# Execute Plan Hardcore

> Carry a Gemma Tuner plan through implementation, empirical verification, adversarial audit, and honest closeout. Use only when explicitly invoked. A preregistered KILL is a valid completed result.

- Skill: `mattmireles/execute-plan-hardcore-2` (Agent Skill)
- Install (CLI): `npx skillmds@latest add mattmireles/execute-plan-hardcore-2`
- Raw SKILL.md: https://api.skillmd.com/api/skills/mattmireles/execute-plan-hardcore-2/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Security
- Author: mattmireles (https://skillmd.com/u/mattmireles)
- Updated: 2026-09-22
- Page: https://skillmd.com/skills/mattmireles/execute-plan-hardcore-2

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# Execute plan hardcore

Run every phase and gate using the actual profile, model revision, data split,
and artifact contract. Fix real failures, rerun tests, independently audit
leakage and claims, and update the plan with exact evidence. Never continue
because compute has already been spent.