Testing the Proof System: Negative Controls and Dependency Evidence in Ota

July 24, 2026 · Dev.to

How do you estimate a project when AI writes the code?
AI didn't kill software estimation. It moved the uncertainty somewhere new. Your best-case number got really better, whi
What is a Forward-Deployed Engineer?
If you've been anywhere near AI job postings lately, you've seen the title: Forward-Deployed Engineer. Sometimes it's "D
The Case of the Disappearing Free Trial
A debugging story about WooCommerce Subscriptions, caching red herrings, and one deliberate line of code that quietly br
Rebuild It to Understand It: From Network Protocols to LLM Agents
TL;DR: you only truly understand a system once you rebuild it. I recoded TCP at school, then the DNS protocol, then Modb
Audit Logs You Can Trust
In Structured Logging for Node.js, I covered how to turn scattered console.log calls into structured, queryable events.