Research notes and field perspectives on world models, game data, virtual environments, 3D assets, and AI training infrastructure.
Featured Insight
3D Assets
Geometry, topology, materials, scale, orientation, captions, rendering views, validation, and provenance — the fields that turn a mesh dump into 3D training data.
August 28, 2026 · 4 min read
Latest
Research Notes
Independent notes on WorldCraft’s world-space object trajectories, camera-object composability, and the annotation fields production datasets need for off-camera state.
August 27, 2026 · 6 min read
Research Notes
An independent analysis of AlayaWorld and the gameplay video, actions, state, and temporal data behind long-horizon playable world models.
August 27, 2026 · 7 min read
AI Evaluation
How to specify, build, and judge playable game datasets for coding agents — including why compilation success is not playability, and how automated checks plus human play have to work together.
August 26, 2026 · 5 min read
Research Notes
Independent analysis of AlayaWorld’s mixed real/game training corpus, bounded spatial memory, and what production teams should copy from the data mixture rather than from the demo.
August 25, 2026 · 6 min read
Research Notes
What WorldCoder-Bench reveals about training-ready Three.js worlds, GLB assets, runtime state, behavioral contracts, and AI-agent evaluation.
August 25, 2026 · 9 min read
Research Notes
An independent analysis of ForgeWM, focusing on keyboard-mouse alignment, Minecraft trajectory data, few-step causal training, and what production game datasets still need to supply.
August 24, 2026 · 10 min read
Research Notes
Independent notes on ActWorld’s action-aware memory and 100K interaction videos, with a production reading of captions, phase labels, and evaluation versus training data.
August 24, 2026 · 8 min read
Game Data
A production checklist for game datasets used in AI training: specification, runtime, world state, actions, licensing, provenance, and QA — and why a folder of game files is not a dataset.
August 24, 2026 · 5 min read
World Models
Why world-model training data from games must synchronize video, actions, state, events, telemetry, and camera — and why video alone cannot supervise interactive dynamics.
August 24, 2026 · 5 min read
Data Quality
A practical, non-legal map of authorization, provenance, and delivery for game code, 3D assets, audio, and virtual worlds used as AI training data.
August 24, 2026 · 4 min read
Bring us the environment, authorization context, and learning objective. We will scope a production-ready data program around it.