Most "agent failures" are not the model losing competence. They are the model losing track of which agent it is supposed to be.
On the difference between a model that has been trained to be agreeable and a colleague who tells you when you are wrong. Why you want the second one.
sites migrated in 3 months as Product Lead at ShyftLabs.
custom-generated puzzle pages delivered at Ways 2 Wellness.
test cases written in a single day using a logic-driven QA framework.
physicians and patients served by onboarding content at Noteworth.
Five continents. Thirty-six places called “home for now.” Montana is where home is.
Fig. 01 Backcountry campsite. Glacier National Park, summer 2025.
Three things on the desk. Read more on the Now page, updated when something changes.
Updated 17 May 2026