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.