d5fguqczuyik8j&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Controllability\\nInitial conditions can be precisely defined, environmental parameters can be freely adjusted, the same scenario can be repeatedly tested. These are often difficult\u2014or even impossible\u2014to achieve in the real world.&quot;]]],[&quot;p&quot;,{&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;extraData&quot;:{},&quot;hideSymbol&quot;:false,&quot;isChecked&quot;:false,&quot;isOrdered&quot;:true,&quot;isTaskList&quot;:false,&quot;level&quot;:0,&quot;listId&quot;:&quot;l1baok9hjcl&quot;,&quot;listStyle&quot;:{&quot;align&quot;:&quot;left&quot;,&quot;format&quot;:&quot;lowerLetter&quot;,&quot;text&quot;:&quot;%1.&quot;},&quot;listStyleType&quot;:&quot;LEN_LROM_DEC_P&quot;,&quot;symbolStyle&quot;:{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;sz&quot;:12}},&quot;uuid&quot;:&quot;mnfiuuiudzo32iwmjp&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Repeatability\\nAfter each experiment, the environment can be immediately reset, allowing the process to restart from exactly the same initial state. This is particularly important for Reinforcement Learning, which relies on extensive trial and error; in contrast, each real-world experiment inevitably alters the state of the environment.&quot;]]],[&quot;p&quot;,{&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;extraData&quot;:{},&quot;hideSymbol&quot;:false,&quot;isChecked&quot;:false,&quot;isOrdered&quot;:true,&quot;isTaskList&quot;:false,&quot;level&quot;:0,&quot;listId&quot;:&quot;l1baok9hjcl&quot;,&quot;listStyle&quot;:{&quot;align&quot;:&quot;left&quot;,&quot;format&quot;:&quot;lowerLetter&quot;,&quot;text&quot;:&quot;%1.&quot;},&quot;listStyleType&quot;:&quot;LEN_LROM_DEC_P&quot;,&quot;symbolStyle&quot;:{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;sz&quot;:12}},&quot;uuid&quot;:&quot;mnfivmxgd54538ls608&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Safe exploration\\nFailures carry no physical risk. Robots can fall, collide, and retry without damaging equipment or endangering humans. This makes it possible to systematically collect large amounts of exploratory data and failure cases.&quot;]]],[&quot;p&quot;,{&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;extraData&quot;:{},&quot;hideSymbol&quot;:false,&quot;isChecked&quot;:false,&quot;isOrdered&quot;:true,&quot;isTaskList&quot;:false,&quot;level&quot;:0,&quot;listId&quot;:&quot;l1baok9hjcl&quot;,&quot;listStyle&quot;:{&quot;align&quot;:&quot;left&quot;,&quot;format&quot;:&quot;lowerLetter&quot;,&quot;text&quot;:&quot;%1.&quot;},&quot;listStyleType&quot;:&quot;LEN_LROM_DEC_P&quot;,&quot;symbolStyle&quot;:{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;sz&quot;:12}},&quot;uuid&quot;:&quot;mnfivtb3yrq7g6ijzg&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Richer data\\nBeyond visual observations and actions, simulation can directly provide detailed physical information, such as contact forces, friction states, internal deformation, and energy changes. This information is crucial for understanding physical processes and training intelligent systems.&quot;]]],[&quot;p&quot;,{&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;extraData&quot;:{},&quot;hideSymbol&quot;:false,&quot;isChecked&quot;:false,&quot;isOrdered&quot;:true,&quot;isTaskList&quot;:false,&quot;level&quot;:0,&quot;listId&quot;:&quot;l1baok9hjcl&quot;,&quot;listStyle&quot;:{&quot;align&quot;:&quot;left&quot;,&quot;format&quot;:&quot;lowerLetter&quot;,&quot;text&quot;:&quot;%1.&quot;},&quot;listStyleType&quot;:&quot;LEN_LROM_DEC_P&quot;,&quot;symbolStyle&quot;:{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;sz&quot;:12}},&quot;uuid&quot;:&quot;mnfivyo36r6oypjdd4i&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Scalability and generalization\\nA single base scenario can generate vast variations by altering object properties, configurations, and environmental conditions. For example, the same task can be repeatedly executed under different materials, sizes, and initial configurations, thereby covering a much broader range of cases. This kind of data generation\u2014where variation is derived systematically from a single setup\u2014is nearly impossible to achieve in the real world at an acceptable cost.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfi2d5gn65usgst7p&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Fundamentally, the key difference between simulated and real-world data lies in cost structure:&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;simulation data scales with computational power, and real-world data scales with human and physical resources&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot;. &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;As computing power continues to grow, simulation can expand in tandem with AI model complexity. By contrast, real-world data collection is inherently constrained by human labor, time, and environmental conditions, making it difficult to achieve the same rate of scalability.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mn31r70spxpcg8t4fj&quot;,&quot;jc&quot;:&quot;justify&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfmkmyrzce3aub0uj&quot;,&quot;jc&quot;:&quot;justify&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;If large models are the &quot;],[&quot;span&quot;,{&quot;bold&quot;:true,&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;\u201cbrain\u201d&quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot; of AI, then simulation is its \\&quot;&quot;],[&quot;span&quot;,{&quot;bold&quot;:true,&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;training ground\\&quot;&quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Before AI can operate effectively in the real world, it must first learn within a virtual one.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Yet an even more crucial question remains:&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;bold&quot;:true,&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;What makes a simulation truly useful?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfmkno0ncmje4ybiws&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;italic&quot;:true,&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfmn1fu28vo7wt8qtf&quot;,&quot;jc&quot;:&quot;justify&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;We\u2019ll decode this question in the next article.&quot;]]]]\" 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data-identifier-application__slash__x-doc-key=\"YdgOk2bV0ARkLq4B\">Style3D is a science-based company, dedicated to offering 3D+AI tools for creating, displaying, and collaborating on digital assets, propelling the global fashion industry\u2019s digital and innovative evolution.<\/p>\n<\/article>\n<article data-clipboard-cangjie=\"[&quot;root&quot;,{},[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffamguqe9ird85sma&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Large-scale AI models can now write, generate images, and even perform reasoning tasks.&quot;]],[&quot;br&quot;,{&quot;type&quot;:&quot;textWrapping&quot;,&quot;data&quot;:{},&quot;uuid&quot;:&quot;mnffamgu3fivrvjicv9&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Yet a more fundamental question remains:&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffamgv3z8h4csskad&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;bold&quot;:true,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Why can\u2019t AI work in the real world the way humans do?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffamgvir8z9armaa&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Tasks such as folding clothes, organizing objects, or operating in complex environments still pose significant challenges. The issue does not lie solely in model capability, but in something more fundamental: &quot;],[&quot;span&quot;,{&quot;bold&quot;:true,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;AI does not truly understand the physical world.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffamgvkxhnlxnf2f&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In this column of &quot;],[&quot;span&quot;,{&quot;italic&quot;:true,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;SynReal Decode&quot;],[&quot;span&quot;,{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;, we examine an increasingly validated industry consensus: &quot;],[&quot;span&quot;,{&quot;bold&quot;:true,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;the bottleneck of AI is no longer just the model\u2014it is data.&quot;],[&quot;span&quot;,{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot; On the path toward real-world intelligence, &quot;],[&quot;span&quot;,{&quot;bold&quot;:true,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;physical simulation is emerging as a critical solution.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mn31r70lwy7tbdrobwn&quot;,&quot;jc&quot;:&quot;justify&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;p&quot;,{&quot;list&quot;:{&quot;listId&quot;:&quot;c0nthouaens&quot;,&quot;level&quot;:0,&quot;symbolStyle&quot;:{},&quot;extraData&quot;:{},&quot;listStyleType&quot;:&quot;DEC_LEN_LROM_P&quot;,&quot;listStyle&quot;:{&quot;format&quot;:&quot;decimal&quot;,&quot;text&quot;:&quot;%1.&quot;,&quot;align&quot;:&quot;left&quot;},&quot;hideSymbol&quot;:false,&quot;isTaskList&quot;:false,&quot;isOrdered&quot;:true},&quot;uuid&quot;:&quot;mnffcnx869nwg2colct&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;What Is Advanced Artificial Intelligence? The Role of the World Model.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnx94khn17rcx6a&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Before addressing the problem further, it is important to clarify a foundational concept: what constitutes artificial intelligence\u2014particularly advanced AI?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnx9xlng5pa15if&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;By definition, artificial intelligence aims to replicate human cognitive abilities through computational systems. However, human intelligence is not monolithic; it can broadly be divided into basic intelligence and advanced intelligence.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnx95aypx6sigh&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Basic intelligence refers to the ability to perceive, understand, and respond to the physical world in real time. For example:&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;avoiding obstacles while walking; catching a towel thrown toward us; untangling a knotted rope.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;These capabilities rely on a deep, experience-driven understanding of the physical world, developed through continuous interaction.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnx9dq70ie3n5zj&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;On top of this foundation, advanced intelligence encompasses language, abstract reasoning, planning, and emotional cognition.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnx97k22xe8m0gn&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;This distinction is crucial in differentiating humans from animals. Basic intelligence originates from interaction with the physical world and is essential for survival. Even small organisms such as flies or mosquitoes demonstrate remarkable proficiency in this domain\u2014rapidly sensing and reacting to threats. That\u2019s why swatting a mosquito can be surprisingly difficult.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnxa7n3x7m3jwu3&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;At this point, a natural question arises: today\u2019s AI systems\u2014such as large language models like DeepSeek\u2014already demonstrate strong linguistic and reasoning abilities. Does this mean we are close to achieving highly intelligent, capable robots?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnxabq2hm33yqyf&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In fact, the opposite is true.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnxavf4g52t88q&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Most current AI models\u2014whether for language, images, or video\u2014are fundamentally designed for \\&quot;generation\\&quot; tasks. In simple terms, they learn how to produce outputs that resemble human behavior, such as generating text or imitating reasoning processes. &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;underline&quot;:{&quot;value&quot;:&quot;single&quot;},&quot;data-type&quot;:&quot;leaf&quot;},&quot;However, whether these outputs conform to the physical laws of the real world is often beyond their ability to verify.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;This limitation is the root cause of the well-known hallucination problem.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnxaciakh9n7rqg&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In essence, modern AI systems largely bypass direct interaction with the physical world. Instead, they rely on massive datasets of text and images to construct a superficial intelligence\u2014one that lacks a true physical grounding.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnxa7vmyqwh5tpc&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;To achieve genuine advanced AI, we must start from the ground up by equipping machines with basic intelligence\u2014the ability to perceive, understand, and predict the dynamics of the physical world.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnxbjvck14n3309&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;This foundational capability is known as the &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;bold&quot;:true,&quot;data-type&quot;:&quot;leaf&quot;},&quot;World Model&quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnxg9e0rcqoaf&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;p&quot;,{&quot;spacing&quot;:{},&quot;uuid&quot;:&quot;mnffzlu0b9nf0qk78e7&quot;,&quot;jc&quot;:&quot;left&quot;,&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;listId&quot;:&quot;c0nthouaens&quot;,&quot;level&quot;:0,&quot;isTaskList&quot;:false,&quot;isOrdered&quot;:true,&quot;symbolStyle&quot;:{&quot;sz&quot;:12,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;},&quot;extraData&quot;:{},&quot;listStyleType&quot;:&quot;DEC_LEN_LROM_P&quot;,&quot;listStyle&quot;:{&quot;format&quot;:&quot;decimal&quot;,&quot;text&quot;:&quot;%1.&quot;,&quot;align&quot;:&quot;left&quot;},&quot;hideSymbol&quot;:false}},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Training Intelligence: Reinforcement or Imitation?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13p8wi9bf07eg9&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;With the objective clarified, the next question is: how do we train AI systems to acquire advanced intelligence?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13qnnb7bhp3w1e&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;To answer this, it is helpful to revisit how intelligence develops in humans and animals.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13qr40dbw98sv&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;At a macro level, intelligence has evolved over hundreds of millions of years through natural selection. As described by Darwinian theory: the fittest surivive. The environment provides continuous feedback, reinforcing advantageous behaviors while eliminating ineffective ones. Over time, biological intelligence has steadily advanced, becoming increasingly stable and efficient.