AI

Notes on building with AI, experiments I'm running, and the tools I use.

Projects

  • Ork

    Task orchestrator built 100% with Claude Opus 4.5 using the Claude Agent SDK.

  • Twisted Timeline

    Alternate history blog written entirely by AI. Used dynamic prompts with pseudo-randomness to generate new worlds daily.

    Twisted Timeline screenshot

Experiments

Three-Persona Code Review System

A sub-agent approach using three distinct reviewer personas, each running on Opus with structured investigation phases and formatted verdicts.

Bar Raiser — "Is this ambitious enough?"

Looks for missed abstraction opportunities. Pushes for changes that improve future work, not just current code. Verdict: PASS / ENHANCE / RETHINK

Devil's Advocate — "What could go wrong?"

Surfaces genuine risks and blind spots. Identifies silent breakage, hidden coupling, untested assumptions. Verdict: PASS / REVISE / BLOCK

Minimalist — "Can this be simpler?"

Looks for over-engineering and deletion opportunities. Favors straightforward over clever, deletion over refactoring. Verdict: PASS / SIMPLIFY / OVER-ENGINEERED

An orchestrating agent collects all three verdicts and determines whether to run another coding pass or continue to the next task.

Discovery

Tools

  • Claude Code — Primary AI usage
  • ChatGPT — Secondary AI usage
  • 2080TI GPU — Running local models for experimentation
  • Weaviate — Semantic search and RAG experiments
  • Qdrant — High-performance vector similarity