Software Engineering

A walkthrough of Anthesis governance lab: deterministic policy enforcement across 24 scenarios in 8 categories, from seed integrity to evidence preservation.

How Dubnium is evolving from local model serving into a governed agentic control plane with a supervisor gateway, bounded memory, specialist routing, and deterministic execution boundaries.

How Dubnium uses declarative schedules, systemd timers, workflow dispatch, and a separate agentic control plane without turning the scheduler into a hidden workflow engine.

Dubnium is a NixOS-based personal super server built to stay legible: safe defaults, explicit modes, layered mutability, local AI boundaries, and an optional lab surface.

A practical architecture for using AI to discuss roles, create job intake issues, trigger local resume generation, and preserve human accountability without turning job search into opaque automation.

Git metadata now crosses execution boundaries in CI and agentic systems, which turns familiar repository fields into potential code execution inputs.

Anthesis has shifted from one-shot agent ambitions toward governed memory, adapter abstractions, loop orchestration, SSDF enforcement, and Git-native policy verification.

A practical reference for designing authentication systems that can withstand compromise, replay, abuse, and operational failure.

Why I built Quiet Presence, and how I used a small Cloudflare stack plus AI-assisted development to create a provider-controlled booking system with clear client preferences.

Why legacy systems persist, why rewrites fail, and what actually makes modernization possible inside real organizations.