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13qab8yhoqa0sr&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;However, evolution is not the only mechanism. At the individual level, humans acquire most of their capabilities through learning from others\u2014parents, peers, and accumulated knowledge in society. Learning and imitation are central to human development.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13r2ykni5bytp5&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;A historical anecdote back to 6th century BC illustrates this point: the so-called \u201clanguage deprivation experiment\u201d attributed to Pharaoh Psamtik I suggests that children deprived of linguistic input do not spontaneously develop language. While the historical accuracy of this account is debated, it highlights a key insight: many advanced human abilities are not purely innate\u2014they depend on learning and imitation. This learning approach is also common among animals.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13rq8bmq2k53en&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;These two mechanisms correspond directly to two core paradigms in AI:&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;bold&quot;:true,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Reinforcement Learning &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;(RL) and &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;bold&quot;:true,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Imitation Learning (IL)&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13rqxyufm2y6pl&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Reinforcement Learning trains agents through environmental feedback, using reward functions to guide behavior. Through continuous trial and error, the agent discovers optimal strategies.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;This process closely mirrors biological evolution: the environment determines what constitutes \u201cgood\u201d behavior. The advantage of RL lies in its stability and potential for generalization, but it is often time-consuming and computationally expensive. &quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13rytyljcnv6cp&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Imitation Learning focuses on learning directly from expert demonstrations. By replicating observed actions or decisions, an agent can quickly acquire complex skills.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;This approach dramatically improves learning efficiency and underpins humanity\u2019s ability to accumulate and transmit knowledge across generations.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13surb4i0ndg3f&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Both paradigms are essential to the development of AI, albeit with different emphases:&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Imitation Learning enables rapid acquisition of baseline competence, while Reinforcement Learning refines and adapts that competence through interaction.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13s2sdfsllpep&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Today\u2019s robots\u2014capable of dancing, climbing stairs, and executing complex locomotion\u2014owe much of their progress to Reinforcement Learning. However, for robots to truly \u201cwork\u201d in real-world scenarios\u2014especially in tasks requiring dexterous manipulation\u2014Imitation Learning will become indispensable. &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;underline&quot;:{&quot;value&quot;:&quot;single&quot;},&quot;data-type&quot;:&quot;leaf&quot;},&quot;This holds true for humans as well: while most people learn to walk at around one year of age, the acquisition of complex skills and knowledge extends throughout a lifetime.&quot;]]],[&quot;p&quot;,{&quot;spacing&quot;:{},&quot;uuid&quot;:&quot;mnfgwp8wg7rd6431min&quot;,&quot;jc&quot;:&quot;justify&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfgwpmszwr13y0hnbb&quot;,&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;listId&quot;:&quot;c0nthouaens&quot;,&quot;level&quot;:0,&quot;isTaskList&quot;:false,&quot;isOrdered&quot;:true,&quot;symbolStyle&quot;:{&quot;sz&quot;:12,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;},&quot;extraData&quot;:{},&quot;listStyleType&quot;:&quot;DEC_LEN_LROM_P&quot;,&quot;listStyle&quot;:{&quot;format&quot;:&quot;decimal&quot;,&quot;text&quot;:&quot;%1.&quot;,&quot;align&quot;:&quot;left&quot;},&quot;hideSymbol&quot;:false}},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Data, Data, Data!&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfgwpmsas5t0ijurwu&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;It is well understood that training AI requires large amounts of data. Within current technological frameworks, machines are still far less efficient than humans at utilizing data. &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;underline&quot;:{&quot;value&quot;:&quot;single&quot;},&quot;data-type&quot;:&quot;leaf&quot;},&quot;As a result, enabling AI to acquire a given capability typically requires far more data than a human would need to learn the same task.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfgwpmte8dkq2861st&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;The rapid advancement of large language and image models over recent years can largely be attributed to the abundance of digital data. Text and images are scalable, readily available, and inexpensive to collect, enabling extensive model training and improving.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfgwpmtvc71pit1w3&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In contrast, data required for understanding spatial structure, physical laws, and real-world interaction is far more scarce and difficult to obtain. This scarcity has become a major bottleneck in the development of embodied AI and robotics.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfgwpmtxpsn3sf8was&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In Imitation Learning, data functions much like a \u201ctextbook\u201d: expert demonstrations\u2014captured as videos or motion trajectories\u2014are used to teach AI systems specific tasks. For example, training a robot to fold clothes may require thousands of demonstrations, typically provided by human operators via teleoperation or manual guidance.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfgwpmtjqel60wrwno&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Whereas in Reinforcement Learning, data resembles \u201cexperience\u201d: robots learn by interacting with their environment, generating data through trial and error rather than relying on pre-collected datasets.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfgwpmtny4yrow80k&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Whether IL or RL, both approaches face a common challenge: &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;underline&quot;:{&quot;value&quot;:&quot;single&quot;},&quot;data-type&quot;:&quot;leaf&quot;},&quot;real-world data collection is inherently difficult to scale.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfhgd4gv1qn5uurb6&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Let's talk about Imination Learning first. In practice, human-guided demonstration is typically more suitable for humanoid or near-humanoid robots. Even when focusing solely on such robots, the volume of data that can be collected within a given timeframe remains limited. Data collection is constrained by hardware, workspace, and operator skill. In extreme environments\u2014such as underwater or in space\u2014data acquisition becomes prohibitively expensive or impractical. &quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfhmifmxzepyeo89wb&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Moreover, demonstration data often captures only successful outcomes, leaving models unprepared for unexpected deviations. Once a robot deviates from the scenarios covered by demonstration data\u2014due to perception errors, execution inaccuracies, or environmental changes\u2014it often fails to determine how to proceed.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfhoq8h06odimh5gzmv&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Move on to Reinforcement Learning. It requires robots to continuously explore through trial and error. However, in the real world, mistakes often come with tangible costs: robots may collide with objects, damage equipment, or even pose risks to human safety, particularly in scenarios such as autonomous driving.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfhuh14ohl49ynjpkk&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Even under controlled conditions, resetting environments and conducting repeated experiments requires significant time and human involvement. Each trial may take several minutes or even hours, and any equipment damage introduces additional downtime for repairs.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfhvilpk4zp83gn3f&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;It is therefore evident that both IL and RL face a common challenge in the real world: the difficulty of scaling data collection. This limitation does not arise from shortcomings in the algorithms, but rather stems from the intrinsic nature of the physical world: real-world data collection depends heavily on human labor, time, and environmental constraints, while AI training demands data at massive scale.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;It is this fundamental mismatch that creates a persistent bottleneck for the development of embodied intelligence and robotics.&quot;]]],[&quot;p&quot;,{&quot;spacing&quot;:{},&quot;uuid&quot;:&quot;mnfi2cl1f45iwfvta0j&quot;,&quot;jc&quot;:&quot;justify&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfi2d5ev6nilsmt8cl&quot;,&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;listId&quot;:&quot;c0nthouaens&quot;,&quot;level&quot;:0,&quot;isTaskList&quot;:false,&quot;isOrdered&quot;:true,&quot;symbolStyle&quot;:{&quot;sz&quot;:12,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;},&quot;extraData&quot;:{},&quot;listStyleType&quot;:&quot;DEC_LEN_LROM_P&quot;,&quot;listStyle&quot;:{&quot;format&quot;:&quot;decimal&quot;,&quot;text&quot;:&quot;%1.&quot;,&quot;align&quot;:&quot;left&quot;},&quot;hideSymbol&quot;:false}},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Simulation: The Key to Scalable Data&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfi2d5e0ufcna18h2fc&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Given the inherent limitations of real-world data, a natural question comes out: where else can data come from?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfi2d5f0z2h17op00u&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;The answer is clear: simulation.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfi4yh8hdk5mgk85zb&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Then, what is simulation?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfiga6qmkt5g1roi8f&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In simple terms, simulation involves constructing a \\&quot;virtual world\\&quot; within a computer, where mathematical models and physical laws are used to describe the shape, motion, and interactions of objects.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;underline&quot;:{&quot;value&quot;:&quot;single&quot;},&quot;data-type&quot;:&quot;leaf&quot;},&quot;Within such environment, objects respond to forces as they would in the real world, experiencing collisions, friction, motion, and deformation.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Robots can carry out tasks such as walking, grasping, and manipulation, with the entire process taking place within the computer.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfi2d5fenhfx21adtj&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In another way, simulation functions as a resettable \\&quot;digital laboratory,\\&quot; where various actions, strategies, and solutions can be tested without relying on physical robots or real-world environments.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfiqgkxc1jl3um5e0n&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Simulation is gaining increasing importance in artificial intelligence primarily because it offers advantages in data acquisition that the real world cannot match:&quot;]]],[&quot;p&quot;,{&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;isOrdered&quot;:true,&quot;isTaskList&quot;:false,&quot;level&quot;:0,&quot;listId&quot;:&quot;l1baok9hjcl&quot;,&quot;listStyle&quot;:{&quot;align&quot;:&quot;left&quot;,&quot;format&quot;:&quot;lowerLetter&quot;,&quot;text&quot;:&quot;%1.&quot;},&quot;listStyleType&quot;:&quot;LEN_LROM_DEC_P&quot;,&quot;symbolStyle&quot;:{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;sz&quot;:12}},&quot;uuid&quot;:&quot;mnfi2d5fguqczuyik8j&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Controllability\\nInitial conditions can be precisely defined, environmental parameters can be freely adjusted, the same scenario can be repeatedly tested. These are often difficult\u2014or even impossible\u2014to achieve in the real world.&quot;]]],[&quot;p&quot;,{&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;extraData&quot;:{},&quot;hideSymbol&quot;:false,&quot;isChecked&quot;:false,&quot;isOrdered&quot;:true,&quot;isTaskList&quot;:false,&quot;level&quot;:0,&quot;listId&quot;:&quot;l1baok9hjcl&quot;,&quot;listStyle&quot;:{&quot;align&quot;:&quot;left&quot;,&quot;format&quot;:&quot;lowerLetter&quot;,&quot;text&quot;:&quot;%1.&quot;},&quot;listStyleType&quot;:&quot;LEN_LROM_DEC_P&quot;,&quot;symbolStyle&quot;:{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;sz&quot;:12}},&quot;uuid&quot;:&quot;mnfiuuiudzo32iwmjp&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Repeatability\\nAfter each experiment, the environment can be immediately reset, allowing the process to restart from exactly the same initial state. This is particularly important for Reinforcement Learning, which relies on extensive trial and error; in contrast, each real-world experiment inevitably alters the state of the environment.&quot;]]],[&quot;p&quot;,{&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;extraData&quot;:{},&quot;hideSymbol&quot;:false,&quot;isChecked&quot;:false,&quot;isOrdered&quot;:true,&quot;isTaskList&quot;:false,&quot;level&quot;:0,&quot;listId&quot;:&quot;l1baok9hjcl&quot;,&quot;listStyle&quot;:{&quot;align&quot;:&quot;left&quot;,&quot;format&quot;:&quot;lowerLetter&quot;,&quot;text&quot;:&quot;%1.&quot;},&quot;listStyleType&quot;:&quot;LEN_LROM_DEC_P&quot;,&quot;symbolStyle&quot;:{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;sz&quot;:12}},&quot;uuid&quot;:&quot;mnfivmxgd54538ls608&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Safe exploration\\nFailures carry no physical risk. Robots can fall, collide, and retry without damaging equipment or endangering humans. This makes it possible to systematically collect large amounts of exploratory data and failure cases.