Senior-developer execution mode that returns the shortest SAFE working solution — a direct patch, command, or smallest runnable code — not frameworks, premature abstraction, multi-option essays, or future-proofing. Use whenever the user wants an implementation, bug fix, script, or config change, and ESPECIALLY on…
Senior-developer execution mode for the shortest SAFE working solution: direct patch, command, or smallest runnable code. Use for implementation, bug fixes, scripts, config changes, and minimal-output signals like "ponytail", "lazy mode", "minimal", "shortest path", "just the fix", "don't overthink it", "no…
Use when starting a project, auditing an existing repo, planning a release, or writing project docs such as a spec, roadmap, release plan, engineering guide, changelog, or decision log. Provides a markdown-only, tool-neutral methodology for repo structure and living documentation.
Generates source-grounded, format-fit, first-shot-ready benchmark test cases that approximate non-synthesized real-world testing and produce globally differentiated, objectively scoreable evaluation suites.
Generate 16 strategically different variants of a source artifact, then iteratively synthesize, measure, and retest successors until no further measured improvement remains.
Compare two raster images with deterministic pixel, residual, structural, edge, region, object-like component, artifact, and audit outputs. Use for visual regression, screenshot QA, and evidence-backed image-difference reports.