Artificial Intelligence

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.

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

A practical threat model for AI-assisted and agentic software development across requirements, architecture, implementation, testing, and operations.