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ShaheerKhawaja ShaheerKhawaja

Auto Optimize

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Description

--- name: auto-optimize description: "Self-improving agent optimization — generates challenger variants of any agent/command, benchmarks against baseline, promotes winners, logs learnings to instincts. Inspired by Karpathy's autoresearch pattern." arguments: - name: target description: "Agent or command to optimize (e.g., 'code-reviewer', 'security-hardener', '/production-upgrade')" required: true - name: challengers description: "Number of challenger variants to generate (defaul

Installation

Installs to ~/.claude/commands/shaheerkhawaja-productionos-auto-optimize.md

Terminal
mkdir -p ~/.claude/commands && curl -fsSL https://raw.githubusercontent.com/ShaheerKhawaja/ProductionOS/HEAD/.claude/commands/auto-optimize.md -o ~/.claude/commands/shaheerkhawaja-productionos-auto-optimize.md

Restart Claude Code, or start a new session, for it to be picked up.

Full documentation available on GitHub

View Source Repository