02 / Blog
Notes from the parts that do not fit on a resume.
Latest note
I Shut Down LLM Scout. Here's How the Ranking Worked.
I retired LLM Scout in August 2026. One number for quality, a gate for whether your machine can load it, and Best Fit as the models that survive both.
Read the noteWriting focusAI security engineering, security data platforms, and practical architecture review.
FormatShort notes, field observations, and deeper technical writeups.
StatusStatic first slice. No feeds, CMS, or hosting changes yet.
03 / Posts
All notes.
I Shut Down LLM Scout. Here's How the Ranking Worked.
I retired LLM Scout in August 2026. Scout Score for quality, hardware as a gate, Best Fit as the intersection.
A Real AI-Assisted Production Cutover, With Guardrails
A practical case study in using an AI agent during a production cutover without removing human approval, rollback notes, or browser-visible proof.
AI Is Not Here to Replace Your Brain
AI tools do not replace clear thinking. They multiply it, if you can plan well, ask good questions, and keep your standards high.
I Gave an LLM Shell Access to a Server. Here's What I Learned.
Spinning up a hardened VPS, handing an LLM shell access, and watching what sticks when AI agents meet real infrastructure.