Field Notes / Building with AI

Concrete lessons from work in progress.

Product pivots, architecture tradeoffs, agent behavior, and the evidence behind what changed. Written to be useful before it becomes social content.

16 / Published NotesPage 02 of 02

Newest first. Each Note starts with the decision and keeps the technical detail in service of the lesson.

04

Moving a file should not publish it

A useful content automation needs permission boundaries as much as it needs a writing prompt.

  • Content systems
  • Human approval
  • AI automation
4 min read
03

The agent platform I decided not to build

A technically credible prototype was not a differentiated product. The useful move was to preserve the machinery and replace the claim.

  • Product strategy
  • Agent systems
  • Differentiation
7 min read
02

A live AI demo can be less honest than a replay

Interactivity is attractive, but a controlled replay can reveal more about cost, evidence, failure, and product boundaries.

  • AI products
  • Trust
  • Portfolio design
6 min read
01

Three interfaces, one source of truth

Why this portfolio can change its visual personality without creating three versions of the truth.

  • Frontend architecture
  • Design systems
  • Product communication
6 min read