/autoresearch
Autonomous iteration loop: modify, verify, keep/discard against any metric
$ npx -y skills add uditgoenka/autoresearch --skill autoresearch --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
- Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
- You can call itInvoke it directly when you want it.
- Slash command
/autoresearch
Context preview
The summary Claude sees to decide when to auto-load this skill.
Autonomous iteration loop: modify, verify, keep/discard against any metric
SKILL.md
autoresearch.SKILL.mdname: autoresearch
description: "Autonomous iteration loop: modify, verify, keep/discard against any metric"
version: 2.2.1
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.
**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 `AskUserQuestion` 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**. 6. **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);
Read more
name: autoresearch description: "Autonomous iteration loop: modify, verify, keep/discard against any metric" version: 2.2.1
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.
**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 `AskUserQuestion` 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**. 6. **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);
Turn Claude Code, OpenCode, or OpenAI Codex into a relentless improvement engine. Based on Karpathy's autoresearch — constraint + mechanical metric + autonomous iteration = compounding gains.
Repo: uditgoenka/autoresearch