&quot;]]],[&quot;p&quot;,{&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;extraData&quot;:{},&quot;hideSymbol&quot;:false,&quot;isChecked&quot;:false,&quot;isOrdered&quot;:true,&quot;isTaskList&quot;:false,&quot;level&quot;:0,&quot;listId&quot;:&quot;l1baok9hjcl&quot;,&quot;listStyle&quot;:{&quot;align&quot;:&quot;left&quot;,&quot;format&quot;:&quot;lowerLetter&quot;,&quot;text&quot;:&quot;%1.&quot;},&quot;listStyleType&quot;:&quot;LEN_LROM_DEC_P&quot;,&quot;symbolStyle&quot;:{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;sz&quot;:12}},&quot;uuid&quot;:&quot;mnfivtb3yrq7g6ijzg&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Richer data\\nBeyond visual observations and actions, simulation can directly provide detailed physical information, such as contact forces, friction states, internal deformation, and energy changes. This information is crucial for understanding physical processes and training intelligent systems.&quot;]]],[&quot;p&quot;,{&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;extraData&quot;:{},&quot;hideSymbol&quot;:false,&quot;isChecked&quot;:false,&quot;isOrdered&quot;:true,&quot;isTaskList&quot;:false,&quot;level&quot;:0,&quot;listId&quot;:&quot;l1baok9hjcl&quot;,&quot;listStyle&quot;:{&quot;align&quot;:&quot;left&quot;,&quot;format&quot;:&quot;lowerLetter&quot;,&quot;text&quot;:&quot;%1.&quot;},&quot;listStyleType&quot;:&quot;LEN_LROM_DEC_P&quot;,&quot;symbolStyle&quot;:{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;sz&quot;:12}},&quot;uuid&quot;:&quot;mnfivyo36r6oypjdd4i&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Scalability and generalization\\nA single base scenario can generate vast variations by altering object properties, configurations, and environmental conditions. For example, the same task can be repeatedly executed under different materials, sizes, and initial configurations, thereby covering a much broader range of cases. This kind of data generation\u2014where variation is derived systematically from a single setup\u2014is nearly impossible to achieve in the real world at an acceptable cost.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfi2d5gn65usgst7p&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Fundamentally, the key difference between simulated and real-world data lies in cost structure:&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;simulation data scales with computational power, and real-world data scales with human and physical resources&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot;. &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;As computing power continues to grow, simulation can expand in tandem with AI model complexity. By contrast, real-world data collection is inherently constrained by human labor, time, and environmental conditions, making it difficult to achieve the same rate of scalability.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mn31r70spxpcg8t4fj&quot;,&quot;jc&quot;:&quot;justify&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfmkmyrzce3aub0uj&quot;,&quot;jc&quot;:&quot;justify&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;If large models are the &quot;],[&quot;span&quot;,{&quot;bold&quot;:true,&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;\u201cbrain\u201d&quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot; of AI, then simulation is its \\&quot;&quot;],[&quot;span&quot;,{&quot;bold&quot;:true,&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;training ground\\&quot;&quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Before AI can operate effectively in the real world, it must first learn within a virtual one.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Yet an even more crucial question remains:&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;bold&quot;:true,&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;What makes a simulation truly useful?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfmkno0ncmje4ybiws&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;italic&quot;:true,&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfmn1fu28vo7wt8qtf&quot;,&quot;jc&quot;:&quot;justify&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;We\u2019ll decode this question in the next article.&quot;]]]]\" 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data-identifier-application__slash__x-doc-key=\"YdgOk2bV0ARkLq4B\"><\/article>\n<article class=\"4ever-article\" data-clipboard-cangjie=\"[&quot;root&quot;,{},[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffamguqe9ird85sma&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Large-scale AI models can now write, generate images, and even perform reasoning tasks.&quot;]],[&quot;br&quot;,{&quot;type&quot;:&quot;textWrapping&quot;,&quot;data&quot;:{},&quot;uuid&quot;:&quot;mnffamgu3fivrvjicv9&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Yet a more fundamental question remains:&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffamgv3z8h4csskad&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;bold&quot;:true,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Why can\u2019t AI work in the real world the way humans do?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffamgvir8z9armaa&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Tasks such as folding clothes, organizing objects, or operating in complex environments still pose significant challenges. The issue does not lie solely in model capability, but in something more fundamental: &quot;],[&quot;span&quot;,{&quot;bold&quot;:true,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;AI does not truly understand the physical world.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffamgvkxhnlxnf2f&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In this column of &quot;],[&quot;span&quot;,{&quot;italic&quot;:true,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;SynReal Decode&quot;],[&quot;span&quot;,{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;, we examine an increasingly validated industry consensus: &quot;],[&quot;span&quot;,{&quot;bold&quot;:true,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;the bottleneck of AI is no longer just the model\u2014it is data.&quot;],[&quot;span&quot;,{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot; On the path toward real-world intelligence, &quot;],[&quot;span&quot;,{&quot;bold&quot;:true,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;physical simulation is emerging as a critical solution.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mn31r70lwy7tbdrobwn&quot;,&quot;jc&quot;:&quot;justify&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;p&quot;,{&quot;list&quot;:{&quot;listId&quot;:&quot;c0nthouaens&quot;,&quot;level&quot;:0,&quot;symbolStyle&quot;:{},&quot;extraData&quot;:{},&quot;listStyleType&quot;:&quot;DEC_LEN_LROM_P&quot;,&quot;listStyle&quot;:{&quot;format&quot;:&quot;decimal&quot;,&quot;text&quot;:&quot;%1.&quot;,&quot;align&quot;:&quot;left&quot;},&quot;hideSymbol&quot;:false,&quot;isTaskList&quot;:false,&quot;isOrdered&quot;:true},&quot;uuid&quot;:&quot;mnffcnx869nwg2colct&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;What Is Advanced Artificial Intelligence? The Role of the World Model.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnx94khn17rcx6a&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Before addressing the problem further, it is important to clarify a foundational concept: what constitutes artificial intelligence\u2014particularly advanced AI?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnx9xlng5pa15if&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;By definition, artificial intelligence aims to replicate human cognitive abilities through computational systems. However, human intelligence is not monolithic; it can broadly be divided into basic intelligence and advanced intelligence.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnx95aypx6sigh&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Basic intelligence refers to the ability to perceive, understand, and respond to the physical world in real time. For example:&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;avoiding obstacles while walking; catching a towel thrown toward us; untangling a knotted rope.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;These capabilities rely on a deep, experience-driven understanding of the physical world, developed through continuous interaction.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnx9dq70ie3n5zj&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;On top of this foundation, advanced intelligence encompasses language, abstract reasoning, planning, and emotional cognition.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnx97k22xe8m0gn&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;This distinction is crucial in differentiating humans from animals. Basic intelligence originates from interaction with the physical world and is essential for survival. Even small organisms such as flies or mosquitoes demonstrate remarkable proficiency in this domain\u2014rapidly sensing and reacting to threats. That\u2019s why swatting a mosquito can be surprisingly difficult.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnxa7n3x7m3jwu3&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;At this point, a natural question arises: today\u2019s AI systems\u2014such as large language models like DeepSeek\u2014already demonstrate strong linguistic and reasoning abilities. Does this mean we are close to achieving highly intelligent, capable robots?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnxabq2hm33yqyf&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In fact, the opposite is true.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnxavf4g52t88q&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Most current AI models\u2014whether for language, images, or video\u2014are fundamentally designed for \\&quot;generation\\&quot; tasks. In simple terms, they learn how to produce outputs that resemble human behavior, such as generating text or imitating reasoning processes. &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;underline&quot;:{&quot;value&quot;:&quot;single&quot;},&quot;data-type&quot;:&quot;leaf&quot;},&quot;However, whether these outputs conform to the physical laws of the real world is often beyond their ability to verify.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;This limitation is the root cause of the well-known hallucination problem.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnxaciakh9n7rqg&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In essence, modern AI systems largely bypass direct interaction with the physical world. Instead, they rely on massive datasets of text and images to construct a superficial intelligence\u2014one that lacks a true physical grounding.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnxa7vmyqwh5tpc&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;To achieve genuine advanced AI, we must start from the ground up by equipping machines with basic intelligence\u2014the ability to perceive, understand, and predict the dynamics of the physical world.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnxbjvck14n3309&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;This foundational capability is known as the &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;bold&quot;:true,&quot;data-type&quot;:&quot;leaf&quot;},&quot;World Model&quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnxg9e0rcqoaf&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;p&quot;,{&quot;spacing&quot;:{},&quot;uuid&quot;:&quot;mnffzlu0b9nf0qk78e7&quot;,&quot;jc&quot;:&quot;left&quot;,&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;listId&quot;:&quot;c0nthouaens&quot;,&quot;level&quot;:0,&quot;isTaskList&quot;:false,&quot;isOrdered&quot;:true,&quot;symbolStyle&quot;:{&quot;sz&quot;:12,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;},&quot;extraData&quot;:{},&quot;listStyleType&quot;:&quot;DEC_LEN_LROM_P&quot;,&quot;listStyle&quot;:{&quot;format&quot;:&quot;decimal&quot;,&quot;text&quot;:&quot;%1.&quot;,&quot;align&quot;:&quot;left&quot;},&quot;hideSymbol&quot;:false}},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Training Intelligence: Reinforcement or Imitation?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13p8wi9bf07eg9&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;With the objective clarified, the next question is: how do we train AI systems to acquire advanced intelligence?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13qnnb7bhp3w1e&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;To answer this, it is helpful to revisit how intelligence develops in humans and animals.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13qr40dbw98sv&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;At a macro level, intelligence has evolved over hundreds of millions of years through natural selection. As described by Darwinian theory: the fittest surivive. The environment provides continuous feedback, reinforcing advantageous behaviors while eliminating ineffective ones. Over time, biological intelligence has steadily advanced, becoming increasingly stable and efficient.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13qab8yhoqa0sr&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;However, evolution is not the only mechanism. At the individual level, humans acquire most of their capabilities through learning from others\u2014parents, peers, and accumulated knowledge in society. Learning and imitation are central to human development.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13r2ykni5bytp5&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;A historical anecdote back to 6th century BC illustrates this point: the so-called \u201clanguage deprivation experiment\u201d attributed to Pharaoh Psamtik I suggests that children deprived of linguistic input do not spontaneously develop language. While the historical accuracy of this account is debated, it highlights a key insight: many advanced human abilities are not purely innate\u2014they depend on learning and imitation. This learning approach is also common among animals.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13rq8bmq2k53en&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;These two mechanisms correspond directly to two core paradigms in AI:&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;bold&quot;:true,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Reinforcement Learning &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;(RL) and &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;bold&quot;:true,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Imitation Learning (IL)&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13rqxyufm2y6pl&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Reinforcement Learning trains agents through environmental feedback, using reward functions to guide behavior. Through continuous trial and error, the agent discovers optimal strategies.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;This process closely mirrors biological evolution: the environment determines what constitutes \u201cgood\u201d behavior. The advantage of RL lies in its stability and potential for generalization, but it is often time-consuming and computationally expensive. &quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13rytyljcnv6cp&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Imitation Learning focuses on learning directly from expert demonstrations. By replicating observed actions or decisions, an agent can quickly acquire complex skills.