Use only for concise, neutral, non-directive suggestions about a user-specified topic. Output practical options with risks/trade-offs, without guarantees, pressure, commands, or professional conclusions.
Revises operational text for agent execution with minimal wording while preserving intent, safeguards, protected tokens, validation evidence, handoff state, scripts, and localization.
Improves operational text so AI agents can parse intent, act reliably, preserve safeguards, and validate completion with the fewest words needed for correct execution.
Revises operational text for agent execution with minimal wording while preserving intent, safeguards, protected tokens, validation evidence, handoff state, scripts, and localization.
Sanitize unpushed local git commits from ai-dev-loop R/K loops. Use when a branch has local R: or K: commits and an agent needs to remove .ai-dev-loop/ artifacts, rewrite human-readable commit messages, preserve authors/dates, and prepare history before push or review.
Sanitize unpushed local git commits from ai-dev-loop R/K loops. Use when a branch has local R: or K: commits and an agent needs to remove .ai-dev-loop/ artifacts, rewrite human-readable commit messages, preserve authors/dates, and prepare history before push or review.
Run an auditable R/K loop. R reviews requirements, plans, diffs, tests, documentation, risks, and evidence. K responds to every required finding, scans whole-change impact, updates all directly affected files, validates, and records evidence.
Build large, diverse, auditable benchmark datasets and measurement harnesses for evaluating prompts, skills, specs, agents, or candidate versions across scenarios, languages, contexts, and risk levels.
Unpack and compare candidate versions, independently score each one, then build a stronger best-version successor using evidence-backed best practices.
Compare candidate versions, synthesize an evidence-backed successor, then measure it against the candidates to validate the best measured version before making a recommendation.