crimeacs / auto-improve
GAN-style self-improvement loop for any text artifact: mutate, grade with a SEPARATE model, keep only verified wins (pairwise-judged), revert the rest. The git history is the improvement log.
Why this job: works in the areas we cover, but does not say which job it does
What it does
Works on anything text: emails, landing pages, prompts, READMEs, API designs, configs, blog posts, cover letters. Don't have a rubric? Pass a one-line --goal (or nothing) and it infers the right criteria first. Inspired by Karpathy's autoresearch — see Lineage.
Get started
git clone https://github.com/crimeacs/auto-improve && cd auto-improve
pip install requests
export GEMINI_API_KEY=...
# free key: https://aistudio.google.com/apikey - Maintenance
- Active
- Last commit 3 months ago
- Stars
- 140
- +1 this week
- Licence
- MIT
- Allows business use
- Downloads for
- None listed
- No release files
- Latest version
- v0.1.0
- Released 5 months ago
- Built with
- Python
- 90% of the code
Is it looked after?
- Contributors
- 0
- Last 90 days
- Issues
- None
- No issues filed
- Pull requests
- 3 merged
- 1 waiting
- Releases
- 1
- 1 in the last year
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More: languages, topics and project record
Languages
- Python 90%
- Rust 10%
Topics
- ai-agents
- developer-tools
- evaluation
- gan
- gemini
- generative-ai
- llm
- prompt-engineering
- python
- rlaif
- rust
- self-improvement
Project record
- JobOther AI tools
- StatusListed
- Commits15
- Forks16
- Watching0
- Stars in 28 days+4
- CreatedJun 1, 2026
- First seen by usNov 7, 2026
- CheckedNov 7, 2026