Diagram of a sovereign systems stack — Nostr-native control planes, agent fleets, and the services that run them.
Chris Daley · Notebook & Systems

AI-native engineering, where agents are colleagues — not chat windows.

I build engineering organizations where AI agents do real work — reviewing code, writing docs, operating desktops, running deployments — each with its own identity, policy and audit trail. The infrastructure underneath is sovereign by design: the keys, the data and the record belong to the people running it. Before that, a couple of decades of security work for people who learned the hard way what dependency costs. This site is a working notebook and a home for the systems I ship.

§ I

Current areas of work

Agent experience (AX)

Designing the environments agents do their best work in: semantic interfaces, deterministic context, closed feedback loops.

Agent fleets & identity

Autonomous agents as accountable colleagues — real cryptographic identities, policies, and audit trails, and no raw keys.

Memory that isn't RAG

What agents need to remember — reference truth, episodic recall, institutional doctrine — as separate, provenance-tracked services.

Sovereign control planes

Deployments, review and shared state as signed events on infrastructure you own — platforms optional.

§ II

Latest writing

Index →
  1. 01
    Agents that keep their promises

    Give an agent a memory and it gets smarter. Give it commitments and it gets character.

  2. 02
    Notes on writing here

    Why this site exists, what it contains, and a confession about how it started.

  3. 03
    Nostr as an engineering substrate

    Not a social network — a signed, portable event log I run my whole stack on.

  4. 04
    Zero-Trust identity for AI agent fleets

    What MCP doesn't give you for free

§ III

Featured systems

All systems →
§ IV

Selected research

All essays →
  • Autonomy is earned

    An authority model for agent fleets: promotion by boring reliability, demotion at the speed of doubt, and a break-glass lever for 2am. Draft.

  • The sovereign engineer

    On owning your tools, your keys, your data, and the systems that shape your work. Draft — being rewritten from the actual practice.

  • Agent experience

    The environments agents work in matter more than the models working in them. Notes toward a discipline. Draft.

Speaking

Available for talks on building AI-native engineering organizations, agent experience, and running fleets of AI agents you can actually audit.

Speaking →
Open source

Most of what I build ships as an open repository — and much of it was built alongside the same kinds of agents it exists to support.

GitHub →