iterative-refinement

Designing high-stakes proposals with ironclad guardrails (firewall, polarity, ADR-18 floor) and domain-agnostic, a11y-compliant mockups that operator must confirm before code.

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

Converting an approved plan into code while surfacing every deviation and stopping on blocking gaps, preserving the plan intent with minimal changes.

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.

multi-phase agent orchestration

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

Execute coded development tasks against a spec with verification gates.

idea vetting and specification

code review cycles

code review cycles

multi-phase agent orchestration