05AI integration3 min read
When AI earns its place
The useful question is not whether a model is impressive. It is whether a defined job, inside a real operation, becomes faster, clearer or harder to drop.
Read noteMAV / Field notes
What the work
keeps teaching.
Short operating notes on AI systems, architecture and the constraints that decide whether software actually holds. Written for operators and builders who need the next honest move—not another demonstration.
Filter by topic
Catalogue / latest first
The current
record.
6 notes on fit, constraints, agents, modernization and senior ownership. Each one is meant to be used, not collected.
04Method3 min read
Find the constraint first
The expensive answer is usually written before anyone has named the actual bottleneck. Clarity is not a workshop aesthetic. It is how you avoid building the wrong system well.
Read note03AI integration3 min read
Agents that can act, and still stay bounded
A production agent is not a chat window with tools attached. It is a worker with a job description, a limited set of hands and a supervisor who can see what it did.
Read note02Systems3 min read
The cheap rebuild is usually the expensive one
A rewrite that ignores the operating constraints of the current system does not remove complexity. It relocates it—into a schedule that now has no rollback.
Read note01Practice3 min read
One accountable owner
Difficult systems stall when architecture, execution and decision rights are split across too many rooms. Senior ownership is not a title. It is a way of keeping those three connected.
Read noteNext move / direct review
Bring the system
that is slowing you down.
If a note named the constraint you are already living with, the next step is a fit assessment—not another generic conversation.