| name | evolve |
| description | Run autonomous improvement loops. |
| practices | ["lean-startup","dora-metrics","agile-manifesto"] |
| hexagonal_role | supporting |
| consumes | ["rpi","goals","post-mortem","compile"] |
| produces | ["git-changes","goals-fitness-delta"] |
| context_rel | [{"kind":"customer-of","with":"rpi"}] |
| skill_api_version | 1 |
| user-invocable | true |
| context | {"window":"fork","intent":{"mode":"task"},"sections":{"exclude":["HISTORY"]},"intel_scope":"full"} |
| metadata | {"tier":"execution","dependencies":["rpi","post-mortem","compile"],"triggers":["evolve","improve everything","autonomous improvement","run until done","postmortem and continue","analyze repo and keep going"]} |
| output_contract | code changes, GOALS.md fitness deltas |
Cross-vendor analog: Anthropic Managed Agents Outcomes (May 2026). Both close the loop "agent runs → grader scores against a rubric → agent retries"; AgentOps does it locally against any model.
Measure what's wrong. Fix the worst thing. Measure again. Compound.
V2 command surface: keep the name evolve. Use ao evolve for the
terminal-native loop. It is the top-level operator entrypoint for
ao rpi loop --supervisor, preserving the old /evolve concept while reusing
the v2 RPI loop engine.
Operator cadence: post-mortem finished work, analyze the current repo state,
select or create the next highest-value work item, let /rpi handle research,
planning, pre-mortem, implementation, and validation, then harvest follow-ups
and repeat until a kill switch, max-cycle cap, regression breaker, or real
dormancy stops the run.
Always-on autonomous loop over /rpi. Work selection order:
.agents/rpi/next-work.jsonl work (freshest concrete follow-up)bd ready)ao goals measure)Work generators that feed the selection ladder (auto-invoked, skip with --no-lifecycle):
Skill(skill="test", args="coverage") → files with <40% coverage become queue items (Step 3.4)Skill(skill="refactor", args="--sweep all --dry-run") → functions with CC > 20 become queue items (Step 3.6)Skill(skill="deps", args="audit") → deps with CVSS >= 7.0 or 2+ major versions behind become queue items (Step 3.5)Skill(skill="perf", args="profile --quick") → perf findings become queue items when hot paths detected (Step 3.5)Dormancy is last resort. Empty current queues mean "run the generator layers", not "stop". Only go dormant after the queue layers and generator layers come up empty across multiple consecutive passes.
/evolve # Run until kill switch, max-cycles, or real dormancy
/evolve --max-cycles=5 # Cap at 5 cycles
/evolve --dry-run # Show what would be worked on, don't execute
/evolve --beads-only # Skip goals measurement, work beads backlog only
/evolve --quality # Quality-first mode: prioritize post-mortem findings
/evolve --quality --max-cycles=10 # Quality mode with cycle cap
/evolve --compile # Mine → Defrag warmup before first cycle
/evolve --compile --max-cycles=5 # Warm knowledge base then run 5 cycles
/evolve --test-first # Default strict-quality /rpi execution path
/evolve --no-test-first # Explicit opt-out from test-first mode
| Lane | Runs | Mutates code? | Mutates corpus? | Outer loop? | Budget |
|---|---|---|---|---|---|
/dream | nightly, private local | No | Yes (heavy) | Yes (convergence) | wall-clock + plateau |
/evolve | daytime, operator-driven | Yes (via /rpi) | Yes (light) | Yes | cycle cap |
Dream owns the knowledge compounding layer; /evolve owns the code compounding layer. Both share fitness-measurement substrate via corpus.Compute / ao goals measure. Run Dream overnight, then start each day with /evolve against the freshly-compounded corpus with a clean fitness baseline.
