- Essays··13 min read
Your AI Doesn't Discover Anything. Here's the Math That Proves It.
A new MIT preprint draws the line between search and discovery in category theory — and that single empty set is the formal wall most agent stacks will never cross. Searching harder inside a fixed vocabulary is not the same operation as minting a new one.
category-theoryai-discoveryagentic-systemsprovenanceRead - Essays··4 min read
Agent teams will beat human teams
Mozilla's Mythos shipped 423 security fixes in a single month after fifteen months of human-pace trickle. The bottleneck was never talent or funding — it was organisational friction. Agent swarms are now proving the point in production, and the maths is merciless.
agentic-systemsorganisational-frictionsecurity-debtenterprise-automationRead