Your AI Agent Doesn't Need a Bigger Context Window. It Needs an Eviction Policy.

Every few weeks another framework ships a bigger context window and someone declares agent memory solved. It isn't. I've watched three separate production agents degrade in the exact same way — not because they forgot something important, but because they remembered too much and couldn't tell what mattered anymore. The fix wasn't more storage. It...