Mem2ActBench

Crystals push agent memory into the hook that runs before each tool call

Crystals, a memory design written up on dev.to, deliver notes to an agent just before a matching tool call runs, from a hook firing about 300 times a day. Its most useful finding is a matched note that the token budget cuts before the model sees it while the logs still count a hit.