| Flag | Default | Description |
|---|---|---|
--max-cycles=N | unlimited | Stop after N completed cycles |
--dry-run | off | Show planned cycle actions without executing |
--beads-only | off | Skip goal measurement and run backlog-only selection |
--skip-baseline | off | Skip first-run baseline snapshot |
--quality | off | Prioritize harvested post-mortem findings |
--compile | off | Run ao mine + ao defrag warmup before cycle 1 |
--test-first | on | Pass strict-quality defaults through to /rpi |
--no-test-first | off | Explicitly disable test-first passthrough to /rpi |
--no-lifecycle | off | Skip lifecycle work generators in Steps 3.4-3.6 (/test, /deps, /perf, /refactor). Falls back to manual scanning. |
--mode=burst|loop | burst | Operator-loop; STOP refused. loop-mode.md. |
YOU MUST EXECUTE THIS WORKFLOW. Do not just describe it.
FULLY AUTONOMOUS. Read references/autonomous-execution.md. Every /rpi uses --auto. Do NOT ask the user anything. Each cycle = complete 3-phase /rpi run.
For broad AgentOps 3.0 domain evolution across skills, CLI, hooks, docs, tests, beads, and knowledge, first read references/domain-evolution-bootstrap.md. It supplies the BDD/DDD/Hexagonal/TDD/XP control surface and the clean-room skill-factory guardrails.
mkdir -p .agents/evolve
ao corpus inject --query "autonomous improvement cycle" --limit 5 2>/dev/null || true
bash scripts/evolve-update-session-state.sh 2>/dev/null || true # refresh derived idle_streak + mode_repeat_streak
ao corpus inject routes through the typed BC1 CorpusReaderPort
(cli/cmd/ao/corpus_reader_adapter.go, cycle 112 productionCorpusReader),
emitting one ranked ports.CorpusItem JSON record per line from
.agents/learnings/ by default. This closes soc-y5vh.1 — Step 0 prior-knowledge
retrieval is now load-bearing on the typed port, not an untyped ao lookup
shell-out.
Apply retrieved knowledge: If learnings are returned, check each for applicability to the current improvement cycle. For applicable learnings, cite by filename and record: ao metrics cite "<path>" --type applied 2>/dev/null || true
Prior-failure injection (mandatory): read the last 3 entries of .agents/evolve/cycle-history.jsonl. For any with gate containing FAIL|FAILED|BLOCKED, extract failure-surface keywords (registry|bats|markdown|supergate|canary|coverage|toolchain) and search .agents/learnings/ for matching learnings. Print the top matches before work selection. Without this read path, the loop accumulates write-only ledgers and re-derives lessons each cycle. See references/convergence-mechanics.md for the full recipe.
Before cycle recovery, load the repo execution profile contract when it exists. The repo execution profile is the source for repo policy; the user prompt should mostly supply mission/objective, not restate startup reads, validation bundle, tracker wrapper rules, or definition_of_done.
docs/contracts/repo-execution-profile.md and docs/contracts/repo-execution-profile.schema.json.startup_reads and bootstrap from those repo paths before selecting work.validation_commands, tracker_commands, and definition_of_done into session state.docs/adr/ or docs/decisions/) when present — intent the loop re-reads each cycle: only operator markers stop the loop; the bead queue is a hypothesis re-confirmed against the goal, not spec; file-a-bead when a candidate is architecture disguised as bounded work.Then load the repo-local autodev program contract when it exists. The execution profile remains the repo bootstrap and landing-policy layer; PROGRAM.md or AUTODEV.md is the repo-local execution layer for the current improvement loop.
PROGRAM.md and AUTODEV.md. PROGRAM.md takes precedence.program_path, mutable_scope, immutable_scope, validation_commands, decision_policy, and stop_conditions into session state.Recover cycle number, generator streaks, and the last claimed work item from disk (survives context compaction). Initialize CYCLE from cycle-history.jsonl, recover IDLE_STREAK, GENERATOR_EMPTY_STREAK, LAST_SELECTED_SOURCE, and CLAIMED_WORK_REF from session-state.json.
