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autoresearch - Run autonomous iterative research experiments

Runs an autonomous research loop that dispatches fresh Researcher workers, checks compliance, trains, evaluates, and manages git state.

Tags

Updated: 2026-10-07
automated researchiterative experimentationsubagentsmodel trainingdeterministic evaluationgit worktrees

Capabilities

Read research protocolsDispatch fresh Researcher workersRun compliance checksExecute training commands

Typical Inputs

Research protocolExperiment directoryGit repository

Typical Outputs

Progress reportsRound task listCheckpoint artifact

What this skill does

  • Read research protocols
  • Dispatch fresh Researcher workers
  • Run compliance checks
  • Execute training commands
  • Run deterministic evaluations
  • Commit or roll back changes
  • Track experiment experience

Inputs

  • Research protocol
  • Experiment directory
  • Git repository
  • Experiences log
  • User guidance

Outputs

  • Progress reports
  • Round task list
  • Checkpoint artifact
  • Evaluation results
  • Git commits or rollbacks
  • Updated experiences log

Requirements

  • Git worktree support
  • Fresh worker provider
  • Deterministic evaluation script
  • Training environment
  • Task and timer mechanisms

Source

  • Spec: SKILL.md

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