Build LogLearning
#06
2026-07-154 min read

Seven phases in. The chip at the chapter head was still the highest-leverage fix.

The learning hub navigation programme shipped complete last week: seven phases, P0 through P6, from breadcrumb to site-wide Pagefind search. Improving on the earlier post that identified the prerequisite chip as the spec's highest-value navigability fix — having shipped P4's IntersectionObserver scroll-spy and P6's full search index, the designation holds. Here's what shipping the full programme makes visible.

Read post
LearningNavigation
#07
2026-07-136 min read

Prerequisite chips were the highest-leverage fix. They shipped fifth.

The navigation spec for captainrandom’s learning hub named the N1 prerequisite chips the single highest-value browsability improvement. They shipped in Phase 5 of 7. Course sidebar, in-chapter TOC, prerequisite chips, and site-wide Pagefind each close a different kind of lost — and the order they can ship in is a dependency graph, not a priority list.

Read post
Build LogAI
#08
2026-07-103 min read

The voice-check agents passed two chapters. A three-line recount proved they couldn’t count.

An ultracode workflow’s voice-check agents passed two course chapters as within the em-dash budget. A three-line Python recount found both over. A model can’t reliably count its own tells.

Read post
Build LogLearning
#09
2026-07-045 min read

We captured thirteen GCP screenshots in one sitting. The OAuth console had changed while we weren't looking.

Chapter 2 of the GSC + GA4 automation course needed thirteen screenshots of the Google Cloud project setup flow. The session that produced them found that the OAuth consent screen had been redesigned since the prose was written — and showed why that kind of discovery only happens in a live browser, not a mockup.

Read post
Build LogLearning
#10
2026-07-035 min read

Chapter 2 had thirteen screenshots and one OAuth rewrite. The three architecture decisions explain both.

The Google Cloud setup chapter of the GSC+GA4 automation guide forced three architectural calls before any screenshot was captured. Then Google redesigned the Auth Platform UI and the OAuth section had to be rewritten. This is what the decisions looked like at runtime.

Read post