skills.sh
AvailableUniversal skill installation, including Claude Code and Codex.
npx skills add https://github.com/ulpi-io/skills-autonomous-engineering --skill fan-out-workfan-out-work
Runs the same bounded pipeline over independent items in parallel without hiding failures or dropped coverage.
WORKFLOW / 05/fan-out-work <the work — e.g. 'add tests to every untested module' or a path to a work-list>
- 01
Scout and freeze the complete work list before delegation.
- 02
Define the identical per-item pipeline and terminal outcomes.
- 03
Set concurrency, retries, isolation, budget, and an explicit drop policy.
- 04
Run items concurrently while the coordinator retains stop/continue judgment.
- 05
Reduce results and account for every covered, failed, blocked, and dropped item.
▸ operating envelope
Use it deliberately.
The shortest useful definition of where this skill helps—and where it should stay out of the way.
Use when
- A large, cheaply discoverable list of independent items needs the same treatment.
- Per-file review, tests, migration, or auditing would waste wall-clock when run serially.
- The result can be faithfully reduced after every item reaches a terminal state.
Do not use when
- The list contains only a handful of items.
- Items depend on one another and therefore require a DAG.
- Parallel items share write scope without worktree isolation.
▸ output contract
What must be true when it stops.
Produces
- Frozen item inventory and independence basis
- Per-item pipeline, isolation, retry, and drop policy
- Covered, failed, blocked, and dropped-item ledger
- Optional reduced or merged result
Guarantees
- The coordinator proves independence before parallel execution.
- Failed or null items remain visible in the result.
- Any top-N, sample, or overflow cap lists exactly what it omitted.
- Parallel writers use isolation or are sequenced.
- The final accounting includes every discovered item.
Honest failure states
- failed_item — an agent returned an error or null result
- blocked_item — the item cannot complete inside the declared pipeline
- dropped_item — a named sampling or cap rule excluded the item
- not_independent — cross-item dependencies require a DAG instead
▸ enforcement
Know which claims are executable.
Scripts are linked when this skill owns deterministic machinery. The remaining rules are explicit operating contracts and must not be marketed as hooks.
▸ install and invoke
One skill, three honest surfaces.
Claude Code plugin
AvailableInstall the full plugin, then invoke /fan-out-work or let routing select it from context.
Codex plugin
Work in progressA work in progress on the codex-native-plugin branch — build it, start a new session, then invoke $autonomous-engineering:fan-out-work.
▸ composes with