Circuit breakers: Time-based (60 min no productive work).
Oscillation quarantine: Pre-populate quarantine list from cycle history (scan for goals with 3+ improved-to-fail transitions). See references/oscillation.md.
Parse flags: --max-cycles=N (default unlimited), --dry-run, --beads-only, --skip-baseline, --quality, --compile.
Track cycle-level execution state:
evolve_state = {
cycle: <current cycle number>,
mode: <standard|quality|beads-only>,
test_first: <true by default; false only when --no-test-first>,
repo_profile_path: <docs/contracts/repo-execution-profile.md or null>,
startup_reads: <ordered repo bootstrap paths>,
validation_commands: <ordered repo validation bundle>,
tracker_commands: <repo tracker shell wrappers>,
definition_of_done: <repo stop predicates>,
program_path: <PROGRAM.md|AUTODEV.md or null>,
program_mutable_scope: <declared mutable paths/globs>,
program_immutable_scope: <declared immutable paths/globs>,
program_validation_commands: <ordered program validation bundle>,
program_decision_policy: <ordered keep/revert rules>,
program_stop_conditions: <ordered cycle done criteria>,
generator_empty_streak: <consecutive passes where all generator layers returned nothing>,
last_selected_source: <harvested|beads|goal|directive|testing|validation|bug-hunt|drift|feature>,
claimed_work: <null or work reference being worked>,
queue_refresh_count: <incremented after every /rpi cycle>
}
Persist evolve_state to .agents/evolve/session-state.json at each cycle boundary, after work claims, after release/finalize, and during teardown. cycle-history.jsonl remains the canonical cycle ledger; session-state.json carries resume-only state that has not yet earned a committed cycle entry. Both files are local-only (the nested .agents/.gitignore denies all paths) — record durable milestones in commit messages too. See references/cycle-history.md for full local-only semantics.
Skip if --compile was not passed or if --dry-run. Read references/knowledge-loop-integration.md for the full warmup procedure (mine + defrag + signal notes).
Skip if --skip-baseline or --beads-only or baseline already exists. Read references/fitness-scoring.md for the baseline capture procedure.
Run at the TOP of every cycle:
CYCLE_START_SHA=$(git rev-parse HEAD)
# Mechanical pre-cycle gate (soc-sfjx): markers (KILL/STOP/DORMANT/HANDOFF with
# TTL + soc-5qit non-sticky semantics), goal-regression, and prior-cycle-FAIL.
# This is a SCRIPT the loop MUST run, not prose it can skip — externalized from
# the old inline block so the kill-switch + revert-on-red are enforced, not
# advisory. Adapted from the mt-olympus unbounded-evolve substrate.
if [ -x scripts/evolve/halt-check.sh ]; then
if ! HALT_OUT=$(bash scripts/evolve/halt-check.sh --json); then
REASON=$(printf '%s' "$HALT_OUT" | jq -r '.halt_reason // "unknown"')
if [ "$REASON" = "prior_cycle_fail" ]; then
export EVOLVE_RESTORATIVE=1 # not terminal: Step 1.5 restricts scope to CI-red reduction
else
echo "halt: $REASON"; exit 0 # kill/user_halt/dormant/goal_regression -> stop this cycle
fi
fi
else
# Fallback for repos without the substrate: minimal inline marker check.
for m in "$HOME/.config/evolve/KILL" .agents/evolve/STOP; do [ -f "$m" ] && { echo "halt: $m"; exit 0; }; done
[ -f .agents/evolve/DORMANT ] && { [ "$(bd ready --json 2>/dev/null | jq -r 'length // 0')" -gt 0 ] && rm -f .agents/evolve/DORMANT || { echo dormant; exit 0; }; }
[ -f .agents/evolve/HANDOFF ] && rm -f .agents/evolve/HANDOFF
fi
Agile-first dormancy (soc-5qit): DORMANT is NEVER sticky while ready beads exist — halt-check.sh auto-clears it when bd ready/harvested work exists. KILL/STOP honor EVOLVE_KILL_TTL_DAYS (default 7); stale markers are surfaced and bypassed. goal_regression (latest cycle report goals_passing_after < before) halts the loop for operator attention. Heavy-context sessions write non-sticky HANDOFF; the next fire clears it and resumes. The gate is mechanical: see scripts/evolve/halt-check.sh.
