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Autonomous iteration loop: modify, verify, keep/discard against any metric
Passed 14 of 20 test cases with the skill, and 6 of 20 without it.
and 12 more in the full report
12 fixed3 passed either way3 still failing4 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 12 test cases the skill fixed. Same model, same prompt, with and without the skill.
When starting `/autoresearch_debug` without explicit iteration parameters, what is the default iteration count?
| Checked | Without skill | With skill |
|---|---|---|
| Sets default iteration count to 15 | Missed | Passed |
The instructions your model reads when the skill loads.
Iterations: unlimited.autoresearch/{subcommand}-{YYMMDD}-{HHMM}/ directory.handoff.json. Evals reads *-results.tsv./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.
| 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 |
test cases passed, vs 6 / 20 without
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