iterative-refinement

Building QA tools where the plan must be the authoritative spec and implementation is adversarially validated.

Multi-turn agent workflows where a human must review a plan before expensive implementation decisions are locked in.

Separating code review (clean diff) from planning artifact archiving, allowing reviewers to focus on implementation while preserving design rationale as write-once history.

Quick 30-second sanity check before implementing a medium-complexity plan (1-4 files)

Staged multi-agent compilation loops with spec-grounded verification.

When you need comprehensive post-implementation verification across goals, QA, code, and security.

Iterative review-and-revise cycles for plans or code with persistent approval tracking.

Design review before implementation when architectural fit, edge cases, and code reuse must be vetted before work starts.

Getting a staff engineer review of an implementation plan against project conventions before coding

Best for code review when multi-perspective consensus ensures quality.

Best for code review when multi-perspective consensus ensures quality.

Building features with test-first discipline across multiple implementation rounds.

Orchestrate multi-agent improve across parallel branches and synthesis.

Implementing detailed plans when batch execution with architect review gates prevents divergence.

Execute coded development tasks against a spec with verification gates.