Not all context is sacred. Design your agent's memory around what happens when critical information gets dropped.

I benchmarked Mem0 and Zep on MemBench to understand why production agents were failing. Memory systems cost 14-77x more and were 31-33% less accurate than naive long-context.

An introductory guide to how LLMs handle 'memory', from context windows to retrieval systems and everything in between.

Why we built infrastructure for LLM context management, and what problems it solves.