Before fitness or work selection, classify the cycle: ao ci recent --limit 1 2>/dev/null | jq -r '.Conclusion // empty' (typed BC2 CIStatusPort, soc-y5vh.2). If the last push CI was failure, this cycle is restorative-only — Step 3 takes only CI-red-reducing work (bug-type harvested items, gate-failure-fix beads, generator bug output); no promotions, features, or new-shape work until green. A gate=FAIL in cycle-history.jsonl auto-triggers this for cycle N+1 (and halt-check.sh surfaces it as prior_cycle_fail). See references/convergence-mechanics.md.
Convergence check: evaluate the STOP predicate via the typed BC3 ConvergenceCheckPort — ao loop converged --green-streak <n> --unconsumed-high-medium <n> [--fitness-baseline] (soc-y5vh.8). Branch on .converged (default: CI green streak ≥ 3, HIGH+MEDIUM next-work ≤ 1, fitness baseline captured); if true, emit teardown and do NOT re-arm wakeup.
Skip if --beads-only. Run scripts/evolve-measure-fitness.sh to produce a rolling fitness snapshot at .agents/evolve/fitness-latest.json. Read references/fitness-scoring.md for the full measurement procedure, baseline capture, and post-cycle regression detection.
Selection is a ladder, not a one-shot check — after every productive cycle, return to the TOP and re-read the queue before considering dormancy. Read references/work-selection-ladder.md for the full per-rung procedure (programmatic ao evolve next-work recommendation, scope filter, metronome gate, the generator rungs with their code blocks, the --quality inverted cascade, and the dormancy hard-gate).
Ladder order (standard mode):
.agents/rpi/next-work.jsonl, highest-value unconsumed.bd ready, highest priority.--beads-only; skip quarantined oscillators./test coverage, /deps+/perf, /refactor; findings → beads/queue items.--quality inverts the top (findings before goals/directives). The metronome gate blocks a rung that would repeat the trailing run's mode (streak ≥3).
Agile invariant (soc-5qit): bd ready ≥ 1 ⇒ the loop NEVER writes DORMANT and NEVER exits. The only path to DORMANT is a fully empty backlog + dry generators (3 passes). Context exhaustion → HANDOFF, not DORMANT. Under loop mode, write-stop-marker refuses → log blocked + operator-wait (ADR-0007).
If --dry-run: report what would be worked on and go to Teardown.
Primary engine: /rpi for implementation-quality work (all 3 phases mandatory). /implement or /crank only when a bead has execution-ready scope.
If a repo-local PROGRAM.md contract is active, /rpi will load it automatically. /evolve must compose with that behavior, not bypass it:
/rpi./rpi discovery validate the fit and surface a scope escape explicitly.For a harvested item, failing goal, directive gap, testing improvement, validation tightening task, bug-hunt result, drift finding, or feature suggestion:
Invoke /rpi "{normalized work title}" --auto --max-cycles=1
For a beads issue:
Prefer: /rpi "Land {issue_id}: {title}" --auto --max-cycles=1
Fallback: /implement {issue_id}
Or for an epic with children: Invoke /crank {epic_id}.
If Step 3 created durable work instead of executing it immediately, re-enter Step 3 and let the newly-created bead item win through the normal selection order.
Mechanical-batch hint: when the implementation phase identifies > 20 uniform per-file edits, prefer a script (awk/sed/for f in $candidates) over N tool-level Edit calls. See references/mechanical-batches.md for the decision rule and the script-first pattern.
