Agent skill

talk-pipeline

Orchestrates the complete talk preparation pipeline from raw material to revision sheets, running 6 stages in sequence with human-in-the-loop checkpoints for REX or Concept mode talks. Use when starting a new talk pipeline, resuming a pipeline from a specific stage, or running the full end-to-end preparation workflow.

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Forks 439

Install this agent skill to your Project

npx add-skill https://github.com/FlorianBruniaux/claude-code-ultimate-guide/tree/main/examples/skills/talk-pipeline/orchestrator

SKILL.md

Talk Pipeline Orchestrator

Orchestrates the complete talk preparation pipeline — from raw material to revision sheets. Can run the full pipeline or a single isolated stage.

Modes

  • --rex: REX talk with git/code proof (changelog, commits, measured metrics)
  • --concept: Conceptual talk from article, ideas, notes (skips Stage 2)

Usage

/talk-pipeline                          # full pipeline, asks for context
/talk-pipeline --stage=extract          # run a single isolated stage
/talk-pipeline --rex                    # REX mode (git archaeology included)
/talk-pipeline --concept                # Concept mode (skip research)
/talk-pipeline --rex --slug=my-talk --event="Conf 2026" --date=2026-06-15 --duration=30

Context Collection

Ask with AskUserQuestion if not provided:

- slug         : kebab-case identifier (e.g., my-talk-topic)
- event        : event name (e.g., Conf 2026, Tech Meetup)
- date         : talk date (YYYY-MM-DD)
- duration     : duration in minutes (e.g., 30)
- audience     : audience profile (e.g., senior devs, tech leads, non-tech)
- type         : --rex or --concept
- source_path  : path to source material (article .mdx, transcript .md, notes)
- repo_path    : (REX only) path to git repository for archaeology

Workflow

  1. Collect context — AskUserQuestion for required metadata
  2. Route by mode--rex vs --concept (skip Stage 2 if concept)
  3. Run Stage 1/talk-stage1-extract — always first
  4. Run Stages 2-4 in parallel (after Stage 1 confirmed)
    • REX: extract → research + concepts + position (in parallel)
    • Concept: extract → concepts + position (in parallel, skip research)
  5. CHECKPOINT — wait for angle + title choice (Stage 4 output)
  6. Run Stage 5/talk-stage5-script with validated choice
  7. Run Stage 6/talk-stage6-revision
  8. Final summary — list all generated files with their paths

Dependency Graph

         extract (Stage 1)
               |
    ┌──────────┼──────────┐
    v          v          v
research    concepts   position
(Stage 2)   (Stage 3)  (Stage 4)
[--rex only]            [CHECKPOINT]
    |          |          |
    └──────────┼──────────┘
               v
          script (Stage 5)
               |
               v
         revision (Stage 6)

Stage Routing (--stage=X)

If --stage is provided, run only the corresponding skill:

Stage Skill to invoke
extract /talk-stage1-extract
research /talk-stage2-research
concepts /talk-stage3-concepts
position /talk-stage4-position
script /talk-stage5-script
revision /talk-stage6-revision

Output Naming Convention

talks/{YYYY}-{slug}-summary.md           # extract
talks/{YYYY}-{slug}-git-archaeology.md   # research
talks/{YYYY}-{slug}-changelog-analysis.md
talks/{YYYY}-{slug}-timeline.md
talks/{YYYY}-{slug}-concepts.md          # concepts
talks/{YYYY}-{slug}-concepts-enriched.md
talks/{YYYY}-{slug}-angles.md            # position
talks/{YYYY}-{slug}-titre.md
talks/{YYYY}-{slug}-descriptions.md
talks/{YYYY}-{slug}-feedback-draft.md
talks/{YYYY}-{slug}-pitch.md             # script
talks/{YYYY}-{slug}-slides.md
talks/{YYYY}-{slug}-kimi-prompt.md
talks/{YYYY}-{slug}-revision-sheets.md   # revision

Final Summary Format

After Stage 6 completes, display:

Pipeline complete. Files generated:

Stage 1 — Extract:
  ✓ talks/{YYYY}-{slug}-summary.md

Stage 2 — Research (REX only):
  ✓ talks/{YYYY}-{slug}-git-archaeology.md
  ✓ talks/{YYYY}-{slug}-changelog-analysis.md
  ✓ talks/{YYYY}-{slug}-timeline.md

Stage 3 — Concepts:
  ✓ talks/{YYYY}-{slug}-concepts.md
  ✓ talks/{YYYY}-{slug}-concepts-enriched.md (if repo available)

Stage 4 — Position:
  ✓ talks/{YYYY}-{slug}-angles.md
  ✓ talks/{YYYY}-{slug}-titre.md
  ✓ talks/{YYYY}-{slug}-descriptions.md
  ✓ talks/{YYYY}-{slug}-feedback-draft.md

Stage 5 — Script:
  ✓ talks/{YYYY}-{slug}-pitch.md
  ✓ talks/{YYYY}-{slug}-slides.md
  ✓ talks/{YYYY}-{slug}-kimi-prompt.md   ← copy-paste into kimi.com

Stage 6 — Revision:
  ✓ talks/{YYYY}-{slug}-revision-sheets.md

Next step: open kimi-prompt.md, verify no {PLACEHOLDER} remains, paste into kimi.com.

Anti-patterns

  • Do not run Stage 5 without an explicit angle + title choice from the user
  • Do not run Stage 2 (research) in --concept mode
  • Do not proceed to the next stage if an upstream stage failed
  • Do not invent metrics or dates not present in the source material

Validation

  • All upstream files exist before launching a downstream stage
  • Stage 4 CHECKPOINT respected before script
  • Outputs named per convention talks/{YYYY}-{slug}-{stage}.md
  • No empty placeholders in generated files

Tips

  • The orchestrator is the recommended entry point for first use
  • For repeat users who know the pipeline, running individual stage skills is faster
  • The --stage=X flag is useful for rerunning a single stage without redoing the full pipeline

Related

  • Stage 1: Extract
  • Stage 2: Research
  • Stage 3: Concepts
  • Stage 4: Position
  • Stage 5: Script
  • Stage 6: Revision
  • Full workflow guide

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