Posts are chapters. These are the programs they belong to. I ship the system, the rule, or the talk first. The post is what got written down after.

The through-line lives on Projects: memory, tools, deterministic constraints, evaluation, observability, security, and human control.

1 · Memory for AI agents

Memori, architectures, retrieval, decay, identity, evaluation.

2 · Reliable agent systems

Luffy, tool design, control planes, observability, failure modes.

3 · AI × security

Agent attacks, fraud, identity, social engineering, behavioral security.

These PRs are the same stack. Identity, false positives, and constraints, written as detection rules the way Memori and Luffy write them for agents.

4 · AI-native software engineering

Coding agents, architecture, productivity, staff+ engineering, evaluation.