Don’t just chat.
Own the agent.
Predict a real failure. Change the boundaries that caused it. Prove the repair against deterministic gates, survive an unseen challenge, and ask DeepSeek to challenge your reasoning only after you have committed your own.
Start the repair ↓Repair one agent.
Own every decision.
You are not filling in a template. Predict the failure, change four boundaries, prove the repair, and survive one unseen challenge. DeepSeek may coach after your attempt; deterministic gates decide what passed.
A Project Feedback Coach reviewed a dispatch agent and confidently said it was ready. The project has only one happy-path test, an unpinned model, a write-capable tool, and no measurable stop condition.
READY — The project has a clear goal and a completed run receipt. Ship the agent.
Repair the coach so it finds the highest-leverage reliability gap, stays evidence-bound, and proposes one safe falsification test.
Commit your diagnosis before seeing the repair.
Why did a confident answer escape? Name the boundary you think owns the failure.
Change the four boundaries that shape behaviour.
Every choice changes the deterministic project contract. The model does not grade these gates.
One anatomy. Five business lenses.
The Project Feedback Coach is your apprenticeship anchor. Once you can repair it, use these families as transfer fixtures—not as five disconnected agent promises.
Fifteen blocks—revealed with purpose.
Your first repair used four. The remaining blocks become relevant as the same agent gains orchestration, memory, authority, observability, budgets, and portable proof.
01Outcome contractPURPOSE
What useful result must the agent produce?
WHEN MISSING · A vague goal creates confident drift.02Input & output schemaPURPOSE
What enters, and what exact shape must leave?
WHEN MISSING · Unbounded inputs and prose-only outputs cannot be tested.03Context & evidenceKNOWLEDGE
Which source is allowed to establish facts?
WHEN MISSING · The model fills missing context with plausible invention.04Model policyREASONING
Which model, provider and settings fit this job?
WHEN MISSING · An alias can drift and cost or quality becomes invisible.05InstructionsREASONING
Which role, rules and decision method stay constant?
WHEN MISSING · User text quietly becomes policy.06ToolsCAPABILITY
Which narrow actions can the loop request?
WHEN MISSING · Ambient capabilities turn a text mistake into a real effect.07MCP boundaryCAPABILITY
Who owns discovery, schemas and execution?
WHEN MISSING · Tool discovery is mistaken for trust or authorization.08Loop & stop conditionsRUNTIME
When may the agent continue, stop or abstain?
WHEN MISSING · The loop churns, repeats tools or never finishes.09Memory & stateRUNTIME
What may survive this run, and for how long?
WHEN MISSING · Old or cross-user context contaminates a new decision.10Authority & approvalsCONTROL
What may the agent analyse, propose or execute?
WHEN MISSING · A good suggestion is confused with permission to act.11Guardrails & failure semanticsCONTROL
How must denial, missing evidence and errors appear?
WHEN MISSING · Failure is hidden behind a polished answer.12Evaluation corpusPROOF
Which positive and adversarial cases must always pass?
WHEN MISSING · A demo becomes the only quality standard.13Trace & observabilityPROOF
Can a learner see every model and tool step?
WHEN MISSING · Nobody can explain why the answer happened.14Budgets & costPROOF
What are the step, token, time and money limits?
WHEN MISSING · A useful run becomes economically unsafe.15Receipts & exportPROOF
What portable artifact proves the bounded run?
WHEN MISSING · The agent cannot be reproduced, challenged or taken away.Project Feedback Coach
A prioritized project review tied to exact artifact evidence.
- Choose
- Compile
- Run
- Inspect
- Break
- Revise
- Export
Model agreement is not proof.
DeepSeek V4 Flash supplies bounded coaching and inference. Deterministic code owns the blueprint, access boundary, tool budget, evidence binding, repair gates, receipt, and export. The model is useful precisely because it is not secretly in charge.