when to actually upgrade your ai model
Upgrade the model only if the agent persists in making errors despite the correct note being present. The speaker considers the model the floor, meaning it matters but is not the first thing to change.
mit's swarm telepathy won't work with claude or chatgpt: the honest limits
MIT researchers propose a swarm telepathy system that relies on local model memory, specifically supporting Quan, Lama, and Gemma. The approach requires a unique translator for every model pair, creating twenty translators for five families, which the authors admit becomes impractical. Training each translator demands two graphics cards, preventing execution on single-GPU desktops. The system handles only one handoff at a time, with memory degrading rather than stacking like text. The code lacks a license file, and the October paper requires independent verification of its results.