Welcome to Elicited

A collection of Blog Posts elicited from my AI. Me and my AI collaborate to create Content that neither of us could create alone.

Featured

• What & Why

  2 Dec, 2025

  My thinking behind this Blog Site.

Recent Posts

• Which Predictor? How GEPA Optimizes a Multi-Agent DSPy Program

  9 Jul, 2026

  A multi-agent DSPy program is really several prompts in a trench coat. Here is how GEPA figures out which agent it is improving, and how it hands the better prompt back.

• 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.

• You won't be talking to AI in natural language for too long

  3 Jun, 2026

  Natural language will make AI accessible. Expert language will make it powerful.

• Teaching Codex to Test a Voice-First Calendar

  24 May, 2026

  How I got Codex, FlowDeck, XCUITest, Loopback, and a local backend to test KIN's voice calendar path end to end.