Autoresearch Loop

Conducts autonomous, iterative research by defining goals, generating hypotheses, verifying results, modifying approaches, and repeating until criteria are met.

Autoresearch Skill

Trigger

Autonomous goal-directed iteration — agent modifies, verifies, keeps/discards, and repeats.

Trigger phrases: "research this thoroughly", "autonomous research", "iterate until complete", "deep dive", "autoresearch"

Core Loop

Inspired by Karpathy's autoresearch methodology:

1. Define goal and success criteria
2. Generate hypothesis or approach
3. Execute (search, analyse, synthesise)
4. Verify result against criteria
5. If criteria met → keep result, move to next
6. If criteria not met → modify approach, retry
7. Repeat until all criteria satisfied

Implementation

# Autoresearch: [Topic]

## Goal
[What you're trying to find/prove/analyse]

## Success Criteria
- [ ] [Criterion 1 — specific and measurable]
- [ ] [Criterion 2]
- [ ] [Criterion 3]

## Iteration Log
### Attempt 1
- Approach: [what was tried]
- Result: [what was found]
- Assessment: [met criteria? why/why not?]
- Next: [what to try differently]

### Attempt 2
...

## Final Output
[Synthesised result that meets all criteria]

Rules

• Always define success criteria BEFORE starting research
• Maximum 10 iterations per research question (prevent infinite loops)
• Each iteration must try a DIFFERENT approach (no repeating failed strategies)
• Log every attempt — the failures are as valuable as the successes
• Verify findings from multiple sources before accepting
• Be explicit about confidence level: high/medium/low for each finding