JournalBlog
Field notes on learning AI well.
Essays from the AI Learn Grid team. Long enough to say something, short enough that you finish them.
Latestagentsmemory
Why 1M token contexts do not solve agent memory
Stuffing 50 previous steps into the context window causes needle-in-a-haystack decay. Here is how episodic memory maintains high reasoning accuracy.
September 13, 20266 min read
Read the essay
September 9, 2026
4 min read
How to evaluate AI agents without fooling yourself
Standard benchmarks miss how agents fail in production. Here is a practical framework for task completion, loop prevention, and regression testing.
agentsevalsengineeringSeptember 7, 2026
8 min read
The agent courses actually worth taking
Agents are the loudest word in AI education right now. Here are the official, free courses that teach the work instead of the slogan.
agentscourseslearning-paths