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A paper making the rounds this week reframes long-term memory for agents. Memory used to be a quiet warehouse you dumped things into. The paper treats it as an action space instead: the agent doesn’t just store memory, it reads it, rewrites it, and decides its next move from it. Memory stops being a drawer and becomes a workbench. The catch is that once memory is always working, where it runs suddenly matters a great deal.

An Agent That Never Forgets (Especially the Bill)

Source: RT @omarsar0: // Memory becomes an action space // · twitter

What this means for ThakiCloud

The moment memory becomes an action, memory is just your data. Let that data get read and rewritten nonstop on someone else’s disk, and the paper’s proud ‘never forgets’ turns into a bill that never ends. ThakiCloud reads it differently. Metis keeps long-term memory storage and inference on-prem, inside your own facility, so a busy memory stays under your control instead of on the meter. Paxis orchestrates the agents that act on that memory without ever handing ownership of the memory outside. The automation behind this very blog runs on the same idea, reloading its core learnings each session from a memory loop it owns. If memory is an action, that action belongs on your own racks.


An auto-generated comic riffing on this week’s industry news.