/autopilot — Intake Pipeline

SkillFiles & storage

Intake-to-delivery pipeline. Processes pending items from .planning/intake/: briefs new ideas, executes approved work through research → plan → build → verify. Drop a file in .planning/intake/ and invoke this skill.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the /autopilot — Intake Pipeline skill

What this skill tells your AI

The instructions your AI receives, as published by sethgammon/citadel in skills/autopilot/SKILL.md and read by ahel’s review.

Orientation

Use Autopilot when:

  • There are pending items in .planning/intake/
  • You want to process intake items without manual orchestration
  • The work is scoped and well-defined (Small or Medium complexity)

Do NOT use Autopilot for:

  • Large, multi-session campaigns (use Archon)
  • Parallel execution (use Fleet)
  • Exploratory or open-ended work (use Marshal)

Protocol

Step 0: DELIVERY PREFLIGHT

When the user names a specific intake file or asks for "intake to PR", prefer the deterministic delivery preflight before freeform build work:

node scripts/deliver.js --intake .planning/intake/{item}.md

If no specific intake file is named, use:

node scripts/deliver.js --next

This selects the highest-priority pending item in .planning/intake/ and keeps the golden path deterministic.

This creates an active campaign with claimed scope, acceptance criteria, map context, and exit evidence rows, then marks the intake item in-progress. Continue from the created campaign with /do continue.

After build and verification, package the delivery before marking the campaign complete:

node scripts/package-delivery.js {campaign-slug}

If a PR exists, record the PR as the review target:

node scripts/package-delivery.js {campaign-slug} --pr https://github.com/{owner}/{repo}/pull/{number}

Step 1: SCAN

Read all files in .planning/intake/ and identify:

  • status: pending → needs briefing
  • status: briefed → ready to build
  • status: approved → ready to build
  • status: in-progress → check if stuck

Step 2: BRIEF (for pending items)

For each pending item:

  1. Read the intake file
  2. Read related files mentioned in the description
  3. Research the scope: what files exist, what patterns are established
  4. Write the brief:
    • Scope: Small / Medium / Large
    • Approach: How to implement (2-3 sentences)
    • Files: Which files to create or modify
    • Quality gates: What must be true when done
    • Risks: What could go wrong
  5. Update the item's status to briefed

Step 3: BUILD (for briefed/approved items)

For each briefed item (smallest first):

  1. Read the brief
  2. Execute the approach:
    • Create or modify the listed files
    • Follow the project's conventions (CLAUDE.md)
    • Run typecheck after each change
  3. Verify:
    • All quality gates pass
    • Typecheck clean
    • Tests pass (if applicable)
  4. Update status to completed

Step 4: REPORT

Output a summary of what was processed:

Autopilot processed {N} items:
  ✓ {item-1}: briefed → built → verified
  ✓ {item-2}: briefed
  ✗ {item-3}: blocked — {reason}

Intake Item Format

---
title: "Feature Name"
status: pending | briefed | approved | in-progress | completed
priority: normal | high
target: src/path/to/affected/area/
---

Description of what needs to be done...

Fringe Cases

  • .planning/intake/ is empty or does not exist: Output "Nothing to process — .planning/intake/ is empty. Drop a file there or run /do setup to initialize." Do not error.
  • Intake item has no clear action: If the description is too vague to execute, ask the user one clarifying question or skip the item with a note: "Skipped — direction unclear. Update the intake file and re-run."
  • Item status is unrecognized: Treat unknown statuses as pending and proceed through the brief → build flow.
  • Typecheck fails during build: Record the failure in the item's status, move on to the next item, and report the blocker in the exit summary.
  • .planning/ does not exist: Output a setup hint and exit cleanly. Autopilot requires .planning/intake/ to operate — if the directory is absent, treat as empty intake and suggest running /do setup.

Contextual Gates

Disclosure: "Processing intake queue: N items pending. Will dispatch skills per item." Reversibility: amber — processes intake items by dispatching other skills that may modify files; undo depends on dispatched skills Trust gates:

  • Any: review intake and briefing.
  • Familiar (5+ sessions): autopilot runs autonomously on queued items; novices should review intake before running.

Quality Gates

  • Never build without reading CLAUDE.md first
  • Run typecheck after every file change
  • Mark items as completed only when verification passes
  • If an item is blocked, record the reason and move on

Exit Protocol

---HANDOFF---
- Processed {N} intake items
- Built: {list of completed items}
- Blocked: {list with reasons}
- Remaining: {count of items still pending}
---

Signals

GitHub stars
921
Forks
82
Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
autopilot-sethgammon
Source
github.com/sethgammon/citadel