ARCHITECTURE
Four-Layer Business Architecture
From silicon to information carrier · Four layers stacked · Four user types, each finds value
Chip, Hardware & Computing Architecture
Chip · Hardware · Computing ArchitectureSelf-developed processors + edge inference deployment + cloud-edge collaborative scheduling — full-stack control from silicon to hardware that runs software.
Model Training, Fine-tuning & Deployment
Model Training · Fine-tuning · DeploymentSelf-developed model core · distillation · fine-tuning · anti-reverse engineering — not calling third-party APIs, but autonomous training, deployment, and protection.
Agent Design & Deployment
Agent Design & DeploymentMulti-agent collaboration · pipeline orchestration · task scheduling · self-developed Agent framework — turning models into executable action units in specific business scenarios.
Dry Computation Services
Dry Computation ServicesNeoantigen pipeline · VCF-Report · pMHC structure prediction · mRNA optimization · Genome interpretation report · Science education — information carriers delivered to humans.
For Four User Types
Different users find value at different layers
Research
Research
Chip architecture collaboration · Joint model R&D · Full-stack tech integration
Enterprise/Pharma
Enterprise
Custom hardware deployment · Model privatization · Agent customization · Batch pipeline delivery
Medical
Medical
Neoantigen pipeline · Genome reports · Clinical-grade dry computation services
Personal/C-End
Personal
Four-dimensional digital twin · Genome interpretation · Science education
Implementation details of L1-L3 are not disclosed on public pages, available on-demand under collaboration frameworks.