Infer the requesting operator's technical fluency from message content (never ask directly) and adapt register — business, hybrid, or technical — across SDLC workflow output. Use when starting sdlc, brainstorm-feature, plan-feature, verify-work, publish-notes, or session-report, or whenever a request's phrasing signals a non-technical or cross-stack operator.
Deep audit of a skills directory against the Skill Creator standard. Produces a scored report and phased remediation plan.
Clarify a rough product or engineering idea into a BRD-lite brief (Why) with measurable business value.
Run an AI-assisted PR code review using multi-layer lenses with confidence scoring.
Review an entire codebase against framework best practices and generate a prioritized improvement plan.
Prepare and verify a staged or production deployment with rollback and smoke checks.
Turn an approved PRD or implementation goal into SRS/FRS technical requirements (How), architecture, contracts, and verification decisions.
Unified developer workflow for fixing bugs. Analyzes issue-tracker context, cross-checks docs/code, proposes a solution, implements the fix, verifies locally, and delivers a PR/MR.