3 posts
Nous Research's Hermes Agent ships a learning loop inside its runtime — act, then a background thread folds lessons into memory and skills. It's the back half of ADD's loop, in code. What that proves, what it's missing, and why the two compose.
10 min readContext windows forget. Production agents don't. The difference is a layered architecture: working memory, session memory, and long-term memory split into facts, events, and skills. Here's how real agents remember — and why forgetting on purpose matters.
10 min readThe model is only as good as the context it receives. This post dissects how a production AI harness constructs system prompts, loads project instructions, manages persistent memory, and compresses context when the window fills — all to give the model the right information at the right time.
9 min read