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;This approach dramatically improves learning efficiency and underpins humanity\u2019s ability to accumulate and transmit knowledge across generations.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13surb4i0ndg3f&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Both paradigms are essential to the development of AI, albeit with different emphases:&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Imitation Learning enables rapid acquisition of baseline competence, while Reinforcement Learning refines and adapts that competence through interaction.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13s2sdfsllpep&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Today\u2019s robots\u2014capable of dancing, climbing stairs, and executing complex locomotion\u2014owe much of their progress to Reinforcement Learning. However, for robots to truly \u201cwork\u201d in real-world scenarios\u2014especially in tasks requiring dexterous manipulation\u2014Imitation Learning will become indispensable. &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;underline&quot;:{&quot;value&quot;:&quot;single&quot;},&quot;data-type&quot;:&quot;leaf&quot;},&quot;This holds true for humans as well: while most people learn to walk at around one year of age, the acquisition of complex skills and knowledge extends throughout a lifetime.&quot;]]],[&quot;p&quot;,{&quot;spacing&quot;:{},&quot;uuid&quot;:&quot;mnfgwp8wg7rd6431min&quot;,&quot;jc&quot;:&quot;justify&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfgwpmszwr13y0hnbb&quot;,&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;listId&quot;:&quot;c0nthouaens&quot;,&quot;level&quot;:0,&quot;isTaskList&quot;:false,&quot;isOrdered&quot;:true,&quot;symbolStyle&quot;:{&quot;sz&quot;:12,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;},&quot;extraData&quot;:{},&quot;listStyleType&quot;:&quot;DEC_LEN_LROM_P&quot;,&quot;listStyle&quot;:{&quot;format&quot;:&quot;decimal&quot;,&quot;text&quot;:&quot;%1.&quot;,&quot;align&quot;:&quot;left&quot;},&quot;hideSymbol&quot;:false}},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Data, Data, Data!&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfgwpmsas5t0ijurwu&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;It is well understood that training AI requires large amounts of data. Within current technological frameworks, machines are still far less efficient than humans at utilizing data. &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;underline&quot;:{&quot;value&quot;:&quot;single&quot;},&quot;data-type&quot;:&quot;leaf&quot;},&quot;As a result, enabling AI to acquire a given capability typically requires far more data than a human would need to learn the same task.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfgwpmte8dkq2861st&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;The rapid advancement of large language and image models over recent years can largely be attributed to the abundance of digital data. Text and images are scalable, readily available, and inexpensive to collect, enabling extensive model training and improving.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfgwpmtvc71pit1w3&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In contrast, data required for understanding spatial structure, physical laws, and real-world interaction is far more scarce and difficult to obtain. This scarcity has become a major bottleneck in the development of embodied AI and robotics.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfgwpmtxpsn3sf8was&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In Imitation Learning, data functions much like a \u201ctextbook\u201d: expert demonstrations\u2014captured as videos or motion trajectories\u2014are used to teach AI systems specific tasks. For example, training a robot to fold clothes may require thousands of demonstrations, typically provided by human operators via teleoperation or manual guidance.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfgwpmtjqel60wrwno&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Whereas in Reinforcement Learning, data resembles \u201cexperience\u201d: robots learn by interacting with their environment, generating data through trial and error rather than relying on pre-collected datasets.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfgwpmtny4yrow80k&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Whether IL or RL, both approaches face a common challenge: &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;underline&quot;:{&quot;value&quot;:&quot;single&quot;},&quot;data-type&quot;:&quot;leaf&quot;},&quot;real-world data collection is inherently difficult to scale.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfhgd4gv1qn5uurb6&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Let's talk about Imination Learning first. In practice, human-guided demonstration is typically more suitable for humanoid or near-humanoid robots. Even when focusing solely on such robots, the volume of data that can be collected within a given timeframe remains limited. Data collection is constrained by hardware, workspace, and operator skill. In extreme environments\u2014such as underwater or in space\u2014data acquisition becomes prohibitively expensive or impractical. &quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfhmifmxzepyeo89wb&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Moreover, demonstration data often captures only successful outcomes, leaving models unprepared for unexpected deviations. Once a robot deviates from the scenarios covered by demonstration data\u2014due to perception errors, execution inaccuracies, or environmental changes\u2014it often fails to determine how to proceed.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfhoq8h06odimh5gzmv&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Move on to Reinforcement Learning. It requires robots to continuously explore through trial and error. However, in the real world, mistakes often come with tangible costs: robots may collide with objects, damage equipment, or even pose risks to human safety, particularly in scenarios such as autonomous driving.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfhuh14ohl49ynjpkk&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Even under controlled conditions, resetting environments and conducting repeated experiments requires significant time and human involvement. Each trial may take several minutes or even hours, and any equipment damage introduces additional downtime for repairs.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfhvilpk4zp83gn3f&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;It is therefore evident that both IL and RL face a common challenge in the real world: the difficulty of scaling data collection. This limitation does not arise from shortcomings in the algorithms, but rather stems from the intrinsic nature of the physical world: real-world data collection depends heavily on human labor, time, and environmental constraints, while AI training demands data at massive scale.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;It is this fundamental mismatch that creates a persistent bottleneck for the development of embodied intelligence and robotics.&quot;]]],[&quot;p&quot;,{&quot;spacing&quot;:{},&quot;uuid&quot;:&quot;mnfi2cl1f45iwfvta0j&quot;,&quot;jc&quot;:&quot;justify&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfi2d5ev6nilsmt8cl&quot;,&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;listId&quot;:&quot;c0nthouaens&quot;,&quot;level&quot;:0,&quot;isTaskList&quot;:false,&quot;isOrdered&quot;:true,&quot;symbolStyle&quot;:{&quot;sz&quot;:12,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;},&quot;extraData&quot;:{},&quot;listStyleType&quot;:&quot;DEC_LEN_LROM_P&quot;,&quot;listStyle&quot;:{&quot;format&quot;:&quot;decimal&quot;,&quot;text&quot;:&quot;%1.&quot;,&quot;align&quot;:&quot;left&quot;},&quot;hideSymbol&quot;:false}},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Simulation: The Key to Scalable Data&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfi2d5e0ufcna18h2fc&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Given the inherent limitations of real-world data, a natural question comes out: where else can data come from?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfi2d5f0z2h17op00u&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;The answer is clear: simulation.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfi4yh8hdk5mgk85zb&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Then, what is simulation?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfiga6qmkt5g1roi8f&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In simple terms, simulation involves constructing a \\&quot;virtual world\\&quot; within a computer, where mathematical models and physical laws are used to describe the shape, motion, and interactions of objects.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;underline&quot;:{&quot;value&quot;:&quot;single&quot;},&quot;data-type&quot;:&quot;leaf&quot;},&quot;Within such environment, objects respond to forces as they would in the real world, experiencing collisions, friction, motion, and deformation.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Robots can carry out tasks such as walking, grasping, and manipulation, with the entire process taking place within the computer.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfi2d5fenhfx21adtj&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In another way, simulation functions as a resettable \\&quot;digital laboratory,\\&quot; where various actions, strategies, and solutions can be tested without relying on physical robots or real-world environments.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfiqgkxc1jl3um5e0n&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Simulation is gaining increasing importance in artificial intelligence primarily because it offers advantages in data acquisition that the real world cannot match:&quot;]]],[&quot;p&quot;,{&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;isOrdered&quot;:true,&quot;isTaskList&quot;:false,&quot;level&quot;:0,&quot;listId&quot;:&quot;l1baok9hjcl&quot;,&quot;listStyle&quot;:{&quot;align&quot;:&quot;left&quot;,&quot;format&quot;:&quot;lowerLetter&quot;,&quot;text&quot;:&quot;%1.&quot;},&quot;listStyleType&quot;:&quot;LEN_LROM_DEC_P&quot;,&quot;symbolStyle&quot;:{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;sz&quot;:12}},&quot;uuid&quot;:&quot;mnfi2d5fguqczuyik8j&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Controllability\\nInitial conditions can be precisely defined, environmental parameters can be freely adjusted, the same scenario can be repeatedly tested. These are often difficult\u2014or even impossible\u2014to achieve in the real world.&quot;]]],[&quot;p&quot;,{&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;extraData&quot;:{},&quot;hideSymbol&quot;:false,&quot;isChecked&quot;:false,&quot;isOrdered&quot;:true,&quot;isTaskList&quot;:false,&quot;level&quot;:0,&quot;listId&quot;:&quot;l1baok9hjcl&quot;,&quot;listStyle&quot;:{&quot;align&quot;:&quot;left&quot;,&quot;format&quot;:&quot;lowerLetter&quot;,&quot;text&quot;:&quot;%1.&quot;},&quot;listStyleType&quot;:&quot;LEN_LROM_DEC_P&quot;,&quot;symbolStyle&quot;:{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;sz&quot;:12}},&quot;uuid&quot;:&quot;mnfiuuiudzo32iwmjp&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Repeatability\\nAfter each experiment, the environment can be immediately reset, allowing the process to restart from exactly the same initial state. This is particularly important for Reinforcement Learning, which relies on extensive trial and error; in contrast, each real-world experiment inevitably alters the state of the environment.&quot;]]],[&quot;p&quot;,{&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;extraData&quot;:{},&quot;hideSymbol&quot;:false,&quot;isChecked&quot;:false,&quot;isOrdered&quot;:true,&quot;isTaskList&quot;:false,&quot;level&quot;:0,&quot;listId&quot;:&quot;l1baok9hjcl&quot;,&quot;listStyle&quot;:{&quot;align&quot;:&quot;left&quot;,&quot;format&quot;:&quot;lowerLetter&quot;,&quot;text&quot;:&quot;%1.&quot;},&quot;listStyleType&quot;:&quot;LEN_LROM_DEC_P&quot;,&quot;symbolStyle&quot;:{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;sz&quot;:12}},&quot;uuid&quot;:&quot;mnfivmxgd54538ls608&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Safe exploration\\nFailures carry no physical risk. Robots can fall, collide, and retry without damaging equipment or endangering humans. This makes it possible to systematically collect large amounts of exploratory data and failure cases.&quot;]]],[&quot;p&quot;,{&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;extraData&quot;:{},&quot;hideSymbol&quot;:false,&quot;isChecked&quot;:false,&quot;isOrdered&quot;:true,&quot;isTaskList&quot;:false,&quot;level&quot;:0,&quot;listId&quot;:&quot;l1baok9hjcl&quot;,&quot;listStyle&quot;:{&quot;align&quot;:&quot;left&quot;,&quot;format&quot;:&quot;lowerLetter&quot;,&quot;text&quot;:&quot;%1.&quot;},&quot;listStyleType&quot;:&quot;LEN_LROM_DEC_P&quot;,&quot;symbolStyle&quot;:{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;sz&quot;:12}},&quot;uuid&quot;:&quot;mnfivtb3yrq7g6ijzg&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Richer data\\nBeyond visual observations and actions, simulation can directly provide detailed physical information, such as contact forces, friction states, internal deformation, and energy changes. This information is crucial for understanding physical processes and training intelligent systems.&quot;]]],[&quot;p&quot;,{&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;extraData&quot;:{},&quot;hideSymbol&quot;:false,&quot;isChecked&quot;:false,&quot;isOrdered&quot;:true,&quot;isTaskList&quot;:false,&quot;level&quot;:0,&quot;listId&quot;:&quot;l1baok9hjcl&quot;,&quot;listStyle&quot;:{&quot;align&quot;:&quot;left&quot;,&quot;format&quot;:&quot;lowerLetter&quot;,&quot;text&quot;:&quot;%1.&quot;},&quot;listStyleType&quot;:&quot;LEN_LROM_DEC_P&quot;,&quot;symbolStyle&quot;:{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;sz&quot;:12}},&quot;uuid&quot;:&quot;mnfivyo36r6oypjdd4i&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Scalability and generalization\\nA single base scenario can generate vast variations by altering object properties, configurations, and environmental conditions. For example, the same task can be repeatedly executed under different materials, sizes, and initial configurations, thereby covering a much broader range of cases. This kind of data generation\u2014where variation is derived systematically from a single setup\u2014is nearly impossible to achieve in the real world at an acceptable cost.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfi2d5gn65usgst7p&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Fundamentally, the key difference between simulated and real-world data lies in cost structure:&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;simulation data scales with computational power, and real-world data scales with human and physical resources&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot;. &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;As computing power continues to grow, simulation can expand in tandem with AI model complexity. By contrast, real-world data collection is inherently constrained by human labor, time, and environmental conditions, making it difficult to achieve the same rate of scalability.