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Pipelines

Pipelines are collections of skills designed to work together in sequence, with structured handoffs between stages.

Claude Code Knowledge Pack7/10/2026

Overview

Pipelines

Pipelines are collections of skills designed to work together in sequence, with structured handoffs between stages.


Why Pipelines?

Complex creative work benefits from specialists, not generalists. Just as traditional publishing has developmental editors, copy editors, fact-checkers, and indexers, skill pipelines provide specialized expertise at each stage.

Each skill in a pipeline:

  • Has a specific job (not a vague responsibility)
  • Receives structured input from upstream skills
  • Produces structured output for downstream skills
  • Knows its scope boundaries (what it does and doesn't do)

Available Pipelines

Non-Fiction Book Factory

A complete pipeline for developing nonfiction books from initial idea to chapter-level architecture.

flowchart LR
    A[book-ideation] --> B[book-idea-validator]
    B --> C[book-market-research]
    C --> D[book-architect]
    D --> E[book-research-assistant]
    E --> F[chapter-architect]
SkillJobScope Boundary
book-ideationDevelop raw ideas into structured conceptsConcept only, not validation
book-idea-validatorTest intellectual meritMerit only, not market
book-market-researchAssess commercial viabilityMarket only, not structure
book-architectDesign reader journey and structureArchitecture only, not content
book-research-assistantFill research gapsResearch only, not drafting
chapter-architectPlan chapters at beat levelPlanning only, not drafting

Ebook Factory

A streamlined pipeline for creating ebooks—shorter, concentrated solutions.

flowchart LR
    A[ebook-discovery] --> B[ebook-concept-development]
SkillJob
ebook-discoverySurface ebook ideas from various sources
ebook-concept-developmentDevelop ideas into structured concepts

Writing Pipeline

A pipeline for capturing and replicating authentic writing voices.

flowchart LR
    A[writing-dna-discovery] --> B[ghost-writer]
SkillJob
writing-dna-discoveryCapture voice patterns through interview and analysis
ghost-writerProduce drafts at ~80% voice accuracy

Pipeline Principles

1. Skills Hand Off to Each Other

Each skill produces structured output that the next skill consumes. This creates a consistent, repeatable workflow.

Skill A → [Handoff Document] → Skill B → [Handoff Document] → Skill C

2. Validate Before Investing

Pipelines include explicit validation gates to prevent wasted effort:

  • book-idea-validator — Is the idea intellectually sound?
  • book-market-research — Is there commercial potential?

These gates produce Go/Revise/Kill recommendations before significant investment.

3. Each Skill Knows Its Boundaries

Skills are explicit about what they do and don't do:

This skill validates **intellectual merit**, not:

- Commercial viability (that's market-research)
- Structural decisions (that's book-architect)
- Writing quality (that's the editing pipeline)

This prevents scope creep and keeps each skill focused.

4. Upstream Skills Can Receive Feedback

Information flows both ways:

  • Forward: Handoff documents move work downstream
  • Backward: If a downstream skill discovers problems, feedback goes upstream

Example: If book-research-assistant discovers the thesis is flawed, feedback goes to book-architect for structural revision.


When to Use Pipelines

Use a pipeline when:

  • Work is complex enough to benefit from specialized stages
  • You want consistent quality through structured processes
  • Multiple skills naturally chain together

Use standalone skills when:

  • Work is self-contained (like general brainstorming)
  • You need just one capability
  • The task doesn't fit a multi-stage process

Entering a Pipeline

You don't have to start at the beginning:

Entry PointWhat You Bring
Start of pipelineRaw idea or nothing
Middle of pipelineOutputs from earlier stages
Specific skillWhatever that skill requires

For example, if you already have a Book Concept Document, you can skip book-ideation and start at book-idea-validator.


Pipeline vs. Standalone

AspectPipeline SkillsStandalone Skills
DependenciesRequire upstream outputsSelf-contained
HandoffsProduce structured docs for downstreamProduce general outputs
ScopeNarrow and specializedBroader and flexible
Examplebook-architectbrainstorm

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