Back to work
Evolutionary prompt optimization · Google hackathon 2026
Granum
Optimizing appeal-letter prompts by hand doesn't scale or stay reproducible.
View sourceWhat I built
An evolutionary optimization engine modeling immune-system dynamics — structured mutation operators, an LLM-as-judge tournament with median-of-3 sampling, citation-based negative selection, clonal champion memory, and antigen-drift detection — architected around a pluggable Gemini/Vertex judge backend with a Next.js audit dashboard for reproducible head-to-head prompt evaluation.
Stack
PythonGeminiADKNext.js
Status
Engine shipped (159 tests); built for a Google hackathon (Jun 2026).