Pre-flight schema check (architectural migrations): if the selected work is a port/adapter migration that rewires an existing consumer, BEFORE invoking /rpi, sample two representative consumer call sites and compare field-use against the target port surface. If the consumer reads > 20% more fields than the port projects, abort the migration cycle and convert the work into a port-widening cycle instead. The phase-2 narrowness post-mortem (docs/learnings/2026-05-13-bc-ports-narrowness-postmortem.md) is the encoded lesson; see references/pre-flight-schema-check.md for the procedure.
Operator-shape carve-out: AskUserQuestion is permitted ONLY for shape decisions affecting > 50 files OR a schema/contract surface (carrier choice, struct-field shape, frontmatter-key shape). See references/autonomous-execution.md for the bound on this exception.
Before invoking the regression gate, sync downstream artifacts when the staged diff touches binary or embedded surfaces:
cli/**/*.go changed → cd cli && make build && go install ./cmd/aoskills/** or hooks/** changed → cd cli && make sync-hooksskills-codex/** changed → bash scripts/regen-codex-hashes.shWithout these, the gate fails on stale-binary or embedded-drift errors that look like real regressions. See references/gate-hygiene.md for the detection recipe.
Adding or modifying a skill? A skill touches six derived surfaces (registry.json SKU catalog, skill-domain-map, context-map, skill counts + the hand-added SKILL-TIERS.md row, codex twin, narrative counts) — regenerate them in one shot via scripts/regen-all.sh + the codex/count steps, never piecemeal. The most-missed is registry.json (stale → contracts-sync + correctness(ubuntu) fail together). See references/new-skill-landing.md for the full procedure, then references/gate-hygiene.md for the pre-push diff-scope check + pre-existing-vs-mine red triage.
After execution, run the project build+test bundle. If the repo execution profile declared validation_commands, run them. If a repo-local program contract exists, run its validation_commands too, de-duplicated and in declared order after the repo bootstrap checks. Also check if [ -f scripts/check-wiring-closure.sh ]; then bash scripts/check-wiring-closure.sh; fi.
Use the program contract's decision_policy as the first keep/revert rule set for the cycle:
Treat program stop_conditions as per-cycle done criteria. Do not mark claimed work consumed, completed, or productive until both the stop conditions and the regression gate pass.
If not --beads-only, re-measure fitness to fitness-latest-post.json and detect regressions. The AgentOps CLI is required for fitness measurement. Read references/fitness-scoring.md for the full measurement, regression detection, and revert procedure.
Gate output parsing: trust the structural marker ^.*Pass [0-9]+: (FAILED|BLOCKED) over the trailing status line — the trailing line conflates blocking and advisory results. See references/gate-hygiene.md.
Work finalization after the regression gate: claim it first, then keep consumed: false until the /rpi cycle succeeds. After the cycle's /post-mortem finishes, immediately re-read .agents/rpi/next-work.jsonl before selecting the next item. Read references/knowledge-loop-integration.md for full claim/release semantics.
Two paths: productive cycles get committed, idle cycles are local-only.
PRODUCTIVE cycles (result is improved, regressed, or harvested): compute quality score (if --quality), log via scripts/evolve-log-cycle.sh, commit if real changes exist. See references/quality-mode.md for scoring.
IDLE cycles (nothing found even after generator layers): log via evolve-log-cycle.sh with --result "unchanged". No git add, no commit.
Record the XP/BDD/TDD trace. When a cycle worked a product or goal-backed gap, pass --trace-json to evolve-log-cycle.sh (or ao loop append) so the cycle records the continuous-evolution kernel — goal hypothesis → selected gap → Gherkin scenario → first failing proof → red/green evidence → refactor note → validation evidence → ratchet action → goal reshape — and a reviewer can reconstruct the cycle without the transcript. A trivial one-shot cycle records a trace.exemption_reason instead of carrying false BDD/TDD ceremony. Trace completeness is advisory, never a gate. See references/cycle-history.md ("XP/BDD/TDD Evidence Trace").
