Author
Shaun Thresher
Articles by Shaun
- The Deep Connection
Six AI Reviewer Agents Signed Off on a $426,000 Mistake
Two layers of AI checked the work. Neither one did the math. What caught the error was a gut feeling about the shape of a number, and gut feelings don't scale. The fix fits in one file.
- The Deep Connection
60% Is Where Claude Starts Lying to You
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%.
- The Deep Connection
Flipping the Ralph Loop
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.
Read Shaun's next piece first.
One email a week on what we deployed, what broke, and what it taught us.
One email per week. Unsubscribe anytime.
Swarm Operators is a private circle of operators, builders, and leaders dissolving cognitive bottlenecks. Entry by application.
Three short questions follow, then a human reads your application.