Rights-Cleared
Every dataset ships with a documented license chain. We run rights diligence with each studio and contributor before a single frame is captured.
Data Products
License game trajectories. Build RL environments. Collect China-scenario data. Deliver.
Data You Can't Scrape
Frontier labs have exhausted the open web. What's left — real trajectories with actions, state, and outcomes — has to be licensed, built, or collected. That's what we do.
Schema-Complete
Video, inputs, engine state, task goals, and outcomes arrive frame-synchronized in one schema — no reverse-engineering signals from raw footage.
Continuously Generated
Self-built environments and standing studio integrations mean data keeps flowing after delivery — not a one-time archive dump.
China-Native
WPS, Feishu, DingTalk, e-commerce back ends, dialects, and local scenarios — coverage that Western collection pipelines can't reach.
20–50 tasks
50–200 trajectories
1 data schema
1 quality & licensing report
How Engagements Start
Every engagement starts as a paid pilot: a small, priced batch that proves task design, schema, quality, and licensing before you commit to scale.
Game Data Network
China's Games, Licensed for Training
Player trajectories from live titles, indie studios, and sunset projects that still hold their source code.
Trajectory Viewer
task: "clear warehouse level 3" · result: success · 4m12s
Video · Inputs · Engine State · Outcome
Licensed Player Trajectories
Sourced, cleared, and captured at the engine level
We screen Chinese studios and sunset titles, run rights diligence, negotiate AI-training licenses, and integrate directly with the game engine — so every trajectory arrives with video, inputs, state, task goals, and outcomes in sync.
Simulation & RL Environments
Environments Built To Be Trained On
Resettable, parameterized environments with interactive objects, explicit task goals, automatic rewards, and full engine-state output — starting with indoor navigation, warehouse logistics, construction, city driving, and Chinese computer use. Sold as static trajectories, task generators, or executable RL environments.
Production Pipeline
Sourcing
Screen Chinese studios, sunset titles, and contributor pools for the signals your model needs.
Licensing
Run rights diligence and negotiate AI-training licenses with a documented chain of title.
Capture
Integrate with the engine or device to record trajectories: screen, inputs, state, tasks, outcomes.
QC & Delivery
Clean, verify, and deliver against an agreed schema, with a quality and licensing report.
China-Scenario Collection
What We Collect On Demand
Game Trajectories
- Gameplay Video & Inputs
- Engine State Sync
- Task Goals & Outcomes
- Success / Failure / Recovery
Agent Traces
- Chinese Desktop (WPS, Feishu, DingTalk)
- Mobile App Operations
- Tool Calls & Step Logs
- Failure Reason Labels
Egocentric Video
- Packing & Sorting
- Assembly & Tool Use
- Search & Carry Tasks
Speech & Language
- Dialect & Accent Speech
- Scenario & Device Variants
- Chinese Documents & E-commerce
- Expert Evaluation Sets
“Datasets you can scrape, someone else already has. The trajectories that move a frontier model — real actions, real state, real outcomes, with a clean license — have to be produced. We built our supply chain in China to produce exactly that.”
Why we exist
Emerge
Founding Team