I build the software that runs a small custom manufacturer.

I work in the open here: the methodology I'm building, the projects I'm in the middle of, and what I'm learning as I go, including how I work with the agent itself, not just the systems. It all points at one aim:making enterprise-grade operations reachable for small manufacturers.

What I'm working on

All projects →
Active

The Operations Platform

A full-stack operations system I design, build, and run inside a small custom manufacturer: a product-and-cost engine, quoting, factory costing, and a customer portal.

  • Operations Software
  • Manufacturing
  • FastAPI
  • React

Recent writing

All writing →
The Methodology

The Invisible Bill of Materials

Service businesses and platforms sit on a decomposable product too. The atoms change: scope units, hours by skill, cost-to-serve. The discipline, and the payoff, do not.

The Methodology

What Makes a Framework a Framework

The eight phases were born in a factory, but their principles say nothing about manufacturing. Separating what is domain-specific from what is not, phase by phase.

The Methodology

The Discipline of Less

For a long time the busiest I felt was the least I finished. On why one thing done all the way beats five at forty percent, and why a product nobody has tried to buy is not yet a product.

Recent notes

All notes →
Note

Teaching Everyone at Once

A skill written for your own agent teaches one assistant. Committed into a public repo, it teaches every agent that opens the folder. Two skills from the sandbox run just made that jump.

Note

Teaching It Once

An agent gets better not from cleverer prompts but from corrections that stick: turn every fix into configuration (memories, rules, small skills) so the same mistake never comes back.

Note

Building Solo, With an Agent

I build most of this alone, but not really alone. What working with an AI coding agent actually changes, where it carries real weight, and where you still have to be the one who understands.

The methodology

The Manufacturing Intelligence Framework

The work is organized around two interlocking frameworks: eight phases that take a custom manufacturer from raw product data to an AI-augmented operations system, with a feedback triangle at the core. Phases 1–7 are built and in daily use; Phase 8 is emerging, and this site is its first piece.

Foundation: sequential, builtDownstream: emergingThe Feedback Triangle: interconnected↻ each phase refines the other two01020304050607Product FormulationOperational MappingRelational DatabaseKnowledge Base & SOPsProject IntelligenceConfigure → Price → QuoteSales & Client Management08Content & Marketing↑ loops back to Phase 1: this site is its first piece
The Build, end to end: Phases 1–4 are the sequential foundation; 5–7 form a feedback triangle that keeps pricing honest as production and sales move; Phase 8 turns the whole system’s output into content, and loops back to refine Phase 1.
Read about the framework →