autoresearch
SolidAutonomous iteration loop: modify, verify, keep/discard against any metric
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Quality Score: 93/100
Skill Content
Details
- Author
- mxyhi
- Repository
- mxyhi/ok-skills
- Created
- 4 months ago
- Last Updated
- 3 days ago
- Language
- HTML
- License
- Apache-2.0
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autoresearch
Scaffold and run Karpathy-style autoresearch loops in any git repo. This skill should be used when setting up autonomous code improvement, generating adversarial eval harnesses, running hypothesis-implement-eval-keep/discard loops, or checking autoresearch progress. Triggers on "autoresearch", "autonomous improvement", "eval loop", "hypothesis loop", "self-improvement loop".
autoresearch
Autonomous iterative experimentation loop for any programming task. Guides the user through defining goals, measurable metrics, and scope constraints, then runs an autonomous loop of code changes, testing, measuring, and keeping/discarding results. Inspired by Karpathy's autoresearch. USE FOR: autonomous improvement, iterative optimization, experiment loop, auto research, performance tuning, automated experimentation, hill climbing, try things automatically, optimize code, run experiments, autonomous coding loop. DO NOT USE FOR: one-shot tasks, simple bug fixes, code review, or tasks without a measurable metric.
autoresearch
Autonomous experiment loop inspired by Karpathy's autoresearch. Iteratively modifies code, runs evaluation, measures a metric, and keeps or discards changes using git. Use when optimizing code against a measurable target (test pass rate, performance, bundle size, model quality, etc).