domains / families / agent-tooling / zipai-optimizer

zipai-optimizer

authentic

Ultra-dense token optimizer skill for prompt caching, log pruning, AST-based inspection, and minified JSON payloads.

When to use

• Use this skill when the request needs context-window-aware triage, prompt caching optimizations, concise technical output, ambiguity handling, or selective reading of logs, source files, JSON/YAML payloads, VCS output, or MCP tool results.

When not to use

• **Brainstorming:** disable during creative/open-ended design phases.
• **Grep Blindness:** key context may fall outside filter boundaries.
• **Overshadowing:** aggressive pruning may drop micro-variables in long sessions.

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