No, Engrams won't let you run 1T models locally. It does something even better.

Excerpt

Ever since Qwen 3.8 Flash Next dropped, there's a misconception going around that N-gram tables will let people run 1T+ parameter models on a single server with 980B parameters offloaded to SSD. I'm here to disappoint you: it won't. But what it will actually do for local models is even better. At its core, Engram is just an embedding table with a longer key. Instead of indexing a static vector by a single token ID, you index it by the last 2-3 tokens, an N-gram. "New York" gets its own memorized