Ai

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

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