Agent reliability

Make local agent work visible before you trust it.

The problem with agentic work is not only whether the model can answer. It is whether you can see the plan, the role, the handoff, the retry, and the reason a result should be trusted. HAICHI keeps that state visible.

HAICHI local agent workflow with visible plans, roles, and results
Inspect the process. A confident final answer is not enough when the intermediate work matters.

What visible state gives you

Visible state makes local AI workflows easier to judge. It also makes them easier to retry when a step is weak. HAICHI keeps the work in one workspace so the decision is not based on a disconnected transcript.

  • See which agent role produced each part of the output.
  • Keep the plan and result together instead of moving between notes and chats.
  • Retry the weak step without discarding the useful work.
  • Use verifier-style passes to challenge unsupported claims.

The right first workflow

Start with a small task where truth matters: a code review, a test plan, or a release checklist. Ask one agent for the first pass and another to challenge it. If the workflow improves the decision, expand from there.