Tag: helix

All the articles with the tag "helix".

• LLM Optimization Is a Search Problem, and DSPy Makes It Easy

  17 Jun, 2026

  I tried seven ways to make a DSPy program faster and cheaper: three adapters, TOON, a custom adapter I almost wrote, JSON Patch, and finally diffs. Most lost. The real lesson was that DSPy and GEPA made the search cheap enough to run.

• Helix: Closing the Loop on DSPy Programs

  15 Apr, 2026

  Why I think DSPy programs need a managed optimization loop, not scattered experiments.