🧬 GSEP — Genomic Self-Evolving Prompts | Make any AI agent self-evolving in 3 lines of code. Open-source TypeScript framework where AI prompts are biological DNA. 4 chromosome layers mutate, compete, and evolve automatically. Works with Claude, GPT-4, Gemini & Ollama. No fine-tuning needed. 1577 tests. MIT licensed. Beta. WATCH DEMO: https://www.youtube.com/watch?v=cTPJqrL2IyE
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Maker
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Hey PH! I'm Luis, a developer based in Germany.
I built GSEP because prompt engineering doesn't scale. You write a great prompt today, it degrades tomorrow, and you're manually rewriting it for every user.
GSEP applies biological evolution to fix this. Your agent's prompts are organized as 4 chromosome layers:
- C0: Immutable identity (SHA-256 protected, never changes)
- C1: Skills & tools (slow mutation, sandbox-tested)
- C2: User preferences (fast, per-user adaptation)
- C3: Content firewall (53 threat patterns)
Mutations happen automatically. Fitness is measured across 6 dimensions. Bad changes roll back. Good ones propagate.
The key insight: don't retrain the model — evolve the instructions. This works with any LLM without touching model weights.
This is beta (v0.8.0). The evolution engine works and is tested, but we need real-world usage to validate the approach at scale. Your feedback genuinely shapes what we build next.
npm install @pga-ai/core