How I run performance reviews on Codex and Claude using their own session history.
Technical notes and research from Mitch Fultz.
I write about AI workflows, data systems, security, health, and the practical work of making complicated systems easier to use.
Latest writing
A short archive. No need to pretend it is bigger than it is.
A quick reference guide that provides reusable examples and best practices for prompting advanced LLMs in coding, troubleshooting, creative writing, and more.
A practical guide for students and professionals who have been wrongly accused of using AI to generate their original work. This article outlines evidence-based strategies to contest false AI detection flags, including documenting your process, comparing writing samples, citing detection limitations, and proposing reasonable resolutions.
Security notes
A practical view into known exploited vulnerabilities.
CISA Known Exploited Vulnerabilities
Search and inspect the KEV catalog by CVE, vendor, product, timeline, and ransomware use.
Projects
A few repositories connected to local-first tools, AI workflows, and data operations.
CueLoop
Local-first AI coding workflow tool with a Rust CLI and macOS app for queued, auditable agent work.
AI Control Plane
Host-first enterprise AI governance reference implementation with typed operator workflows, runtime gates, and rollout validation.
Spartan Scraper
Local-first scraping workbench for scrape, crawl, and research workflows.