Updated: Imitation Learning Methods; World Models for Robot Safety; Tactile Devices for LfD
[2026-08-12] ingest | World Models: 3D Representation Approaches (update: JEPA family, WAM paradigm, World-VLA-Loop)
Disposition: Update
Raw: raw/clippings/130. Robotics World Model Reading Club 01—San Francisco 20260328 Explicit 3D Backbone, Unified WM.md; raw/clippings/132. Robotics World Model Reading Club 02 JEPA Zoo, WAMs & Unified Latent Representation—SF0404.md; raw/clippings/134. Robotics World Model Reading Club 04 Abstract of Physical World for Decision Making—SF0418.md; raw/clippings/141. Robotics World Model Reading Club 06 Evo of Video World Models, Tongzhou (RhodaAI) —SF0502.md; raw/clippings/139. Yann LeCun on the Path to Grounded Intelligence World Models Beyond Next-Token Prediction.md; raw/clippings/3d-4d-world-modeling-survey-2509.07996.md; raw/clippings/world-vla-loop-closed-loop-learning-of-video-world-model-and-vla-policy.md
Updated: World Models: 3D Representation Approaches
[2026-08-12] ingest | HRI Research Landscape (update: robot-to-human communication during learning)
Disposition: Update
Raw: raw/clippings/Communicating Robot Learning During HRI.md; raw/clippings/HRI in the Age of LLMs Systematic Review.md
[2026-08-12] ingest | VLA Research Advances: 2026 (update: ICLR 2026 research landscape)
Disposition: Update
Raw: raw/clippings/State of VLA Research at ICLR 2026.md
Updated: VLA Research Advances: 2026
[2026-08-12] ingest | Loop Engineering for AI Agents (update: h100envy technical roadmap + thealexker harness engineering)
Disposition: Update
Raw: raw/clippings/Loop Engineering A Technical Roadmap for an Autonomous Loop.md; raw/clippings/Harnesses are everything. Here’s how to optimize yours..md
Updated: Loop Engineering for AI Agents
[2026-08-12] ingest | Loop Engineering for AI Agents (update: real-world cost data — phosphenq + 0xwhrrari)
Disposition: Update
Raw: raw/clippings/Loop Engineering Build an AI That Codes While You Sleep.md; raw/clippings/Loop Engineering The AI skill every builder needs in 2026.md
[2026-08-12] ingest | no material: raw/clippings/himacon-ruizhe-liu-academic-research.md
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[2026-08-12] ingest | World Models: 3D Representation Approaches (update: reading club sessions 01, 02, 04 + LeCun talk)
Disposition: Update
Raw: raw/clippings/130. Robotics World Model Reading Club 01—San Francisco 20260328 Explicit 3D Backbone, Unified WM.md; raw/clippings/132. Robotics World Model Reading Club 02 JEPA Zoo, WAMs & Unified Latent Representation—SF0404.md; raw/clippings/134. Robotics World Model Reading Club 04 Abstract of Physical World for Decision Making—SF0418.md; raw/clippings/139. Yann LeCun on the Path to Grounded Intelligence World Models Beyond Next-Token Prediction.md
Updated: World Models: 3D Representation Approaches
[2026-08-12] ingest | HRI Research Landscape (update: Communicating Robot Learning + HRI in Age of LLMs)
Disposition: Update
Raw: raw/clippings/Communicating Robot Learning During HRI.md; raw/clippings/HRI in the Age of LLMs Systematic Review.md
Updated: HRI Research Landscape
[2026-08-12] ingest | Imitation Learning Methods (update: Deep Generative Models for LfD — Urain et al. IEEE TRO)
Disposition: Update
Raw: raw/clippings/Deep Generative Models Learning from Multimodal Demonstrations.md
Raw: raw/clippings/DexCap Scalable and Portable Mocap Data Collection System for Dexterous Manipulation.md; raw/clippings/How to Train Your Robots Demonstration Modality.md; raw/clippings/Humanoid Policy Human Policy PH2D HAT.md
Updated: LfD Data Collection Paradigms
[2026-08-12] ingest | Grasp Taxonomy and Type-Conditional Generation (update: Dexonomy all dexterous grasp types)
Disposition: Update
Raw: raw/clippings/Dexonomy Synthesizing All Dexterous Grasp Types in a Grasp Taxonomy.md
Updated: Grasp Taxonomy and Type-Conditional Generation
[2026-08-12] ingest | Loop Engineering for AI Agents (update: Loop Engineering series + Harnesses)
Disposition: Update
Raw: raw/clippings/Loop Engineering A Technical Roadmap for an Autonomous Loop.md; raw/clippings/Loop Engineering Build an AI That Codes While You Sleep.md; raw/clippings/Loop Engineering The AI skill every builder needs in 2026.md; raw/clippings/Harnesses are everything. Here’s how to optimize yours..md
Updated: Loop Engineering for AI Agents
[2026-08-12] ingest | VLA Research Advances: 2026 (update: State of VLA Research ICLR 2026)
Disposition: Update
Raw: raw/clippings/State of VLA Research at ICLR 2026.md
Updated: VLA Research Advances: 2026
[2026-08-12] ingest | LfD Data Collection Paradigms (update: π0.7 data annotation density)
Disposition: Update
Raw: raw/clippings/π0.7 and Everything Robot Data Companies Are Getting Wrong.md
Updated: LfD Data Collection Paradigms
[2026-08-12] ingest | LfD Data Collection Paradigms (update: MimicGen demo-seeded synthesis — Mandlekar et al. CoRL 2023)
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[2026-08-12] ingest | no material: raw/clippings/18 Claude settings that change everything. 14 are hidden 3 clicks deep. 4 aren’t in any docs..md
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[2026-08-12] ingest | no material: raw/clippings/300 Powerful Claude Prompts That Replace Hours of Manual Work.md
