Capabilities

Coordinate AI agents on real work — with guardrails you set.

Multi-agent workflows for code and documents, open-model routing, local or sovereign deployment, budget control, human approval and audit trails. One system, your rules.

How it starts

Small enough to try, serious enough to keep

Start with one workflow on one repository or one document set. Extend only when the evidence convinces you.

Pick a workflow

Set the guardrails

Review the evidence

Operating principles

Describe

State the goal, the boundaries, the budget and who approves. That's the whole setup.

Run

Agents analyze, plan, execute, review and test — each step routed to the model that earns it, within your budget.

Review

You get the result, the report and the full trace. Approve, request changes, or take over — nothing ships without you.

Capabilities

Multi-agent improvement workflows

Coordinate specialized agents that analyze, plan, code, review, test and report on your codebase — each step visible, each result reviewable.

Open models first

The default fleet is open models — local or hosted. Connect paid providers only for the tasks where they earn their cost, and see why.

Local and sovereign deployment

Run the whole loop on your machine or your infrastructure. Your code, prompts and results never leave the boundary you set.

Hybrid model routing

Route each task across local runtimes, free GPU endpoints, freemium APIs and premium providers — with budget caps and automatic fallbacks.

Budget-aware AI usage

Set a budget before work starts. The system reserves, meters and stops at the limit — no surprise bills, no silent overruns.

Human approval gates

Nothing sensitive ships without you. Review surfaces, approval steps and escalation paths are part of the workflow, not an afterthought.

Audit trails and traceability

Every decision, route, retry, cost and human intervention is recorded. You can always answer: what ran, where, why, and who approved it.

Review, test and report loops

Code changes go through reviewer and tester roles before they reach you, with a concise report of what was done and what remains.

Bring your own subscriptions

Already pay for a coding assistant or an API? Plug it in as one route among others and keep your existing investments working.

Knowledge on your documents

Ground the agents in your own documents and data, indexed privately, with journaled access — never uploaded to third parties by default.

Guided task recipes

Non-developers on your team can launch pre-framed, reviewed tasks — drafting, summarizing, structured analysis — with the same guardrails.

Reports you can stand behind

Structured outputs with traceable sources and explicit uncertainty, ready for a human decision — not a wall of confident-sounding text.