AI output quality silently degrades as your context window fills, and by the time you notice, the session is already cooked. The fix isn't a bigger context window — it's a single line in your status bar and a rule: stop at 60%.
Shaun Thresher · 26 Mar 2026
Most AI content workflows start from scratch every Monday. This one accumulates what works week-over-week, cutting editing time from hours to minutes and turning content decisions into evidence-based lookups.
Shaun Thresher · 19 Mar 2026
The Ralph Loop doesn't care which direction you point it. When you flip it (or run Ralph in reverse), it doesn't build, it reads. And what it reads from an existing system is something most teams can spend months wishing they had discovered, a specification of what the code actually does, extracted from the code itself.
Shaun Thresher · 12 Mar 2026