Controlling Dev Workflows in an Age of Non-Deterministic Agentic Systems
When AI agents drive your development, instructions aren't enforcement. Here's how I replaced git primitives with governed tools using hookflows and CLI extensions — with the real code from my production system.
Context Engineering for Agentic Teams — The 4-Tier Memory System That Makes 43 Agents Persistent
Most AI agents forget everything between sessions. Here's the exact 4-tier memory architecture I use across 43 production agents — with real files, real configs, and the skill that enforces it all.