The frontier is running out of data. Asia isn’t.
Real trajectories have no shortcuts.
Emerge sources, builds, and produces AI training data across Asia — licensed game trajectories, purpose-built RL environments, and custom agent, video, and speech data. Every set ships consent-cleared and commercially licensed, delivered to frontier labs worldwide.
Licensed gameplay from Asia’s game industry.
We find the studios, clear the rights, integrate with the engine, and capture full player trajectories — video, inputs, state, tasks, and outcomes, frame-synchronized.
Explore Data ProductsBuilt to your model’s spec, not off a shelf.
RL environments and Asia-scenario collection — desktop and mobile agents, egocentric video, dialect speech — scoped around your model’s weakest task and proven in a paid pilot.
Work With UsEvery trajectory we ship is licensed at the source, schema-complete, and verified end to end.
Rights-cleared player trajectories from live and sunset Asian games.
World ModelsResettable, parameterized environments with automatic reward and result verification.
RL ResearchDesktop and mobile agent traces across WPS, LINE, KakaoTalk, and e-commerce back ends.
Computer-Use AgentsFirst-person hand-operation video: packing, sorting, assembly, and tool use.
Embodied AI & VLADialect and scenario speech — segmented by region, age, environment, and device.
Speech & AudioVideo, inputs, engine state, task goals, and outcomes — frame-synchronized.
Game AgentsSuccess, failure, and recovery trajectories from real human operators.
Offline & Online RLThree ways we supply the data frontier AI needs
A game data supply network across Asia's studios.
We source mid-size studios, indie teams, and sunset titles, run rights diligence, license gameplay for AI training, and instrument the engine to capture full player trajectories.
Explore Game DataRL environments with verifiable reward.
Executable environments where reward is checked by execution, not opinion — resettable, parameterized, and auto-graded, with complete engine-state output. Sold as trajectories, task generators, or executable environments.
Explore EnvironmentsCustom collection for Asian scenarios.
Agent traces, egocentric video, dialect speech, document understanding, and e-commerce data — produced to your spec through a paid pilot, not stockpiled and resold.
Start a PilotData you can legally train on — not just benchmark against
The strongest public datasets a lab might reach for — leading open egocentric-video sets, the largest open humanoid-robot corpora, the biggest Asian-language speech collections — are research-only or non-commercially licensed. You can evaluate on them. You can't ship a product trained on them. Everything we deliver is cleared at the source.
Consent-cleared at the source
Model releases and source authorization are collected before capture — from studios, operators, and speakers — not reconstructed after the fact.
Commercially licensed, not CC-NC
Every dataset carries an AI-training grant with a documented chain of title, so it can train the models you actually ship — not just the ones you publish papers about.
A rights report with every delivery
Source, authorization, and license scope documented per dataset — so your legal team signs off as fast as your research team does.
From Asia's studios to your training runs.
How we work.
Your model's weakest task.
Our next pilot.
Tell us what your model can't do yet. We'll scope a paid pilot: 20–50 tasks, 50–200 trajectories, a data schema, and a quality & licensing report.
Start a Pilot