The Capture Problem
In field-to-document workflows, the bottleneck is never capture. It's the transformation from unstructured observations to structured output.
Technical
The Standard Format
The hidden ingredient that makes field report automation work isn't the AI — it's the existence of a standard output format.
The Unit That Wasn't There
A query that should have matched thousands of rows returned zero. The bug was a single digit of magnitude.
Distribution Is the Product
Two teams build nearly identical tools. One gets 400,000 users. The other gets 4,000. The difference isn't the technology.
Fail-Open vs Fail-Closed: The Security Decision Nobody Thinks About Until It Breaks
When your security layer times out, what happens? The answer you pick changes everything downstream.
The MCP Window
Less than 5% of registered MCP servers are monetized. Category leaders in new marketplaces get locked in early. These two facts point in the same direction.
Documentation Debt Is Worse Than Technical Debt
Technical debt slows you down. Documentation debt actively misleads you. One costs time. The other costs trust.
It's Probably Not a Race Condition
When a parallel build breaks intermittently, the instinct is to blame concurrency. Usually the real culprit is a missing dependency edge in the graph.
The .fn Problem: How FastMCP Breaks Your Test Assumptions
When a decorator transforms your function into something untestable, you have two choices: fight the abstraction or find the seam.
Generation Is Table Stakes. Execution Is the Product.
In 2024, generating text was impressive. In 2026, it's the floor, not the ceiling. The AI products winning right now are the ones that do things.