Industry × Medicinetwo platforms, one architecture

Let AI understand, invoke and reuse your expert knowledge

A self-developed industrial AI platform that turns scattered engineering knowledge and business processes into reliable, traceable, auditable agent workflows.

The thinking, organizing and orchestration layer

The "brain" of a multi-agent system — responsible for thinking, persona and organization, memory scheduling and tool routing; the single source of truth for conversation and decision.

One API, three memory engines

A unified AI memory service — one API integrating conversational memory, user profiles and knowledge graphs, with a ready-to-use admin UI and multi-tenant governance.

Self-hosted voice, fully local inference

A self-hosted voice platform — real-time transcription, streaming synthesis with voice cloning and end-to-end voice conversation, all on local inference and a single GPU.

From spotting anomalies to understanding why they happen

Perception and understanding for the shopfloor — vision-language (VL) models and recognition covering defect detection, assembly-state and part recognition, OCR, visual quality analysis and video behavior understanding, fused across modalities.

Close the loop from knowledge to translation

An AI-agent platform for hospitals, key labs, clinical teams and hospital-industry collaboration — turning medical knowledge, research data, expertise and clinical questions into capabilities that can be understood, reasoned over, shared and continuously accrued.

The cognition, planning and execution core for research agents

The cognition, planning and execution core for medical research and translation agents — task decomposition, multi-agent collaboration, clinical study orchestration and evidence analysis.

Give the institution a medical memory of its own

The research knowledge and experience base for a medical institution — accruing literature, guidelines, disease knowledge, expertise, projects, clinical cases, experimental data and translation materials.

Turn what was said into usable records

The natural-interaction entry point for medical settings — patient dialogue, outpatient dictation, record structuring, research interviews, conference minutes and voice-driven agents.

Turn imaging and lab images into reasoning-ready evidence

Perception for medical imaging, experimental data and clinical visual information — imaging understanding, image-assisted analysis, experimental and pathology image recognition, and multimodal medical data fusion.