AI

Preface: The Unanswered Frontier

In Part 1: Taming the AI Agents, I shared the architectural blueprint of CAMP (Cross-Agent Memory Protocol)—how we used Linux Bubblewrap (bwrap), camp-acpd, OPA policy enforcement, and a central pgvector MemPalace to bring deterministic discipline, sandboxing, and long-term memory to a heterogeneous fleet of AI coding assistants (Claude Code, Google Antigravity, Grok Build, and GitHub Copilot).

At the end of that article, however, I highlighted a significant hurdle: The Headless Limitation.

Preface: A Noob’s Journey into Agentic AI

Although the AI surge felt like it was simmering for years, I jumped on the bandwagon relatively late—around November 2025.

My very first interaction with AI was Perplexity through its web interface. As a complete novice, my expectations were honest and naive. It took multiple conversational iterations and several frustrated hours to finally grasp what an “AI hallucination” actually meant. Soon after, I tried Google’s Gemini web interface. While helpful for reading bedtime stories out loud to my kids, it didn’t immediately feel game-changing for engineering tasks.

Immutable Atomic Linux Distirbutions

Of late, I’ve been hearing a lot of (good) things about Immutable Linux Distributions, from friends, colleagues and mentors. It has been something on my plate for some time, to explore. But given the nature of the subject, it has been delayed for a while. Reasons are simple; I can only really judge this product if I use it for some time; and it has to be on my primary daily driver machine.