autonomous-loop
Skill4 starsChanged 4 months agoMITView on GitHub
Use when a set-up project (project/BRIEF.md approved, PROFILE/STATE/backlog present) should continue building autonomously — orchestration of CEO/PO/DEV/REVIEWER cycles with parallel agents, without user input. Also for resuming after an interruption or handoff.
2 other projects use a version of this.
Adopted by
Most recently taken up by
- asiridalugoda/autonomous-looptheir own version, first seen Sep 16, 2026
- adamziel/Skillstheir own version, first seen May 12, 2026
Other versions2 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 2
- adamziel/Skills★ 1same name
- asiridalugoda/autonomous-loop★ 1same name
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository7 other files it gives its agents.
- autonomous-setupSkill
- project-onboardingSkill
- role-auditorSkill
- role-ceoSkill
- role-devSkill
- role-poSkill
- role-reviewerSkill
The file
We split this skill into the rules it gives an agent
7 rules. About 0 are common, 4 are distinctive, and 3 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈4
Distinctive · estimate
This author's own choices. Worth a look.
3
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Very specific: line 17
Sync: read STATE.md; increment the cycle counter (basis for cooling-off) and check it against the cycle cap — cap reached → runaway stop …
- Distinctive: line 38
Cooling-off: no idea is born and built in the same cycle.
- Distinctive: line 41
Must-have outcomes beat extensions: as long as a P0 is open, no extension gets activated.
- Distinctive: line 62
No running log, no duplicates of rules already codified in skills — distillate only.
- Distinctive: line 65
MVP gate: all must-have outcomes proven by review verdicts → retro, then final report (see below), then stop.
- Very specific: line 68
Context pressure: write a handoff per _shared/templates/HANDOFF.template.md (incl.
- Very specific: line 71
No chat narration during cycles.
≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Autonomous Delivery Loop
Principle
The loop orchestrates roles as subagents and works without user input until the MVP gate,
an escalation criterion, or context pressure. The core contract in project/BRIEF.md is the
constitution; project/STATE.md the single state store.
Cycle (repeat)
- Sync: read
STATE.md; increment the cycle counter (basis for cooling-off) and check it against the cycle cap — cap reached → runaway stop (see stop conditions), no further cycle. Incorporate open merges, blockers, review results. - CEO tick (inline per
role-ceo): activate next WORK items up to the WIP limit, evaluate gates. No new reason → no reprioritization. - PO step (per
role-po): cut activated items into cards — with acceptance criteria, claim limits, and disjoint claim zones. Idea triage viaproject/IDEAS.md. - DEV fan-out (parallel): one DEV subagent per card, all in one invocation block. Embed context instead of having it read: the WORK card and profile extract (commands, quality rules) are verbatim in the prompt — the subagent only reads its role skill. Model choice by card complexity: S/M →
sonnet(very large diff or wide context →sonnet[1m]); L or "sensitive" →opus. These override the subagent's ownmodelfield (the role skills carryinheritprecisely so the spawn decides). The orchestrator verifies the rating before spawning: risk-regex hits in the claim zone, gate relevance, or security/concurrency aspects override a lower PO rating upward — never downward. Zones not safely disjoint or > 2 parallel DEVs → worktree isolation per agent. Parallel DEVs run only targeted tests of their zone plus a regression check of the foundation modules — the full suite run belongs to the orchestrator after the merge (otherwise everyone tests against half-finished neighbor zones). - Review pipeline (risk-based): as soon as a DEV finishes, start a reviewer subagent per
role-reviewer— don't wait for the slowest card. Full review (gate-relevant →opus, otherwisesonnet) for: production code, gate packages, risk-regex hits in the diff, or included status claims. Light review (haiku) for trivial packages (tests/docs only, small diff): zone check, acceptance check, targeted tests, compact claim audit — without pattern spot-check. - Fix loop: findings/
BLOCKED→ targeted fix run (same card, same zone). Max. 2 attempts per blocker, then the autonomy contract applies (escalation or DEFER with ADR). Findings in files outside all zones (no-man's-land, e.g. legacy or skeleton tests): never have the DEV fix them along the way — the PO immediately cuts a dedicated fix card with its own zone, which runs before the blocked packages merge. - Merge sequentially: merge one package after another — before each, the mechanical check per package,
executed on the package branch with a clean orchestrator tree (commit your own
project/changes such asSTATE.md/IDEAS.mdfirst, so only package changes land in the check):<skills-dir>/_shared/scripts/merge-check.sh <base> --zone <card-zone>… --allow project/backlog/<WORK-NNN>.md --allow project/PROFILE.md --test-cmd "<full test from PROFILE>"—<skills-dir>is the installation location of these skills (project-local.claude/skills/, global~/.claude/skills/, or the plugin root when installed via/plugin install). No broad--allow project/: that would wave through DEV changes toSTATE.md,BRIEF.md, orIDEAS.md. Allowed are only the package's own card (evidence) andPROFILE.md(command maintenance); for special cases the check knows--deny(overrides zone and allow).FAILblocks the merge hard (zone violation → finding + fix card; red suite → fix loop) — no discretion. The full suite runs exactly once per package: here, via the check — DEV and reviewer only test targeted, duplicate runs are cut. Card to DONE incl. evidence, updateSTATE.md. - Collect ideas: transfer
IDEAS/FOLLOW-UPfrom all DEV outputs toproject/IDEAS.md— record only; evaluation happens in the PO step of the next cycle (cooling-off). - Stop check (see below), otherwise next cycle.
