Before implementation

Pressure-test the plan with another model.

Plans encode assumptions about the existing system, failure modes and rollout. A second model can identify gaps while change is still cheap.

What a strong review covers

Ask for challenge, not applause

A vague “Does this look good?” invites reassurance. Instead ask the reviewer to find the strongest counterargument, identify irreversible decisions, name assumptions unsupported by evidence and say which missing fact could change its recommendation.

Example request

“Ask GLM to review this implementation plan against the current repository. Focus on interface compatibility, data migration, failure recovery, tests and rollout. Cite evidence, rank material gaps and propose a simpler alternative if one exists.”

Use disagreement productively

If the reviewer disagrees, compare the assumptions behind both approaches. A different preference is not necessarily a defect. If it finds a factual mismatch with the repository, resolve that before implementation. Even when the models agree, retain human ownership and verify consequential claims.

Khimba displays the proposed plan and repository evidence, exact reviewer, estimate and maximum charge before submission. No source is uploaded before confirmation.

Challenge the plan before the code.

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