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SkillsMP has collected 8 skills from XyraSinclair/forward. Open a skill to review its source and details.
Showing 8 of 8 collected skills.
Run one Drive Forward cycle — orient on the project's intent, interview if needed, hunt for issues with a statistical stopping rule, make safe well-scoped improvements, verify, and appraise worth. Use when the user says "/forward", "drive this forward", "push…
Hunt a codebase for issues (bugs, duplication, drift, inefficiency) under a statistical stopping rule — issues beget issues, and an area is only released after enough clean spend that the upper confidence bound on the remaining rate drops below its value…
Capture and compile a project's strategic intent from the stream of prompts, corrections, and decisions over time — deduplicating, weighting recent statements over old, and recording supersessions instead of silently forgetting. Use when bootstrapping…
Measure whether shipped changes were actually liked and what they were worth — elicit valuations from the user, record worth against tokens spent, and feed the results back into stopping thresholds and direction weights. Use at the end of a cycle, after a…
Elicit what models genuinely feel and think about a codebase — unease, admiration, embarrassment — and use it as a calibrated prior for where issues live and where structure wants to go. Use at the start of a hunt, before large refactors, when consulting…
Raise touched code toward canonical, diamond-grade form — deduplicate, simplify isomorphically, remove efficiency losses, sharpen interfaces — guided by the von Neumann and Feynman tests. Use when improving code quality, hunting duplication, refactoring, or…
Identify the independent dimensions along which a project could grow, then interview the user — once, in one batch — about which directions excite them, what scope appetite they have, and what's off-limits. Use when the intent ledger is stale or silent on a…
Discipline for making changes safe and well-scoped — blast radius estimated before editing, one concern per change, reversible checkpoints, commit early and push immediately. Use before and during any non-trivial edit, especially autonomous ones.