while true; do
# Step 1 .. Step 6
# Stop ONLY if: operator override (KILL/STOP), max-cycles, regression-breaker,
# or genuine stagnation (bd ready=0 AND harvested=0 AND failing-goals=0 AND
# generators dry across 3 passes). Context exhaustion is NOT a stop — it's a
# session-handoff signal (HANDOFF marker) that the next cron-fire clears.
CYCLE=$((CYCLE + 1))
done
Stop reasons (soc-5qit, ALL require genuine reason — never just context size):
--max-cycles=N cap reached.bd ready=0 AND harvested-unconsumed=0 AND failing-goals=0 AND GENERATOR_EMPTY_STREAK>=2 AND IDLE_STREAK>=2. Writes DORMANT, which auto-clears in Step 1 the moment bd create adds a new ready bead.Context exhaustion is NOT a stop (soc-5qit). Heavy-context sessions write .agents/evolve/HANDOFF (non-sticky), log result: "context-handoff" to cycle-history, and exit the turn cleanly. The next cron-fire (compacted/fresh context) clears HANDOFF in Step 1 and resumes. The loop is continuous across compactions; never write DORMANT for context size. See references/context-budget.md.
Mandatory checkpoint #6 — session-PR threshold (NOT terminal, gates next cycle): at session_pr_count >= 5 (soc-waxr default), invoke /post-mortem --deep, wait for verdict file. PASS → continue. WARN → continue with caveat in next cycle's notes. FAIL or non-convergence → write STOP. Agent MUST NOT self-grade or self-write STOP. Full procedure in references/postmortem-checkpoint.md (soc-n75z).
Self-perpetuation modes: the terminal-native ao evolve loop and the Claude-Code-harness ScheduleWakeup end-of-turn pattern are duals — both drive Step 1..Step 7 repeatedly against the same persisted state. See references/autonomous-execution.md for the ScheduleWakeup cadence and the rule that hard stops must NOT re-arm.
Push only when productive work has accumulated:
if [ $((PRODUCTIVE_THIS_SESSION % 5)) -eq 0 ] && [ "$PRODUCTIVE_THIS_SESSION" -gt 0 ]; then
git push
fi
Drive to completion (orchestrator-merge model, soc-2drk). Where the repo requires PRs (branch protection rejects direct main pushes), a productive cycle does not stop at "PR opened" — the loop is the orchestrator that drives each bead to merged. Ship the bead from its per-bead worktree as a PR (trailers Closes-scenario / Bounded-context / Evidence), wait for CI, and squash-merge to main yourself once CI is green (gh pr merge <N> --squash --admin), then bd close the bead and remove the worktree. Green CI is the only merge gate — on a quality/test red, fix-and-repush or revert; never merge red. The loop may dispatch sub-agents to implement and drives their PRs to merge too. The operator stays on the loop (intent + STOP marker), not in it (per-PR approval). This supersedes "operator is the merge gate" for the autonomous loop — see ADR-0008.
Read references/knowledge-loop-integration.md for the full teardown learning extraction procedure (commit staged artifacts, run /post-mortem, push, report summary).
A teardown /post-mortem is a light-touch retrospective on session-end. It does NOT substitute for the mandatory threshold checkpoint (references/postmortem-checkpoint.md); that one is council-gated and edge-triggered at session_pr_count >= 5. Never write .agents/evolve/STOP as a substitute for the checkpoint's verdict file — STOP without a verdict is the 2026-05-20 anti-pattern (soc-n75z).
Release-context teardown (MANDATORY when the loop ran on a release-shaped branch):
When the current branch matches release/*, v*-prep, v*-evolve-run, or v\d+\.\d+*, the teardown report MUST NOT recommend /release as the next step. Instead, emit the explicit pre-release checklist below — the operator must run these AND confirm green before tagging:
## Pre-release checklist — REQUIRED before /release
The autonomous loop has stopped, but release-readiness gates have NOT been run
during cycles. The operator MUST run the following sequence and confirm green
before invoking /release. Do NOT skip any of these on the basis of "cycles
were green" — fast pre-push gate ≠ full pre-push gate; goals-measure ≠
release readiness.
