autoresearch

Autoresearch — Autonomous Goal-directed Iteration

Safety Invariants (all subcommands)

• Never push, publish, or deploy without explicit user approval.
• Bounded by default. Override with Iterations: unlimited.
• All results logged to autoresearch/{subcommand}-{YYMMDD}-{HHMM}/ directory.
• Chain handoff via handoff.json. Evals reads *-results.tsv.

Dispatch (bare $autoresearch)

Parse the invocation in this order:

| Condition | Mode |

|---|---|

| Metric: or Verify: present | Classic — existing metric loop, unchanged |

| Free-form natural-language goal, no metric/verify | Orchestrator — see Orchestrator section |

| Nothing | Setup wizard — interactive config builder |

| --classic flag | Force Classic regardless of goal text |

| --auto flag | Force Orchestrator regardless of goal text |

Print a banner on every invocation: [autoresearch] mode: classic | orchestrator | wizard.

Subcommands

| Command | Does | Default Iterations |

|---|---|---|

| $autoresearch | Iterate against a metric: modify → verify → keep/discard | 25 |

| $autoresearch plan | Convert a goal into validated Scope, Metric, Verify config | N/A |

| $autoresearch debug | Hunt bugs: hypothesize → test → falsify → repeat | 15 |

| $autoresearch fix | Crush errors one-by-one until zero remain | 20 |

| $autoresearch security | STRIDE + OWASP audit with red-team personas | 15 |

| $autoresearch ship | Ship through 8 phases: checklist → dry-run → deploy → verify | N/A |

| $autoresearch scenario | Generate edge cases across 12 dimensions | 20 |

| $autoresearch predict | 5 expert personas debate before implementation | N/A |

| $autoresearch learn | Scout codebase → generate docs or wiki → validate → fix loop | 10 |

| $autoresearch reason | Adversarial debate with blind judges until convergence | 8 |

| $autoresearch probe | 8 personas interrogate requirements until saturation | 15 |

| $autoresearch improve | Research ICP challenges, discover improvements, generate PRDs | 15 |

| $autoresearch evals | Analyze iteration results: trends, plateaus, regressions | N/A |

| $autoresearch regression | Regression stability gate: baseline vs candidate, verdict STABLE/UNSTABLE | N/A |

Universal Flags

| Flag | Applies To | Purpose |

|---|---|---|

| Iterations: N | All looping | Set iteration count |

| Iterations: unlimited | All looping | Opt-in unbounded |

| --evals | All looping | Mid-loop checkpoints + final summary |

| --evals-interval N | All looping | Override checkpoint frequency |

| --chain <targets> | All | Sequential handoff after completion |

| --<subcommand> | All | Shorthand for --chain <subcommand> |

| --dry-run | Orchestrator | Print derived config + planned pipeline; no execution |

| --max-cycles N | Orchestrator | Hard ceiling on orchestration cycles (default 50) |

| --classic | Bare $autoresearch | Force Classic metric-loop mode |

| --auto | Bare $autoresearch | Force Orchestrator mode |

Orchestrator

Activated when a plain-language goal is given without Metric:/Verify:. Classifies the goal into a Goal archetype — see references/orchestrator-routing.md for the archetype table and router decision table.

Resolve every scripts/... path below relative to this installed skill directory, never relative to the caller's working directory.

Two modes based on archetype:

• Orchestration loop — predicate-bearing archetypes (ship-ready, optimize-metric, fix-broken, harden, build-feature, explore). Goal has a mechanical Success predicate; the loop runs until that predicate is met.
• Single-pass dispatch — subjective/terminal archetypes (document, what-to-build, decide-design). Routes once to the fitting subcommand (learn / improve / reason), lets it self-terminate, then reports. No loop, no Plateau, no ship gate.

Orchestration Loop Steps

Backed by scripts/orchestrate.sh (deterministic seam — all routing logic lives there). Subcommands exposed: classify, next-hop, units, plateau, screen-cmd, verdict, validate-state, screen-state-predicate.

1. Classify — scripts/orchestrate.sh classify "<goal>" → archetype label + mode.
2. Derive predicate — reuse plan logic to produce a concrete Success predicate: exact shell command + expected output. For optimize-metric, run the full plan/wizard derivation internally.
3. Confirm — ONE request_user_input showing: archetype, mode, concrete predicate (command + expected output), terminal choice (stop-at-verified vs proceed-to-ship). Misclassifications are caught here, not mid-run.
4. Round-0 dry-run — prove the predicate command runs and returns a value; safety-screen every derived command via screen-cmd; print projected cycle budget. Stop here if --dry-run.
5. Loop until predicate satisfied:

a. Assess state via cheap signals (last handoff.json, regression verdict, error count) + affected-test verify.

b. scripts/orchestrate.sh next-hop orchestrator-state.json → next subcommand.

c. Run subcommand (its own bounded inner loop).

d. Record per-hop outcome ∈ {progressed, no-op, failed, blocked}.

e. Fold hop's handoff.json into orchestrator-state.json.

f. scripts/orchestrate.sh units → recompute Units remaining.

1. Stop conditions (checked after each hop):

• Predicate met → ship gate (only if ship is in the pipeline) else CONVERGED.
• scripts/orchestrate.sh plateau orchestrator-state.json → true → stop + report PLATEAU.
• Cycles > ceiling (default 50, override --max-cycles N) → stop + report CEILING.
• Hop outcome blocked/failed with no alternative route → checkpoint + stop + report BLOCKED.

Orchestrator State

orchestrator-state.json — orchestrator-owned, additive. Tracks: goal, archetype, predicate, terminal-choice, units_remaining history, cycle count, per-hop pipeline log with outcomes, current incumbent. Each hop's handoff.json is unchanged (single-hop bridge); the orchestrator reads it and folds it in. Two clearly-owned state objects, no overlap.

Orchestrator Safety Invariants

• Never auto-approve ship/deploy/push. The orchestrator never passes --auto to ship; deploy always requires explicit user approval.
• Data-migration behind anchored DB-URL allowlist. Reuses regression's allowlist — host must be localhost/127.0.0.1/container hostname, or database name carries _test/_ci suffix. Bare substring match does not qualify. Anything else refused.
• screen-cmd on every derived command — run before the loop starts AND on every command read from a persisted state file on resume. Persisted commands are never trusted; resume re-screens the pinned predicate via screen-state-predicate and refuses on refuse.
• No un-screened commands mid-loop. The autonomous loop cannot introduce new shell commands that bypass screen-cmd.
• Predicate pinned, not re-derived. Round-0 writes the derived Success predicate verbatim into orchestrator-state.json; every cycle and every resume reuses that exact string so "done" is reproducible across runs.
• Validate the ledger before routing. validate-state gates orchestrator-state.json (required fields + coarse types); a malformed ledger is not trusted to route from.
• Independent verify before convergence. High-impact changes accepted on the working signal set pending_verify; next-hop routes to a verify hop (held-out / adversarial check) before DONE or ship. The verify hop never auto-approves ship.
• Unknown-units cycles excluded from Plateau counter. A cycle where units returns unknown (e.g. runner crash) is not counted as zero-progress; repeated unknown routes to BLOCKED.