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memory

2 posts

Ai Ml

Memory — How Agents Build Continuity

Context 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 read
Architecture

Context Engineering: Building the Model's World

The 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