[ ] 1. Regenerate CLI reference docs if any cobra command/flag changed:
bash scripts/generate-cli-reference.sh
git diff cli/docs/COMMANDS.md # commit if non-empty
[ ] 2. Run the FULL pre-push gate (NOT --fast):
bash scripts/pre-push-gate.sh
[ ] 3. Run the release-readiness gate:
bash scripts/ci-local-release.sh
[ ] 4. (Recommended) Smoke /evolve with the new typed read paths if BC port
wire-ups changed:
/evolve --quick --max-cycles=1 --dry-run
Only after [1]–[3] pass: /release <version>
If any check fails, fix the issue, re-run all four, then ship.
The handoff artifact (e.g., .agents/runs/<release>/READY-TO-TAG.md) MUST contain this checklist verbatim, unchecked, when written by the loop. The operator checks the boxes as they complete each gate; "ready to tag" means the boxes are checked, not that the loop ran cleanly.
Rationale: cycles 170-183 of the v2.41-evolve-run shipped clean code, all unit/integration tests green, ao goals measure 0/30 failing for three consecutive cycles — but the loop never ran the full pre-push gate, ci-local-release.sh, or generate-cli-reference.sh. The latter was load-bearing (the branch removed a CLI flag). Per-cycle --fast is a smoke test, not release readiness. Operator caught the gap; this checklist makes it mechanical.
User says: /evolve --max-cycles=5
What happens: Evolve re-enters the full selection ladder after every /rpi cycle and runs producer layers instead of idling on empty queues.
User says: /evolve --beads-only
What happens: Evolve skips goals measurement and works through bd ready backlog.
User says: /evolve --dry-run
What happens: Evolve shows what would be worked on without executing.
User says: /evolve --compile
What happens: Evolve runs ao mine + ao defrag at session start to surface fresh signal (orphaned research, code hotspots, oscillating goals) before the first evolve cycle. Use before a long autonomous run or after a burst of development activity.
User says: /evolve
What happens: See references/examples.md for a worked overnight flow that moves through beads -> harvested work -> goals -> testing -> bug hunt -> feature suggestion before dormancy is considered.
See references/examples.md for detailed walkthroughs.
| Problem | Solution |
|---|---|
| Loop exits immediately | Remove ~/.config/evolve/KILL or .agents/evolve/STOP |
| Stagnation after repeated empty passes | Queue layers and producer layers were empty across multiple passes — dormancy is the fallback outcome |
ao goals measure hangs | Use --timeout 30 --total-timeout 75 or --beads-only to skip |
| Regression gate reverts | Review reverted changes, narrow scope, re-run; claimed work items must be released back to available state |
See references/cycle-history.md for advanced troubleshooting.
CONTEXT_BUDGET_EXHAUSTED as a third stop reason and handoff protocolskills/dream/SKILL.md — the nightly knowledge compounder; absorbs /harvest and runs the compounding loop overnightskills/rpi/SKILL.md — Full lifecycle orchestrator (called per cycle)skills/crank/SKILL.md — Epic execution (called for beads epics)docs/contracts/autodev-program.md — Repo-local operational contract for bounded autonomous developmentGOALS.yaml — Fitness goals for this repoReview completed work and learn.
Make an out-of-session Claude (Managed Agent or Agent SDK loop) AgentOps-native — via skills + the ao CLI + CI, not hooks.
Make an out-of-session agent AgentOps-native via skills + ao CLI + CI, not hooks.
Explain AgentOps workflows.
Explain AgentOps workflows.
Scaffold or absorb new SKILL.md files against the unified AgentOps template. Triggers: "create a skill", "scaffold skill", "absorb external skill", "new skill".