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Talk Pipeline Orchestrator — measured AI agent skill | DecimalAI

florianbruniaux/talk-pipeline

NewSkillScoreMaintained

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.

by florianbruniaux

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decimalai skills pull florianbruniaux-talk-pipeline

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curl -fsSL https://app.decimal.ai/s/florianbruniaux-talk-pipeline/SKILL.md

Raw file: /s/florianbruniaux-talk-pipeline/SKILL.md ↗ · machine-readable summary at /s/florianbruniaux-talk-pipeline.json ↗

In productionGlobal

how this skill behaves on real traffic · last 30 days

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Does this skill help? · Benchmark: with vs. withoutsign in to run this on your agents

22 test cases from the publisher’s eval.yaml · each run twice on gemini-3.6-flash — with the skill injected, then without · last run 23h ago

Yes — +64% lift+18% tokens0% turns82% of whole cases pass with skill (18/22)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-20	✗→✓	▲ Improved	-20%	0%
case-08	✗→✓	▲ Improved	22%	0%
case-09	✗→✓	▲ Improved	36%	0%
case-10	✗→✓	▲ Improved	-8%	0%
case-11	✗→✓	▲ Improved	52%	0%

Showing 5 of 22 cases

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

florianbruniaux / claude-code-ultimate-guide

examples/skills/talk-pipeline/orchestrator/SKILL.md

View on GitHub ↗

License CC-BY-SA-4.0Imported 8/3/2026Version v1

Skill contents

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

Collect context using 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
  v talks/{YYYY}-{slug}-summary.md

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

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

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

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

Stage 6: Revision
  v 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

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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Other measured skills in the registry, with their headline benchmark lift.