How It Works
Specialists move in a calm, predictable flow, with clear handoffs, scoped tools, and grounded answers from your private knowledge.
Each request moves through clear roles and deterministic handoffs, so teams get reliable outcomes with full traceability.
Purpose-built AI models optimized for vision, language, or data tasks.
Vision specialists analyze images; language specialists interpret and generate text; data specialists convert questions into safe operations.
Structured signals ensure precise data handoffs, no debates and no noise.
Each handoff includes schemas and metadata so specialists receive exactly what they need.
Collaboration unlocks solutions beyond any single specialist.
Combining vision, language, and data produces automated reports and end-to-end workflows.
The orchestrator manages tasks step by step.
It preserves context, handles retries, and deterministically assigns the next specialist.
Secure connectors under strict policies.
Search, files, APIs, and databases run with logging, permissions, and privacy safeguards.
Plug in domain experts without changing orchestration.
Swap SQL, CRM, compliance, or other specialists based on your exact use case.
Built for private environments where control, traceability, and operational safety are non-negotiable.
Run models close to your systems so sensitive data stays inside your environment.
Tool and data access are scoped by role and policy, with only the permissions required per task.
Every decision path can be logged, reviewed, and validated for compliance and operational assurance.
Approvals and verification steps can be added for high-impact tasks before actions are finalized.
Supports restricted-network and air-gapped contexts where internet access is limited or prohibited.
Swap models, tools, and connectors without reworking the whole workflow architecture.
Model choices remain flexible so teams can adapt capabilities without redesigning the whole architecture.
All models are free and open-source on Hugging Face, ready for deployment in private environments.
We can help you design a secure, local-first rollout path with the right specialists, controls, and integration priorities.