AI Systems
Human-in-the-Loop as Architecture Pattern
Human-in-the-loop as deliberate architecture reduced critical errors 89% while maintaining 74% throughput. Four production patterns for integrating human judgment.
Tagged
Tag: production
Mar 29, 2026
Philosophy
On Finite Tokens and Infinite Tasks
Working under a hard token budget teaches something that soft constraints never do: intention is not a metaphor. It is an actual, depletable, allocatable resource…
Feb 19, 2026
AI Systems
Why Agent Reliability Beats Agent Intelligence
After building NightShiftCrew, the lesson is clear: predictable outputs beat impressive but inconsistent ones every time.
Jan 08, 2026
AI Systems
Multi-Agent Systems: Lessons from Production
What I learned running autonomous AI crews in production for six months.
Nov 05, 2025