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mn31r70spxpcg8t4fj&quot;,&quot;jc&quot;:&quot;justify&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfmkmyrzce3aub0uj&quot;,&quot;jc&quot;:&quot;justify&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;If large models are the &quot;],[&quot;span&quot;,{&quot;bold&quot;:true,&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;\u201cbrain\u201d&quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot; of AI, then simulation is its \\&quot;&quot;],[&quot;span&quot;,{&quot;bold&quot;:true,&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;training ground\\&quot;&quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Before AI can operate effectively in the real world, it must first learn within a virtual one.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Yet an even more crucial question remains:&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;bold&quot;:true,&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;What makes a simulation truly useful?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfmkno0ncmje4ybiws&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;italic&quot;:true,&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfmn1fu28vo7wt8qtf&quot;,&quot;jc&quot;:&quot;justify&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;We\u2019ll decode this question in the next article.&quot;]]]]\" 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data-identifier-application__slash__x-doc-key=\"YdgOk2bV0ARkLq4B\"><span data-type=\"text\">Learn more about\u00a0<a href=\"https:\/\/www.style3d.com\/aboutus\/introduction\">OUR COMPANY.<\/a><\/p>\n<p><\/span><\/article>\n<article data-clipboard-cangjie=\"[&quot;root&quot;,{},[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffamguqe9ird85sma&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Large-scale AI models can now write, generate images, and even perform reasoning tasks.&quot;]],[&quot;br&quot;,{&quot;type&quot;:&quot;textWrapping&quot;,&quot;data&quot;:{},&quot;uuid&quot;:&quot;mnffamgu3fivrvjicv9&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Yet a more fundamental question remains:&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffamgv3z8h4csskad&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;bold&quot;:true,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Why can\u2019t AI work in the real world the way humans do?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffamgvir8z9armaa&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Tasks such as folding clothes, organizing objects, or operating in complex environments still pose significant challenges. The issue does not lie solely in model capability, but in something more fundamental: &quot;],[&quot;span&quot;,{&quot;bold&quot;:true,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;AI does not truly understand the physical world.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffamgvkxhnlxnf2f&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In this column of &quot;],[&quot;span&quot;,{&quot;italic&quot;:true,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;SynReal Decode&quot;],[&quot;span&quot;,{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;, we examine an increasingly validated industry consensus: &quot;],[&quot;span&quot;,{&quot;bold&quot;:true,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;the bottleneck of AI is no longer just the model\u2014it is data.&quot;],[&quot;span&quot;,{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot; On the path toward real-world intelligence, &quot;],[&quot;span&quot;,{&quot;bold&quot;:true,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;physical simulation is emerging as a critical solution.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mn31r70lwy7tbdrobwn&quot;,&quot;jc&quot;:&quot;justify&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;p&quot;,{&quot;list&quot;:{&quot;listId&quot;:&quot;c0nthouaens&quot;,&quot;level&quot;:0,&quot;symbolStyle&quot;:{},&quot;extraData&quot;:{},&quot;listStyleType&quot;:&quot;DEC_LEN_LROM_P&quot;,&quot;listStyle&quot;:{&quot;format&quot;:&quot;decimal&quot;,&quot;text&quot;:&quot;%1.&quot;,&quot;align&quot;:&quot;left&quot;},&quot;hideSymbol&quot;:false,&quot;isTaskList&quot;:false,&quot;isOrdered&quot;:true},&quot;uuid&quot;:&quot;mnffcnx869nwg2colct&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;What Is Advanced Artificial Intelligence? The Role of the World Model.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnx94khn17rcx6a&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Before addressing the problem further, it is important to clarify a foundational concept: what constitutes artificial intelligence\u2014particularly advanced AI?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnx9xlng5pa15if&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;By definition, artificial intelligence aims to replicate human cognitive abilities through computational systems. However, human intelligence is not monolithic; it can broadly be divided into basic intelligence and advanced intelligence.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnx95aypx6sigh&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Basic intelligence refers to the ability to perceive, understand, and respond to the physical world in real time. For example:&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;avoiding obstacles while walking; catching a towel thrown toward us; untangling a knotted rope.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;These capabilities rely on a deep, experience-driven understanding of the physical world, developed through continuous interaction.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnx9dq70ie3n5zj&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;On top of this foundation, advanced intelligence encompasses language, abstract reasoning, planning, and emotional cognition.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnx97k22xe8m0gn&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;This distinction is crucial in differentiating humans from animals. Basic intelligence originates from interaction with the physical world and is essential for survival. Even small organisms such as flies or mosquitoes demonstrate remarkable proficiency in this domain\u2014rapidly sensing and reacting to threats. That\u2019s why swatting a mosquito can be surprisingly difficult.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnxa7n3x7m3jwu3&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;At this point, a natural question arises: today\u2019s AI systems\u2014such as large language models like DeepSeek\u2014already demonstrate strong linguistic and reasoning abilities. Does this mean we are close to achieving highly intelligent, capable robots?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnxabq2hm33yqyf&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In fact, the opposite is true.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnxavf4g52t88q&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Most current AI models\u2014whether for language, images, or video\u2014are fundamentally designed for \\&quot;generation\\&quot; tasks. In simple terms, they learn how to produce outputs that resemble human behavior, such as generating text or imitating reasoning processes. &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;underline&quot;:{&quot;value&quot;:&quot;single&quot;},&quot;data-type&quot;:&quot;leaf&quot;},&quot;However, whether these outputs conform to the physical laws of the real world is often beyond their ability to verify.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;This limitation is the root cause of the well-known hallucination problem.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnxaciakh9n7rqg&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In essence, modern AI systems largely bypass direct interaction with the physical world. Instead, they rely on massive datasets of text and images to construct a superficial intelligence\u2014one that lacks a true physical grounding.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnxa7vmyqwh5tpc&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;To achieve genuine advanced AI, we must start from the ground up by equipping machines with basic intelligence\u2014the ability to perceive, understand, and predict the dynamics of the physical world.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnxbjvck14n3309&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;This foundational capability is known as the &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;bold&quot;:true,&quot;data-type&quot;:&quot;leaf&quot;},&quot;World Model&quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnxg9e0rcqoaf&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;p&quot;,{&quot;spacing&quot;:{},&quot;uuid&quot;:&quot;mnffzlu0b9nf0qk78e7&quot;,&quot;jc&quot;:&quot;left&quot;,&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;listId&quot;:&quot;c0nthouaens&quot;,&quot;level&quot;:0,&quot;isTaskList&quot;:false,&quot;isOrdered&quot;:true,&quot;symbolStyle&quot;:{&quot;sz&quot;:12,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;},&quot;extraData&quot;:{},&quot;listStyleType&quot;:&quot;DEC_LEN_LROM_P&quot;,&quot;listStyle&quot;:{&quot;format&quot;:&quot;decimal&quot;,&quot;text&quot;:&quot;%1.&quot;,&quot;align&quot;:&quot;left&quot;},&quot;hideSymbol&quot;:false}},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Training Intelligence: Reinforcement or Imitation?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13p8wi9bf07eg9&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;With the objective clarified, the next question is: how do we train AI systems to acquire advanced intelligence?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13qnnb7bhp3w1e&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;To answer this, it is helpful to revisit how intelligence develops in humans and animals.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13qr40dbw98sv&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;At a macro level, intelligence has evolved over hundreds of millions of years through natural selection. As described by Darwinian theory: the fittest surivive. The environment provides continuous feedback, reinforcing advantageous behaviors while eliminating ineffective ones. Over time, biological intelligence has steadily advanced, becoming increasingly stable and efficient.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13qab8yhoqa0sr&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;However, evolution is not the only mechanism. At the individual level, humans acquire most of their capabilities through learning from others\u2014parents, peers, and accumulated knowledge in society. Learning and imitation are central to human development.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13r2ykni5bytp5&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;A historical anecdote back to 6th century BC illustrates this point: the so-called \u201clanguage deprivation experiment\u201d attributed to Pharaoh Psamtik I suggests that children deprived of linguistic input do not spontaneously develop language. While the historical accuracy of this account is debated, it highlights a key insight: many advanced human abilities are not purely innate\u2014they depend on learning and imitation. This learning approach is also common among animals.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13rq8bmq2k53en&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;These two mechanisms correspond directly to two core paradigms in AI:&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;bold&quot;:true,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Reinforcement Learning &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;(RL) and &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;bold&quot;:true,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Imitation Learning (IL)&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13rqxyufm2y6pl&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Reinforcement Learning trains agents through environmental feedback, using reward functions to guide behavior. Through continuous trial and error, the agent discovers optimal strategies.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;This process closely mirrors biological evolution: the environment determines what constitutes \u201cgood\u201d behavior. The advantage of RL lies in its stability and potential for generalization, but it is often time-consuming and computationally expensive. &quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13rytyljcnv6cp&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Imitation Learning focuses on learning directly from expert demonstrations. By replicating observed actions or decisions, an agent can quickly acquire complex skills.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;This approach dramatically improves learning efficiency and underpins humanity\u2019s ability to accumulate and transmit knowledge across generations.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13surb4i0ndg3f&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Both paradigms are essential to the development of AI, albeit with different emphases:&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Imitation Learning enables rapid acquisition of baseline competence, while Reinforcement Learning refines and adapts that competence through interaction.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13s2sdfsllpep&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Today\u2019s robots\u2014capable of dancing, climbing stairs, and executing complex locomotion\u2014owe much of their progress to Reinforcement Learning. However, for robots to truly \u201cwork\u201d in real-world scenarios\u2014especially in tasks requiring dexterous manipulation\u2014Imitation Learning will become indispensable. &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;underline&quot;:{&quot;value&quot;:&quot;single&quot;},&quot;data-type&quot;:&quot;leaf&quot;},&quot;This holds true for humans as well: while most people learn to walk at around one year of age, the acquisition of complex skills and knowledge extends throughout a lifetime.&quot;]]],[&quot;p&quot;,{&quot;spacing&quot;:{},&quot;uuid&quot;:&quot;mnfgwp8wg7rd6431min&quot;,&quot;jc&quot;:&quot;justify&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfgwpmszwr13y0hnbb&quot;,&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;listId&quot;:&quot;c0nthouaens&quot;,&quot;level&quot;:0,&quot;isTaskList&quot;:false,&quot;isOrdered&quot;:true,&quot;symbolStyle&quot;:{&quot;sz&quot;:12,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;},&quot;extraData&quot;:{},&quot;listStyleType&quot;:&quot;DEC_LEN_LROM_P&quot;,&quot;listStyle&quot;:{&quot;format&quot;:&quot;decimal&quot;,&quot;text&quot;:&quot;%1.&quot;,&quot;align&quot;:&quot;left&quot;},&quot;hideSymbol&quot;:false}},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Data, Data, Data!