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No problem, I am very grateful for your articles (and videos etc), I learn so much from them. BTW: A few days ago I stumbled across this "Simple Attention Networks" concept from Cactus, mostly for one-shot tool use, solely based on the provided context. -> github.com/cactus-compu...

github.comGitHub - cactus-compute/needle: 26m function call model that runs on incredibly small devices26m function call model that runs on incredibly small devices - cactus-compute/needle

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Dunno if that fits in your model garden, but I found this drastic and targeted approach kind of refreshing.