full-stack-skills 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 | Plan — derive a reviewable metric and verification command; do not start an autonomous loop yet |
| Nothing | Setup wizard — interactive config builder |
--classic flag |
Force Classic regardless of goal text |
Print a banner on every invocation: [autoresearch] mode: classic | plan | 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> |
--classic |
Bare $autoresearch |
Force Classic metric-loop mode |
Natural-language goals
For a plain-language goal, load plan.md and produce a concrete Metric: and Verify: configuration for user review. Start the Classic loop only after those fields are explicit. This package does not currently include an executable cross-subcommand orchestrator.
references/orchestrator-routing.md records a future routing design. Treat it as design material only: do not invoke the commands described there and do not claim that automatic goal classification, state routing, or plateau detection is available.