Understand, reason, generate
Use general-purpose language and multimodal models for understanding, planning and content creation. Organize context, tools and output checks for each task while keeping models replaceable.
DEEPBEANTECHNOLOGY & RESEARCH
Intelligence needs capability.
Symbiosis needs a system.
We work at the intersection of multimodal understanding, long-term memory, embodied action, world models and multi-agent collaboration. Our central task is connecting model capabilities to persistent products: memory informs action, actions have consistent consequences and outcomes can be verified.
CONTINUITY OF LIFE
Let an experience change the next action.
Organize identity, goals, source-linked memory, relationships and executable skills into persistent life state. Foundation models support understanding and planning; the runtime governs action, recording and which experiences inform the next decision.
Engineering samples: model calls, source-linked memory, action and recovery. Continuous growth and complete life quality remain in development.
FOUNDATION MODEL CAPABILITIES↕
NuwaAgentEngine
01Identity & goals
02Memory & relations
03Planning & skills
04Action & experience
HUMAN AUTHORITY · PROVENANCE · VERIFIABLE OUTCOMES
CONSISTENCY OF A WORLD
Make every choice part of a shared history.
Use events, rules and persistent state to coordinate multiple actors. Models propose intentions; the world validates actions, updates resources and relationships, and preserves shared consequences that can be recovered and replayed.
Target architecture: persistent worlds, multi-actor scheduling and replayable societies. Partial state and action paths exist; the unified platform is in development.
FOUNDATION MODEL CAPABILITIES↕
FuxiWorldOS
01Observation & intent
02Rules & transactions
03Events & state
04Recovery & replay
HUMAN AUTHORITY · PROVENANCE · VERIFIABLE OUTCOMES
CREATION YOU CAN ENTER
From a generated image to a playable world.
Build around world definitions, scene graphs, interactive objects and asset provenance. Connect generation, editing, rehearsal, quality checks and releases so creators can deliver interactive, maintainable experiences.
Target architecture: a creation and publishing pipeline for lives and worlds. LiveLiva provides practical creation and publishing work; the full SceneStudio is in development.
FOUNDATION MODEL CAPABILITIES↕
PanguSceneStudio
01World definition
02Generate & edit
03Rehearse & verify
04Version & publish
HUMAN AUTHORITY · PROVENANCE · VERIFIABLE OUTCOMES
02MODELS & RUNTIMES
Identity, state, consequences
Application runtimes maintain identity, memory, permissions, skills and world state. Proposed actions pass rule and authorization checks before execution; outcomes feed the next observation.
Our present focus is application and runtime research. We do not claim a proprietary general-purpose foundation model, a complete deployed world model, parameter-level continual learning or autonomous recursive self-improvement.
03RESEARCH QUESTIONS
Memory & continual learning
How can shared experience become source-linked, correctable memory? Can experience improve later behavior and transfer to new tasks?
Embodiment & world models
How can understanding connect to space, objects and action? How can generated worlds support interaction, consistent state and persistence?
Multi-agent collaboration & value
How can agents divide work around human goals, with delivery, acceptance and clear rights governing value exchange?
Evaluation & recoverability
How do we evaluate memory use, action consistency and delivery quality? How can a system resume an experience without duplicating actions?
04RESEARCH WE FOLLOW
These public works help frame our research questions. They do not imply a partnership, endorsement or equivalent capability.
LET’S BUILD WHAT’S NEXT
Work with usMake it happen.
Agent development, interactive experiences and technology partnerships.