Software Engineering

The AI-native SDLC gets the bottleneck shift right. My own architecture pushes the idea further: generated artifacts are cheap, but trusted acceptance and authorized effects must remain explicit.

What a decade of self-hosting taught me about reliability, portability, Canadian infrastructure, and AI

A reproducible walkthrough of the Anthesis Governance Lab: 7 canonical governance scenarios, 27 broader governed-action scenarios, and 24 inference-integrity cases over recorded evidence.

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 a prompt-driven, spreadsheet-backed CareerOps workflow: discover and rank roles, curate evidence, tailor resumes through staged prompts, and preserve human accountability while preparing for bounded Dubnium automation.

Git metadata now crosses execution boundaries in CI and agentic systems, turning 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.