&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfgwpmsas5t0ijurwu&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;It is well understood that training AI requires large amounts of data. Within current technological frameworks, machines are still far less efficient than humans at utilizing data. &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;underline&quot;:{&quot;value&quot;:&quot;single&quot;},&quot;data-type&quot;:&quot;leaf&quot;},&quot;As a result, enabling AI to acquire a given capability typically requires far more data than a human would need to learn the same task.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfgwpmte8dkq2861st&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;The rapid advancement of large language and image models over recent years can largely be attributed to the abundance of digital data. Text and images are scalable, readily available, and inexpensive to collect, enabling extensive model training and improving.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfgwpmtvc71pit1w3&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In contrast, data required for understanding spatial structure, physical laws, and real-world interaction is far more scarce and difficult to obtain. This scarcity has become a major bottleneck in the development of embodied AI and robotics.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfgwpmtxpsn3sf8was&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In Imitation Learning, data functions much like a \u201ctextbook\u201d: expert demonstrations\u2014captured as videos or motion trajectories\u2014are used to teach AI systems specific tasks. For example, training a robot to fold clothes may require thousands of demonstrations, typically provided by human operators via teleoperation or manual guidance.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfgwpmtjqel60wrwno&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Whereas in Reinforcement Learning, data resembles \u201cexperience\u201d: robots learn by interacting with their environment, generating data through trial and error rather than relying on pre-collected datasets.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfgwpmtny4yrow80k&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Whether IL or RL, both approaches face a common challenge: &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;underline&quot;:{&quot;value&quot;:&quot;single&quot;},&quot;data-type&quot;:&quot;leaf&quot;},&quot;real-world data collection is inherently difficult to scale.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfhgd4gv1qn5uurb6&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Let's talk about Imination Learning first. In practice, human-guided demonstration is typically more suitable for humanoid or near-humanoid robots. Even when focusing solely on such robots, the volume of data that can be collected within a given timeframe remains limited. Data collection is constrained by hardware, workspace, and operator skill. In extreme environments\u2014such as underwater or in space\u2014data acquisition becomes prohibitively expensive or impractical. &quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfhmifmxzepyeo89wb&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Moreover, demonstration data often captures only successful outcomes, leaving models unprepared for unexpected deviations. Once a robot deviates from the scenarios covered by demonstration data\u2014due to perception errors, execution inaccuracies, or environmental changes\u2014it often fails to determine how to proceed.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfhoq8h06odimh5gzmv&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Move on to Reinforcement Learning. It requires robots to continuously explore through trial and error. However, in the real world, mistakes often come with tangible costs: robots may collide with objects, damage equipment, or even pose risks to human safety, particularly in scenarios such as autonomous driving.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfhuh14ohl49ynjpkk&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Even under controlled conditions, resetting environments and conducting repeated experiments requires significant time and human involvement. Each trial may take several minutes or even hours, and any equipment damage introduces additional downtime for repairs.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfhvilpk4zp83gn3f&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;It is therefore evident that both IL and RL face a common challenge in the real world: the difficulty of scaling data collection. This limitation does not arise from shortcomings in the algorithms, but rather stems from the intrinsic nature of the physical world: real-world data collection depends heavily on human labor, time, and environmental constraints, while AI training demands data at massive scale.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;It is this fundamental mismatch that creates a persistent bottleneck for the development of embodied intelligence and robotics.&quot;]]],[&quot;p&quot;,{&quot;spacing&quot;:{},&quot;uuid&quot;:&quot;mnfi2cl1f45iwfvta0j&quot;,&quot;jc&quot;:&quot;justify&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfi2d5ev6nilsmt8cl&quot;,&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;listId&quot;:&quot;c0nthouaens&quot;,&quot;level&quot;:0,&quot;isTaskList&quot;:false,&quot;isOrdered&quot;:true,&quot;symbolStyle&quot;:{&quot;sz&quot;:12,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;},&quot;extraData&quot;:{},&quot;listStyleType&quot;:&quot;DEC_LEN_LROM_P&quot;,&quot;listStyle&quot;:{&quot;format&quot;:&quot;decimal&quot;,&quot;text&quot;:&quot;%1.&quot;,&quot;align&quot;:&quot;left&quot;},&quot;hideSymbol&quot;:false}},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Simulation: The Key to Scalable Data&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfi2d5e0ufcna18h2fc&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Given the inherent limitations of real-world data, a natural question comes out: where else can data come from?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfi2d5f0z2h17op00u&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;The answer is clear: simulation.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfi4yh8hdk5mgk85zb&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Then, what is simulation?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfiga6qmkt5g1roi8f&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In simple terms, simulation involves constructing a \\&quot;virtual world\\&quot; within a computer, where mathematical models and physical laws are used to describe the shape, motion, and interactions of objects.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;underline&quot;:{&quot;value&quot;:&quot;single&quot;},&quot;data-type&quot;:&quot;leaf&quot;},&quot;Within such environment, objects respond to forces as they would in the real world, experiencing collisions, friction, motion, and deformation.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Robots can carry out tasks such as walking, grasping, and manipulation, with the entire process taking place within the computer.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfi2d5fenhfx21adtj&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In another way, simulation functions as a resettable \\&quot;digital laboratory,\\&quot; where various actions, strategies, and solutions can be tested without relying on physical robots or real-world environments.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfiqgkxc1jl3um5e0n&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Simulation is gaining increasing importance in artificial intelligence primarily because it offers advantages in data acquisition that the real world cannot match:&quot;]]],[&quot;p&quot;,{&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;isOrdered&quot;:true,&quot;isTaskList&quot;:false,&quot;level&quot;:0,&quot;listId&quot;:&quot;l1baok9hjcl&quot;,&quot;listStyle&quot;:{&quot;align&quot;:&quot;left&quot;,&quot;format&quot;:&quot;lowerLetter&quot;,&quot;text&quot;:&quot;%1.&quot;},&quot;listStyleType&quot;:&quot;LEN_LROM_DEC_P&quot;,&quot;symbolStyle&quot;:{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;sz&quot;:12}},&quot;uuid&quot;:&quot;mnfi2d5fguqczuyik8j&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Controllability\\nInitial conditions can be precisely defined, environmental parameters can be freely adjusted, the same scenario can be repeatedly tested. These are often difficult\u2014or even impossible\u2014to achieve in the real world.&quot;]]],[&quot;p&quot;,{&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;extraData&quot;:{},&quot;hideSymbol&quot;:false,&quot;isChecked&quot;:false,&quot;isOrdered&quot;:true,&quot;isTaskList&quot;:false,&quot;level&quot;:0,&quot;listId&quot;:&quot;l1baok9hjcl&quot;,&quot;listStyle&quot;:{&quot;align&quot;:&quot;left&quot;,&quot;format&quot;:&quot;lowerLetter&quot;,&quot;text&quot;:&quot;%1.&quot;},&quot;listStyleType&quot;:&quot;LEN_LROM_DEC_P&quot;,&quot;symbolStyle&quot;:{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;sz&quot;:12}},&quot;uuid&quot;:&quot;mnfiuuiudzo32iwmjp&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Repeatability\\nAfter each experiment, the environment can be immediately reset, allowing the process to restart from exactly the same initial state. This is particularly important for Reinforcement Learning, which relies on extensive trial and error; in contrast, each real-world experiment inevitably alters the state of the environment.&quot;]]],[&quot;p&quot;,{&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;extraData&quot;:{},&quot;hideSymbol&quot;:false,&quot;isChecked&quot;:false,&quot;isOrdered&quot;:true,&quot;isTaskList&quot;:false,&quot;level&quot;:0,&quot;listId&quot;:&quot;l1baok9hjcl&quot;,&quot;listStyle&quot;:{&quot;align&quot;:&quot;left&quot;,&quot;format&quot;:&quot;lowerLetter&quot;,&quot;text&quot;:&quot;%1.&quot;},&quot;listStyleType&quot;:&quot;LEN_LROM_DEC_P&quot;,&quot;symbolStyle&quot;:{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;sz&quot;:12}},&quot;uuid&quot;:&quot;mnfivmxgd54538ls608&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Safe exploration\\nFailures carry no physical risk. Robots can fall, collide, and retry without damaging equipment or endangering humans. This makes it possible to systematically collect large amounts of exploratory data and failure cases.&quot;]]],[&quot;p&quot;,{&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;extraData&quot;:{},&quot;hideSymbol&quot;:false,&quot;isChecked&quot;:false,&quot;isOrdered&quot;:true,&quot;isTaskList&quot;:false,&quot;level&quot;:0,&quot;listId&quot;:&quot;l1baok9hjcl&quot;,&quot;listStyle&quot;:{&quot;align&quot;:&quot;left&quot;,&quot;format&quot;:&quot;lowerLetter&quot;,&quot;text&quot;:&quot;%1.&quot;},&quot;listStyleType&quot;:&quot;LEN_LROM_DEC_P&quot;,&quot;symbolStyle&quot;:{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;sz&quot;:12}},&quot;uuid&quot;:&quot;mnfivtb3yrq7g6ijzg&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Richer data\\nBeyond visual observations and actions, simulation can directly provide detailed physical information, such as contact forces, friction states, internal deformation, and energy changes. This information is crucial for understanding physical processes and training intelligent systems.&quot;]]],[&quot;p&quot;,{&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;extraData&quot;:{},&quot;hideSymbol&quot;:false,&quot;isChecked&quot;:false,&quot;isOrdered&quot;:true,&quot;isTaskList&quot;:false,&quot;level&quot;:0,&quot;listId&quot;:&quot;l1baok9hjcl&quot;,&quot;listStyle&quot;:{&quot;align&quot;:&quot;left&quot;,&quot;format&quot;:&quot;lowerLetter&quot;,&quot;text&quot;:&quot;%1.&quot;},&quot;listStyleType&quot;:&quot;LEN_LROM_DEC_P&quot;,&quot;symbolStyle&quot;:{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;sz&quot;:12}},&quot;uuid&quot;:&quot;mnfivyo36r6oypjdd4i&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Scalability and generalization\\nA single base scenario can generate vast variations by altering object properties, configurations, and environmental conditions. For example, the same task can be repeatedly executed under different materials, sizes, and initial configurations, thereby covering a much broader range of cases. This kind of data generation\u2014where variation is derived systematically from a single setup\u2014is nearly impossible to achieve in the real world at an acceptable cost.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfi2d5gn65usgst7p&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Fundamentally, the key difference between simulated and real-world data lies in cost structure:&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;simulation data scales with computational power, and real-world data scales with human and physical resources&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot;. &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;As computing power continues to grow, simulation can expand in tandem with AI model complexity. By contrast, real-world data collection is inherently constrained by human labor, time, and environmental conditions, making it difficult to achieve the same rate of scalability.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mn31r70spxpcg8t4fj&quot;,&quot;jc&quot;:&quot;justify&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfmkmyrzce3aub0uj&quot;,&quot;jc&quot;:&quot;justify&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;If large models are the &quot;],[&quot;span&quot;,{&quot;bold&quot;:true,&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;\u201cbrain\u201d&quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot; of AI, then simulation is its \\&quot;&quot;],[&quot;span&quot;,{&quot;bold&quot;:true,&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;training ground\\&quot;&quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Before AI can operate effectively in the real world, it must first learn within a virtual one.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Yet an even more crucial question remains:&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;bold&quot;:true,&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;What makes a simulation truly useful?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfmkno0ncmje4ybiws&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;italic&quot;:true,&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfmn1fu28vo7wt8qtf&quot;,&quot;jc&quot;:&quot;justify&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;We\u2019ll decode this question in the next article.&quot;]]]]\" 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data-identifier-application__slash__x-doc-key=\"YdgOk2bV0ARkLq4B\"><\/article>\n<article class=\"4ever-article\" data-clipboard-cangjie=\"[&quot;root&quot;,{},[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffamguqe9ird85sma&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Large-scale AI models can now write, generate images, and even perform reasoning tasks.&quot;]],[&quot;br&quot;,{&quot;type&quot;:&quot;textWrapping&quot;,&quot;data&quot;:{},&quot;uuid&quot;:&quot;mnffamgu3fivrvjicv9&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Yet a more fundamental question remains:&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffamgv3z8h4csskad&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;bold&quot;:true,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Why can\u2019t AI work in the real world the way humans do?