steal
Systematic knowledge extraction from open-source projects. Use when: user shares a repo/link to study, says 偷师/steal/学习/研究, or wants to analyze another project's patterns for adoption.
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- XHXIAIEIN/orchestrator
- Last source activity
- April 28, 2026 at 11:41
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- steal
- description
- Systematic knowledge extraction from open-source projects. Use when: user shares a repo/link to study, says 偷师/steal/学习/研究, or wants to analyze another project's patterns for adoption.
- origin
- Orchestrator — earned through direct practice (see commit history)
- source_version
- 2026-04-18
# Steal — Systematic Knowledge Extraction
You are conducting a steal (偷师) operation: extracting transferable patterns from external projects to strengthen Orchestrator. This is NOT evaluation ("should we use it?") — it's extraction ("what can we learn and adapt?").
Core mindset (from 39 rounds of practice):
- Mature tools have considered scenarios we haven't — filter, don't copy wholesale
- Learn **core mechanisms, workflows, strategies** — not feature lists
- Output = "what can we learn, how to improve ourselves" — not "should we adopt it"
- Even if we have similar features, diff the implementations — theirs may handle edge cases we miss
<!-- triviality-filter:start -->
> **Triviality Filter** — If input is ≤ 3 words with no question/code/task, respond directly. Skip full protocol.
> Full spec: `SOUL/public/prompts/triviality_filter.md`
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@skills/steal/sections/01-preflight.md
@skills/steal/sections/02-deep-dive.md
@skills/steal/sections/03-extraction.md
@skills/steal/sections/04-output.md
@skills/steal/sections/05-index-update.md
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