| name | talk-pipeline |
| description | 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. |
| tags | ["talk","pipeline","presentation","orchestrator"] |
| allowed-tools | Write, Read, AskUserQuestion, Task |
| effort | medium |
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
- Collect context — AskUserQuestion for required metadata
- Route by mode —
--rex vs --concept (skip Stage 2 if concept)
- Run Stage 1 —
/talk-stage1-extract — always first
- 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)
- CHECKPOINT — wait for angle + title choice (Stage 4 output)
- Run Stage 5 —
/talk-stage5-script with validated choice
- Run Stage 6 —
/talk-stage6-revision
- 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
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