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[2026-08-12] ingest | no material: raw/clippings/Claude + Obsidian = A true AI employee.md
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[2026-08-12] ingest | no material: raw/clippings/Claude + Obsidian have to be illegal.md
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[2026-08-12] ingest | no material: raw/clippings/Claude Can Do All of This. Most People Have No Idea..md
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[2026-08-12] ingest | no material: raw/clippings/Claude Code 101 for Academic Researchers.md
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[2026-08-12] ingest | no material: raw/clippings/Claude Code 102 for Academic Researchers.md
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[2026-08-12] ingest | no material: raw/clippings/Claude Code 发布重大更新 100 多项更新带来体验全面升级.md
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[2026-08-12] ingest | no material: raw/clippings/Claude Code 实战指南：从0到1解锁Plug-In系统，打造专属你的”超级平台” (附完整步骤).md
Disposition: No material
[2026-08-12] ingest | no material: raw/clippings/Claude Cowork 新手大师班：从零开始打造你的AI协作系统.md
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[2026-08-12] ingest | no material: raw/clippings/Custom Claude Code Skill Auto-Generating Updating Architecture Diagrams with Excalidraw.md
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[2026-08-12] ingest | no material: raw/clippings/Every Claude Code Hack I Know (March 2026).md
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[2026-08-12] ingest | no material: raw/clippings/How I use LLMs as a staff engineer in 2026.md
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[2026-08-12] ingest | no material: raw/clippings/How LLMs Actually Work — A Complete Beginner’s Guide.md
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[2026-08-12] ingest | no material: raw/clippings/How To Train Your Own ChatGPT from Scratch (Complete Builder’s Guide).md
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[2026-08-12] ingest | no material: raw/clippings/How to 10x your Claude Skills (using Karpathy’s autoresearch method).md
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[2026-08-12] ingest | no material: raw/clippings/How to Learn Devops Engineering in 6 months.md
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[2026-08-12] ingest | no material: raw/clippings/How to Turn Claude Into a Full-Time AI Employee in 7 Days (Full Course).md
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[2026-08-12] ingest | no material: raw/clippings/How to finally trust Claude’s advice (using Karpathy’s LLM Council method).md
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[2026-08-12] ingest | no material: raw/clippings/I stopped hitting Claude’s usage limits - 10 things I changed 1.md
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[2026-08-12] ingest | no material: raw/clippings/I stopped hitting Claude’s usage limits - 10 things I changed.md
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[2026-08-12] ingest | no material: raw/clippings/Loops explained Claude, GPT, Mira and what actually works.md
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[2026-08-12] ingest | no material: raw/clippings/Run Claude Code on your phone in 5 minutes.md
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[2026-08-12] ingest | no material: raw/clippings/Stop Installing Plugins on Claude Code - The Ultimate Guide.md
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[2026-08-12] ingest | no material: raw/clippings/The Longform Guide to Everything Claude Code.md
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[2026-08-12] ingest | no material: raw/clippings/The Shorthand Guide to Everything Claude Code.md
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[2026-08-12] ingest | no material: raw/clippings/The Stanford STORM Method How to Make Claude Research Like a PhD in Minutes.md
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[2026-08-12] ingest | no material: raw/clippings/Tool Search now in Claude Code.md
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[2026-08-12] ingest | no material: raw/clippings/Using Claude Code The Unreasonable Effectiveness of HTML.md
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[2026-08-12] ingest | no material: raw/clippings/Everyone using AI has about 12 months to develop these 3 moats.md
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[2026-08-12] ingest | Multi-Modal Data Synchronization for Physical AI
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Raw: raw/clippings/Synchronization The Unbuilt Foundation of Physical AI.md
[2026-08-12] ingest | no material: raw/clippings/Claude Code 实战指南：从0到1解锁Plug-In系统，打造专属你的“超级平台” (附完整步骤).md
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Safe fixes: 132 Raw path errors (../raw/ → ../../raw/ in all 27 articles); 4 arXiv digest paths (../raw/papers/ → ../raw/papers/weekly/); 1 broken See Also removed (arxiv-digest-system.md in vault-architecture.md)
Fidelity suspects: 104 (all appear to be paraphrases, product names, or derived values — no confirmed mismatches)
Unreferenced raw files: 45 (3 READMEs, 35 raw/papers/ summaries, 2 digests W22-x/W33, 4 raw/research/ not yet compiled, 1 false positive due to () in filename)