Working Notes on Agent Systems/Brad Zhang

@teach_fireworks / X longform

Key principles for building reliable Claude Skills: 1 Clear reasoning link > Fuzzy "thinking" instructions

Key principles for building reliable Claude Skills: 1 Clear reasoning link > Fuzzy "thinking" instructions Wrong: "Give the answer after thinking carefully" Correct...

October 20, 2025 · 1 min read

Key principles for building reliable Claude Skills: 1 Clear reasoning link > Fuzzy "thinking" instructions Wrong: "Give the answer after thinking carefully" Correct: "First analyze Schema, Markdown template, word limit 5 Complex tasks can A pipeline broken down into multiple skills.

For example: Requirements Analysis Skill (Output: Structured Requirements Document) ↓ Architecture Design Skill (Output: Architecture Plan) ↓ Architecture Review Skill (Output: Review Report) ↓ Optimization Suggestions Skill (Output: Final Plan)

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Article argument map

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FORMATTOPICCAPABILITYMARKETcoverssignalssignalsFORMATlongform noteTOPICai workbenchesCAPABILITYAI-native workbenchCAPABILITYdeveloper tooling
Mermaid outline
flowchart LR
  format-long_post["longform note"]
  topic-ai-workbenches["ai workbenches"]
  capability-ai-native-workbench["AI-native workbench"]
  capability-developer-tooling["developer tooling"]
  format-long_post -->|covers| topic-ai-workbenches
  format-long_post -->|signals| capability-ai-native-workbench
  format-long_post -->|signals| capability-developer-tooling

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Essay structure map

Built from summary and key paragraph positions

Key principles for building reliable Claude Skills: 1 Clear reasoning link > Fuzzy "t...THESISKey principles forbuilding reliableClaude Skills: 1 Clearreasoning link > FuzzySIGNALKey principles forbuilding reliableClaude Skills: 1 Clearreasoning link > FuzzyOPERATORFor example:Requirements AnalysisSkill (Output:StructuredIMPLICATIONFor example:Requirements AnalysisSkill (Output:Structured
Mermaid outline
flowchart LR
  thesis["Key principles for building reliable Claude Skills: 1 Clear reasoning link > Fuzzy \"thinking\" instructions..."]
  signal["Key principles for building reliable Claude Skills: 1 Clear reasoning link > Fuzzy \"thinking\" instructions..."]
  operator["For example: Requirements Analysis Skill (Output: Structured Requirements Document) ↓ Architecture Design S..."]
  implication["For example: Requirements Analysis Skill (Output: Structured Requirements Document) ↓ Architecture Design S..."]
  thesis -->|frames| signal
  signal -->|develops| operator
  operator -->|lands in| implication

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