A specialist shows where your agent falls short and what better looks like. Turn those findings into repeatable tests, automated changes and a focused follow-up review.
Start with an Expert Review. Add tests and automation when they fit your workflow.
A useful review explains the task, the failure and the behavior a specialist expects. That gives your development agent something concrete to improve.
Keep the findings linked to the tested version and observed interactions. Reuse approved cases to check that each new change preserves what already works.
Automate the experiments between reviews. Bring the specialist back to assess the changed behavior and identify the next useful improvement.
A specialist tests an agreed agent version, records what happened and explains what should change.
Translate findings into test cases and expected behavior. The specialist approves what a successful result means.
Your coding agent proposes changes. Evaluate them against fixed tests, regression checks and a budget you control.
The specialist compares the results. You decide what to release. New findings inform the next cycle; resolved cases become regression tests.
A retail specialist tests a returns agent. The customer paid US$80 for a discounted item, but the agent attempts a US$100 refund before the customer confirms.
The feedback gives the developer two precise things to fix—and two tests to keep.
Illustrative example · not a measured result
Keep your existing agent runtime. Add an evaluation harness and a coding agent around it, using open-source frameworks.
The developer guide shows what IXO supplies and what you connect in your own environment. Start with a manual review, add regression checks, then automate experiments when you are ready.
Each finding belongs to a named specialist, a tested version and supporting observations. Check provenance and agree how the feedback may be used before feeding it into an optimizer.
Test the selected candidate on fresh cases outside the optimizer's workspace. A passing score supports the next review; you retain release approval.
The current pilot includes one review and one follow-up within the agreed scope. Automation setup, additional cases and further review cycles are agreed separately.
See what you receive, what to implement and how to connect the optional feedback loop.