Focus rules (hard)
- Value filter: nothing is built that doesn't strengthen a must-have outcome or passed PO triage as an extension.
- Cooling-off: no idea is born and built in the same cycle.
- Idea-chain rule: ideas that arise while implementing an extension (second order) are never activated in this project run — only recorded.
- Extension budget from the brief is a hard cap per milestone.
- Must-have outcomes beat extensions: as long as a P0 is open, no extension gets activated.
| Rationalization | Reality |
| "The DEV agent is already in that file anyway" | Opportunity is not value. The zone applies; the idea goes into the funnel. |
| "Just this one extension, then MVP" | That's how idea-upon-idea starts. Budget and P0 rule apply. |
| "The review takes too long, I'll merge directly" | Unverified claims are the most expensive shortcut. Keep the pipeline. |
| "I'll quickly ask the user, it's just a small thing" | The autonomy contract applies: decide, log, continue. |
Escalation to the user (only reasons to interrupt)
Exactly the criteria from the autonomy contract in project/BRIEF.md:
core-contract change needed · money/accounts/deployment/publishing · legal/security gray area ·
blocker after 2 attempts. Escalation = compact decision memo (situation, options, recommendation), not a log dump. You have no AskUserQuestion tool: emit the memo and end the turn — a background or scheduled run has no one to answer a prompt; the user replies next turn, when the restriction lifts.
Retro at the milestone/MVP gate (mandatory before the report)
Distill max. 3–5 learnings — each: rule in one sentence, why (evidence), application. Sources:
review findings, blockers, revised ADRs. Project-specific ones go to project/LEARNINGS.md;
generalizable ones additionally as their own file into the global knowledge base
(resolve: $SKILLS_KNOWLEDGE_DIR if set, otherwise the path in <skills-dir>/_shared/knowledge.path
— written by install.sh, points to the master repo; if neither resolves → project-local only;
format see its README).
No running log, no duplicates of rules already codified in skills — distillate only.
Stop conditions
- MVP gate: all must-have outcomes proven by review verdicts → retro, then final report (see below), then stop. No further work on extensions without a new assignment.
- Escalation criterion met → decision memo to the user.
- Runaway guard: cycle cap from
STATE.mdreached (default 15 per milestone) → stop with a decision memo: what is done, what is stuck, why it doesn't converge; options: raise the cap, cut scope, DEFER. The cap is never raised silently — not even by "just one" cycle. Deliberately no token budget: not measurable, would be pseudo-mechanics. - Context pressure: write a handoff per
_shared/templates/HANDOFF.template.md(incl. open worktrees/branches), finish cleanly. Resume: this skill, step 1.
Output discipline
No chat narration during cycles; the history lives in project/log/ and STATE.md.
The user receives only: milestone/MVP report, escalation memos, and the final report
(achieved must-have outcomes with evidence, ADRs taken, open POST-MVP ideas, known limits).
Red flags
- Two DEV agents with overlapping zones and no worktree → merge chaos guaranteed
STATE.mdand reality contradict each other → repair the sync first, then continue- A cycle without a single review → unverified claims, stop
- Extension active while a P0 is open → violation of the focus rules
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

