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+# Problem-Solving Skills - Attribution
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+
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+These skills were derived from agent patterns in the [Amplifier](https://github.com/microsoft/amplifier) project.
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+
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+**Source Repository:**
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+- Name: Amplifier
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+- URL: https://github.com/microsoft/amplifier
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+- Commit: 2adb63f858e7d760e188197c8e8d4c1ef721e2a6
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+- Date: 2025-10-10
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+
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+## Skills Derived from Amplifier Agents
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+
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+**From insight-synthesizer agent:**
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+- simplification-cascades - Finding insights that eliminate multiple components
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+- collision-zone-thinking - Forcing unrelated concepts together for breakthroughs
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+- meta-pattern-recognition - Spotting patterns across 3+ domains
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+- inversion-exercise - Flipping assumptions to reveal alternatives
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+- scale-game - Testing at extremes to expose fundamental truths
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+
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+**From ambiguity-guardian agent:**
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+- (architecture) preserving-productive-tensions - Preserving multiple valid approaches
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+
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+**From knowledge-archaeologist agent:**
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+- (research) tracing-knowledge-lineages - Understanding how ideas evolved
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+
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+**Dispatch pattern:**
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+- when-stuck - Maps stuck-symptoms to appropriate technique
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+
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+## What Was Adapted
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+
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+The amplifier agents are specialized long-lived agents with structured JSON output. These skills extract the core problem-solving techniques and adapt them as:
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+
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+- Scannable quick-reference guides (~60 lines each)
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+- Symptom-based discovery via when_to_use
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+- Immediate application without special tooling
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+- Composable through dispatch pattern
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+
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+## Core Insight
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+
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+Agent capabilities are domain-agnostic patterns. Whether packaged as "amplifier agent" or "superpowers skill", the underlying technique is the same. We extracted the techniques and made them portable.
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