Articles

Jev AI: how the decision model works and where it fits

An introduction to TypeSafe AI's Jev: Choice, Noul and Score, calibrated probabilities, suitable tasks, and what my own experiments could establish.

AI Jev Automation

PCS: a closed-loop system for controlling a product

Why I wrote down Product Control System: a methodology for agents that observe a running product, authorize and execute changes, verify the result, and update the system model.

AI Architecture

My AI agent workspace

How I organize work with an AI agent: server notes, a task journal, projects, and an ops-log skill that records results and keeps instructions current.

AI Claude Code Workflow

White Rabbit: server security audits in Claude Code

How I use White Rabbit to audit a server over SSH: collect logs and configuration, review findings with Claude Code, and restrict commands with a read-only hook.

Security AI Claude Code

Houndoom: a web shell scanner in Go

Why I built Houndoom for investigating compromised websites: a web shell scanner with SSH scans, static PHP deobfuscation, and WordPress checks.

Security Go DevSecOps

Laravel tricks: automatic logging channel injection

How to reduce code coupling when working with logging in Laravel through automatic channel injection

Laravel PHP Logging