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffamgvir8z9armaa&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Tasks such as folding clothes, organizing objects, or operating in complex environments still pose significant challenges. The issue does not lie solely in model capability, but in something more fundamental: &quot;],[&quot;span&quot;,{&quot;bold&quot;:true,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;AI does not truly understand the physical world.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffamgvkxhnlxnf2f&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In this column of &quot;],[&quot;span&quot;,{&quot;italic&quot;:true,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;SynReal Decode&quot;],[&quot;span&quot;,{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;, we examine an increasingly validated industry consensus: &quot;],[&quot;span&quot;,{&quot;bold&quot;:true,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;the bottleneck of AI is no longer just the model\u2014it is data.&quot;],[&quot;span&quot;,{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot; On the path toward real-world intelligence, &quot;],[&quot;span&quot;,{&quot;bold&quot;:true,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;physical simulation is emerging as a critical solution.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mn31r70lwy7tbdrobwn&quot;,&quot;jc&quot;:&quot;justify&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;p&quot;,{&quot;list&quot;:{&quot;listId&quot;:&quot;c0nthouaens&quot;,&quot;level&quot;:0,&quot;symbolStyle&quot;:{},&quot;extraData&quot;:{},&quot;listStyleType&quot;:&quot;DEC_LEN_LROM_P&quot;,&quot;listStyle&quot;:{&quot;format&quot;:&quot;decimal&quot;,&quot;text&quot;:&quot;%1.&quot;,&quot;align&quot;:&quot;left&quot;},&quot;hideSymbol&quot;:false,&quot;isTaskList&quot;:false,&quot;isOrdered&quot;:true},&quot;uuid&quot;:&quot;mnffcnx869nwg2colct&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;What Is Advanced Artificial Intelligence? The Role of the World Model.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnx94khn17rcx6a&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Before addressing the problem further, it is important to clarify a foundational concept: what constitutes artificial intelligence\u2014particularly advanced AI?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnx9xlng5pa15if&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;By definition, artificial intelligence aims to replicate human cognitive abilities through computational systems. However, human intelligence is not monolithic; it can broadly be divided into basic intelligence and advanced intelligence.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnx95aypx6sigh&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Basic intelligence refers to the ability to perceive, understand, and respond to the physical world in real time. For example:&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;avoiding obstacles while walking; catching a towel thrown toward us; untangling a knotted rope.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;These capabilities rely on a deep, experience-driven understanding of the physical world, developed through continuous interaction.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnx9dq70ie3n5zj&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;On top of this foundation, advanced intelligence encompasses language, abstract reasoning, planning, and emotional cognition.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnx97k22xe8m0gn&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;This distinction is crucial in differentiating humans from animals. Basic intelligence originates from interaction with the physical world and is essential for survival. Even small organisms such as flies or mosquitoes demonstrate remarkable proficiency in this domain\u2014rapidly sensing and reacting to threats. That\u2019s why swatting a mosquito can be surprisingly difficult.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnxa7n3x7m3jwu3&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;At this point, a natural question arises: today\u2019s AI systems\u2014such as large language models like DeepSeek\u2014already demonstrate strong linguistic and reasoning abilities. Does this mean we are close to achieving highly intelligent, capable robots?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnxabq2hm33yqyf&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In fact, the opposite is true.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnxavf4g52t88q&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Most current AI models\u2014whether for language, images, or video\u2014are fundamentally designed for \\&quot;generation\\&quot; tasks. In simple terms, they learn how to produce outputs that resemble human behavior, such as generating text or imitating reasoning processes. &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;underline&quot;:{&quot;value&quot;:&quot;single&quot;},&quot;data-type&quot;:&quot;leaf&quot;},&quot;However, whether these outputs conform to the physical laws of the real world is often beyond their ability to verify.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;This limitation is the root cause of the well-known hallucination problem.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnxaciakh9n7rqg&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In essence, modern AI systems largely bypass direct interaction with the physical world. Instead, they rely on massive datasets of text and images to construct a superficial intelligence\u2014one that lacks a true physical grounding.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnxa7vmyqwh5tpc&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;To achieve genuine advanced AI, we must start from the ground up by equipping machines with basic intelligence\u2014the ability to perceive, understand, and predict the dynamics of the physical world.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnxbjvck14n3309&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;This foundational capability is known as the &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;bold&quot;:true,&quot;data-type&quot;:&quot;leaf&quot;},&quot;World Model&quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffcnxg9e0rcqoaf&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;p&quot;,{&quot;spacing&quot;:{},&quot;uuid&quot;:&quot;mnffzlu0b9nf0qk78e7&quot;,&quot;jc&quot;:&quot;left&quot;,&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;listId&quot;:&quot;c0nthouaens&quot;,&quot;level&quot;:0,&quot;isTaskList&quot;:false,&quot;isOrdered&quot;:true,&quot;symbolStyle&quot;:{&quot;sz&quot;:12,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;},&quot;extraData&quot;:{},&quot;listStyleType&quot;:&quot;DEC_LEN_LROM_P&quot;,&quot;listStyle&quot;:{&quot;format&quot;:&quot;decimal&quot;,&quot;text&quot;:&quot;%1.&quot;,&quot;align&quot;:&quot;left&quot;},&quot;hideSymbol&quot;:false}},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Training Intelligence: Reinforcement or Imitation?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13p8wi9bf07eg9&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;With the objective clarified, the next question is: how do we train AI systems to acquire advanced intelligence?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13qnnb7bhp3w1e&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;To answer this, it is helpful to revisit how intelligence develops in humans and animals.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13qr40dbw98sv&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;At a macro level, intelligence has evolved over hundreds of millions of years through natural selection. As described by Darwinian theory: the fittest surivive. The environment provides continuous feedback, reinforcing advantageous behaviors while eliminating ineffective ones. Over time, biological intelligence has steadily advanced, becoming increasingly stable and efficient.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13qab8yhoqa0sr&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;However, evolution is not the only mechanism. At the individual level, humans acquire most of their capabilities through learning from others\u2014parents, peers, and accumulated knowledge in society. Learning and imitation are central to human development.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13r2ykni5bytp5&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;A historical anecdote back to 6th century BC illustrates this point: the so-called \u201clanguage deprivation experiment\u201d attributed to Pharaoh Psamtik I suggests that children deprived of linguistic input do not spontaneously develop language. While the historical accuracy of this account is debated, it highlights a key insight: many advanced human abilities are not purely innate\u2014they depend on learning and imitation. This learning approach is also common among animals.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13rq8bmq2k53en&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;These two mechanisms correspond directly to two core paradigms in AI:&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;bold&quot;:true,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Reinforcement Learning &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;(RL) and &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;bold&quot;:true,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Imitation Learning (IL)&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13rqxyufm2y6pl&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Reinforcement Learning trains agents through environmental feedback, using reward functions to guide behavior. Through continuous trial and error, the agent discovers optimal strategies.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;This process closely mirrors biological evolution: the environment determines what constitutes \u201cgood\u201d behavior. The advantage of RL lies in its stability and potential for generalization, but it is often time-consuming and computationally expensive. &quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13rytyljcnv6cp&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Imitation Learning focuses on learning directly from expert demonstrations. By replicating observed actions or decisions, an agent can quickly acquire complex skills.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;This approach dramatically improves learning efficiency and underpins humanity\u2019s ability to accumulate and transmit knowledge across generations.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13surb4i0ndg3f&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Both paradigms are essential to the development of AI, albeit with different emphases:&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Imitation Learning enables rapid acquisition of baseline competence, while Reinforcement Learning refines and adapts that competence through interaction.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnffz13s2sdfsllpep&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Today\u2019s robots\u2014capable of dancing, climbing stairs, and executing complex locomotion\u2014owe much of their progress to Reinforcement Learning. However, for robots to truly \u201cwork\u201d in real-world scenarios\u2014especially in tasks requiring dexterous manipulation\u2014Imitation Learning will become indispensable. &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;underline&quot;:{&quot;value&quot;:&quot;single&quot;},&quot;data-type&quot;:&quot;leaf&quot;},&quot;This holds true for humans as well: while most people learn to walk at around one year of age, the acquisition of complex skills and knowledge extends throughout a lifetime.&quot;]]],[&quot;p&quot;,{&quot;spacing&quot;:{},&quot;uuid&quot;:&quot;mnfgwp8wg7rd6431min&quot;,&quot;jc&quot;:&quot;justify&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfgwpmszwr13y0hnbb&quot;,&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;listId&quot;:&quot;c0nthouaens&quot;,&quot;level&quot;:0,&quot;isTaskList&quot;:false,&quot;isOrdered&quot;:true,&quot;symbolStyle&quot;:{&quot;sz&quot;:12,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;},&quot;extraData&quot;:{},&quot;listStyleType&quot;:&quot;DEC_LEN_LROM_P&quot;,&quot;listStyle&quot;:{&quot;format&quot;:&quot;decimal&quot;,&quot;text&quot;:&quot;%1.&quot;,&quot;align&quot;:&quot;left&quot;},&quot;hideSymbol&quot;:false}},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Data, Data, Data!&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfgwpmsas5t0ijurwu&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;It is well understood that training AI requires large amounts of data. Within current technological frameworks, machines are still far less efficient than humans at utilizing data. &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;underline&quot;:{&quot;value&quot;:&quot;single&quot;},&quot;data-type&quot;:&quot;leaf&quot;},&quot;As a result, enabling AI to acquire a given capability typically requires far more data than a human would need to learn the same task.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfgwpmte8dkq2861st&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;The rapid advancement of large language and image models over recent years can largely be attributed to the abundance of digital data. Text and images are scalable, readily available, and inexpensive to collect, enabling extensive model training and improving.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfgwpmtvc71pit1w3&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In contrast, data required for understanding spatial structure, physical laws, and real-world interaction is far more scarce and difficult to obtain. This scarcity has become a major bottleneck in the development of embodied AI and robotics.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfgwpmtxpsn3sf8was&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In Imitation Learning, data functions much like a \u201ctextbook\u201d: expert demonstrations\u2014captured as videos or motion trajectories\u2014are used to teach AI systems specific tasks. For example, training a robot to fold clothes may require thousands of demonstrations, typically provided by human operators via teleoperation or manual guidance.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfgwpmtjqel60wrwno&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Whereas in Reinforcement Learning, data resembles \u201cexperience\u201d: robots learn by interacting with their environment, generating data through trial and error rather than relying on pre-collected datasets.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfgwpmtny4yrow80k&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Whether IL or RL, both approaches face a common challenge: &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;underline&quot;:{&quot;value&quot;:&quot;single&quot;},&quot;data-type&quot;:&quot;leaf&quot;},&quot;real-world data collection is inherently difficult to scale.