Building systems that reason. Writing about AI, Web3, and software engineering.
Replace style copying with principled search: explore a multi-dimensional voice space and use Pareto-optimal selection to shape an original AI voice.
Read Full Post →Counter-intuitive finding: forcing Cantonese (yue) on Whisper causes decoder collapse. Force Chinese (zh) instead for coherent, searchable transcripts—even for Cantonese content.
Using Claude Code and OpenRouter infrastructure to rapidly build model evaluations with Claude Opus 4.5 as the judge
Extracting the deterministic core of 8-Bit Oracle into a standalone library, and why 'same seed, same hexagram, every time' matters more than you'd think for decentralized AI.
Upgrading 8-Bit Oracle's Hexagram 24: Return with Proust's famous involuntary memory scene, then systematically testing 12 diverse AI image models through fal.ai to find which one actually captures that precise moment when past and present collapse together.
A three-day journey through Twitter API v2, v1.1, OAuth, rate limits, and the gradual acceptance that you can't actually hack your way around free-tier constraints
I'm a builder specializing in AI-powered experiences and Web3 through Digital Rain Studios. Currently working on 8-Bit Oracle (tech-noir I-Ching) and the QDayAnon Content Engine (AI research platform).
I build everything AI-assisted and write about the technical challenges along the way. Find me on X or GitHub.