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autoresearch

Autonomous iteration loop: modify, verify, keep/discard against any metric

431estrelas
Atualizado há 4 meses

Ver no GitHub ↗ Licença: Apache-2.0

Como adicionar

/plugin marketplace add mxyhi/ok-skills

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Para o autor da skill

Cole no README do seu repo

Mostra que sua skill está catalogada na Skillteca, gera backlink e tráfego rastreável.

[![Skillteca](https://www.skillteca.com.br/api/badge/autoresearch-mxyhi/svg)](https://www.skillteca.com.br/skills/autoresearch-mxyhi)
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Ler descrição completa

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.

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 → 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 |

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> |

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