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfhgd4gv1qn5uurb6&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Let's talk about Imination Learning first. In practice, human-guided demonstration is typically more suitable for humanoid or near-humanoid robots. Even when focusing solely on such robots, the volume of data that can be collected within a given timeframe remains limited. Data collection is constrained by hardware, workspace, and operator skill. In extreme environments\u2014such as underwater or in space\u2014data acquisition becomes prohibitively expensive or impractical. &quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfhmifmxzepyeo89wb&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Moreover, demonstration data often captures only successful outcomes, leaving models unprepared for unexpected deviations. Once a robot deviates from the scenarios covered by demonstration data\u2014due to perception errors, execution inaccuracies, or environmental changes\u2014it often fails to determine how to proceed.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfhoq8h06odimh5gzmv&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Move on to Reinforcement Learning. It requires robots to continuously explore through trial and error. However, in the real world, mistakes often come with tangible costs: robots may collide with objects, damage equipment, or even pose risks to human safety, particularly in scenarios such as autonomous driving.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfhuh14ohl49ynjpkk&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Even under controlled conditions, resetting environments and conducting repeated experiments requires significant time and human involvement. Each trial may take several minutes or even hours, and any equipment damage introduces additional downtime for repairs.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfhvilpk4zp83gn3f&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;It is therefore evident that both IL and RL face a common challenge in the real world: the difficulty of scaling data collection. This limitation does not arise from shortcomings in the algorithms, but rather stems from the intrinsic nature of the physical world: real-world data collection depends heavily on human labor, time, and environmental constraints, while AI training demands data at massive scale.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;It is this fundamental mismatch that creates a persistent bottleneck for the development of embodied intelligence and robotics.&quot;]]],[&quot;p&quot;,{&quot;spacing&quot;:{},&quot;uuid&quot;:&quot;mnfi2cl1f45iwfvta0j&quot;,&quot;jc&quot;:&quot;justify&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfi2d5ev6nilsmt8cl&quot;,&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;listId&quot;:&quot;c0nthouaens&quot;,&quot;level&quot;:0,&quot;isTaskList&quot;:false,&quot;isOrdered&quot;:true,&quot;symbolStyle&quot;:{&quot;sz&quot;:12,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;},&quot;extraData&quot;:{},&quot;listStyleType&quot;:&quot;DEC_LEN_LROM_P&quot;,&quot;listStyle&quot;:{&quot;format&quot;:&quot;decimal&quot;,&quot;text&quot;:&quot;%1.&quot;,&quot;align&quot;:&quot;left&quot;},&quot;hideSymbol&quot;:false}},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Simulation: The Key to Scalable Data&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfi2d5e0ufcna18h2fc&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Given the inherent limitations of real-world data, a natural question comes out: where else can data come from?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfi2d5f0z2h17op00u&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;The answer is clear: simulation.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfi4yh8hdk5mgk85zb&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Then, what is simulation?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfiga6qmkt5g1roi8f&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In simple terms, simulation involves constructing a \\&quot;virtual world\\&quot; within a computer, where mathematical models and physical laws are used to describe the shape, motion, and interactions of objects.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;underline&quot;:{&quot;value&quot;:&quot;single&quot;},&quot;data-type&quot;:&quot;leaf&quot;},&quot;Within such environment, objects respond to forces as they would in the real world, experiencing collisions, friction, motion, and deformation.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Robots can carry out tasks such as walking, grasping, and manipulation, with the entire process taking place within the computer.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfi2d5fenhfx21adtj&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;In another way, simulation functions as a resettable \\&quot;digital laboratory,\\&quot; where various actions, strategies, and solutions can be tested without relying on physical robots or real-world environments.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfiqgkxc1jl3um5e0n&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Simulation is gaining increasing importance in artificial intelligence primarily because it offers advantages in data acquisition that the real world cannot match:&quot;]]],[&quot;p&quot;,{&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;isOrdered&quot;:true,&quot;isTaskList&quot;:false,&quot;level&quot;:0,&quot;listId&quot;:&quot;l1baok9hjcl&quot;,&quot;listStyle&quot;:{&quot;align&quot;:&quot;left&quot;,&quot;format&quot;:&quot;lowerLetter&quot;,&quot;text&quot;:&quot;%1.&quot;},&quot;listStyleType&quot;:&quot;LEN_LROM_DEC_P&quot;,&quot;symbolStyle&quot;:{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;sz&quot;:12}},&quot;uuid&quot;:&quot;mnfi2d5fguqczuyik8j&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Controllability\\nInitial conditions can be precisely defined, environmental parameters can be freely adjusted, the same scenario can be repeatedly tested. These are often difficult\u2014or even impossible\u2014to achieve in the real world.&quot;]]],[&quot;p&quot;,{&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;extraData&quot;:{},&quot;hideSymbol&quot;:false,&quot;isChecked&quot;:false,&quot;isOrdered&quot;:true,&quot;isTaskList&quot;:false,&quot;level&quot;:0,&quot;listId&quot;:&quot;l1baok9hjcl&quot;,&quot;listStyle&quot;:{&quot;align&quot;:&quot;left&quot;,&quot;format&quot;:&quot;lowerLetter&quot;,&quot;text&quot;:&quot;%1.&quot;},&quot;listStyleType&quot;:&quot;LEN_LROM_DEC_P&quot;,&quot;symbolStyle&quot;:{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;sz&quot;:12}},&quot;uuid&quot;:&quot;mnfiuuiudzo32iwmjp&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Repeatability\\nAfter each experiment, the environment can be immediately reset, allowing the process to restart from exactly the same initial state. This is particularly important for Reinforcement Learning, which relies on extensive trial and error; in contrast, each real-world experiment inevitably alters the state of the environment.&quot;]]],[&quot;p&quot;,{&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;extraData&quot;:{},&quot;hideSymbol&quot;:false,&quot;isChecked&quot;:false,&quot;isOrdered&quot;:true,&quot;isTaskList&quot;:false,&quot;level&quot;:0,&quot;listId&quot;:&quot;l1baok9hjcl&quot;,&quot;listStyle&quot;:{&quot;align&quot;:&quot;left&quot;,&quot;format&quot;:&quot;lowerLetter&quot;,&quot;text&quot;:&quot;%1.&quot;},&quot;listStyleType&quot;:&quot;LEN_LROM_DEC_P&quot;,&quot;symbolStyle&quot;:{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;sz&quot;:12}},&quot;uuid&quot;:&quot;mnfivmxgd54538ls608&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Safe exploration\\nFailures carry no physical risk. Robots can fall, collide, and retry without damaging equipment or endangering humans. This makes it possible to systematically collect large amounts of exploratory data and failure cases.&quot;]]],[&quot;p&quot;,{&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;extraData&quot;:{},&quot;hideSymbol&quot;:false,&quot;isChecked&quot;:false,&quot;isOrdered&quot;:true,&quot;isTaskList&quot;:false,&quot;level&quot;:0,&quot;listId&quot;:&quot;l1baok9hjcl&quot;,&quot;listStyle&quot;:{&quot;align&quot;:&quot;left&quot;,&quot;format&quot;:&quot;lowerLetter&quot;,&quot;text&quot;:&quot;%1.&quot;},&quot;listStyleType&quot;:&quot;LEN_LROM_DEC_P&quot;,&quot;symbolStyle&quot;:{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;sz&quot;:12}},&quot;uuid&quot;:&quot;mnfivtb3yrq7g6ijzg&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Richer data\\nBeyond visual observations and actions, simulation can directly provide detailed physical information, such as contact forces, friction states, internal deformation, and energy changes. This information is crucial for understanding physical processes and training intelligent systems.&quot;]]],[&quot;p&quot;,{&quot;ind&quot;:{&quot;left&quot;:0},&quot;list&quot;:{&quot;extraData&quot;:{},&quot;hideSymbol&quot;:false,&quot;isChecked&quot;:false,&quot;isOrdered&quot;:true,&quot;isTaskList&quot;:false,&quot;level&quot;:0,&quot;listId&quot;:&quot;l1baok9hjcl&quot;,&quot;listStyle&quot;:{&quot;align&quot;:&quot;left&quot;,&quot;format&quot;:&quot;lowerLetter&quot;,&quot;text&quot;:&quot;%1.&quot;},&quot;listStyleType&quot;:&quot;LEN_LROM_DEC_P&quot;,&quot;symbolStyle&quot;:{&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;sz&quot;:12}},&quot;uuid&quot;:&quot;mnfivyo36r6oypjdd4i&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Scalability and generalization\\nA single base scenario can generate vast variations by altering object properties, configurations, and environmental conditions. For example, the same task can be repeatedly executed under different materials, sizes, and initial configurations, thereby covering a much broader range of cases. This kind of data generation\u2014where variation is derived systematically from a single setup\u2014is nearly impossible to achieve in the real world at an acceptable cost.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfi2d5gn65usgst7p&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Fundamentally, the key difference between simulated and real-world data lies in cost structure:&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;simulation data scales with computational power, and real-world data scales with human and physical resources&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot;. &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;color&quot;:&quot;rgb(0, 0, 0)&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;As computing power continues to grow, simulation can expand in tandem with AI model complexity. By contrast, real-world data collection is inherently constrained by human labor, time, and environmental conditions, making it difficult to achieve the same rate of scalability.&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mn31r70spxpcg8t4fj&quot;,&quot;jc&quot;:&quot;justify&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfmkmyrzce3aub0uj&quot;,&quot;jc&quot;:&quot;justify&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;If large models are the &quot;],[&quot;span&quot;,{&quot;bold&quot;:true,&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;\u201cbrain\u201d&quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot; of AI, then simulation is its \\&quot;&quot;],[&quot;span&quot;,{&quot;bold&quot;:true,&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;training ground\\&quot;&quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Before AI can operate effectively in the real world, it must first learn within a virtual one.&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;Yet an even more crucial question remains:&quot;],[&quot;span&quot;,{&quot;data-type&quot;:&quot;leaf&quot;},&quot; &quot;],[&quot;span&quot;,{&quot;bold&quot;:true,&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;What makes a simulation truly useful?&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfmkno0ncmje4ybiws&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;italic&quot;:true,&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;&quot;]]],[&quot;p&quot;,{&quot;uuid&quot;:&quot;mnfmn1fu28vo7wt8qtf&quot;,&quot;jc&quot;:&quot;justify&quot;},[&quot;span&quot;,{&quot;data-type&quot;:&quot;text&quot;},[&quot;span&quot;,{&quot;sz&quot;:12,&quot;szUnit&quot;:&quot;pt&quot;,&quot;data-type&quot;:&quot;leaf&quot;},&quot;We\u2019ll decode this question in the next article.&quot;]]]]\" 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more<\/a><\/p>\n","protected":false},"author":4,"featured_media":13112,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_uag_custom_page_level_css":"","footnotes":""},"categories":[16],"tags":[],"ppma_author":[15],"class_list":["post-13102","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-style3d-research"],"acf":[],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/help-ai.style3d.com\/wp-content\/uploads\/2026\/04\/decode03.png","uagb_featured_image_src":{"full":["https:\/\/help-ai.style3d.com\/wp-content\/uploads\/2026\/04\/decode03.png",1920,1080,false],"thumbnail":["https:\/\/help-ai.style3d.com\/wp-content\/uploads\/2026\/04\/decode03-150x150.png",150,150,true],"medium":["https:\/\/help-ai.style3d.com\/wp-content\/uploads\/2026\/04\/decode03-300x169.png",300,169,true],"medium_large":["https:\/\/help-ai.style3d.com\/wp-content\/uploads\/2026\/04\/decode03-768x432.png",768,432,true],"large":["https:\/\/help-ai.style3d.com\/wp-content\/uploads\/2026\/04\/decode03-1024x576.png",1024,576,true],"1536x1536":["https:\/\/help-ai.style3d.com\/wp-content\/uploads\/2026\/04\/decode03-1536x864.png",1536,864,true],"2048x2048":["https:\/\/help-ai.style3d.com\/wp-content\/uploads\/2026\/04\/decode03.png",1920,1080,false]},"uagb_author_info":{"display_name":"Style3D Tech Expert Team","author_link":"https:\/\/www.style3d.com\/blog\/author\/huamin-wang\/"},"uagb_comment_info":0,"uagb_excerpt":"At NVIDIA GTC 2026, Jensen Huang made a clear statement&hellip;","authors":[{"term_id":15,"user_id":4,"is_guest":0,"slug":"huamin-wang","display_name":"Style3D Tech Expert Team","avatar_url":"https:\/\/secure.gravatar.com\/avatar\/47b62fbf192cccd24beb30a3bc5dc93c38657c46bfdbd185889dbecf65a3cf17?s=96&d=mm&r=g","0":null,"1":"","2":"","3":"","4":"","5":"","6":"","7":"","8":""}],"_links":{"self":[{"href":"https:\/\/www.style3d.com\/blog\/wp-json\/wp\/v2\/posts\/13102","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.style3d.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.style3d.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.style3d.com\/blog\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/www.style3d.com\/blog\/wp-json\/wp\/v2\/comments?post=13102"}],"version-history":[{"count":4,"href":"https:\/\/www.style3d.com\/blog\/wp-json\/wp\/v2\/posts\/13102\/revisions"}],"predecessor-version":[{"id":13126,"href":"https:\/\/www.style3d.com\/blog\/wp-json\/wp\/v2\/posts\/13102\/revisions\/13126"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.style3d.com\/blog\/wp-json\/wp\/v2\/media\/13112"}],"wp:attachment":[{"href":"https:\/\/www.style3d.com\/blog\/wp-json\/wp\/v2\/media?parent=13102"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.style3d.com\/blog\/wp-json\/wp\/v2\/categories?post=13102"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.style3d.com\/blog\/wp-json\/wp\/v2\/tags?post=13102"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/www.style3d.com\/blog\/wp-json\/wp\/v2\/ppma_author?post=13102"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}