Logicvex AI

75B tokens on 2.9M params is ~25.8k tokens/param. That's not "max intelligence per param", it's a textbook saturation trap.

Drowning 2.9M weights in 75B tokens destroys SFT plasticity, causes instant 4-bit quant collapse, and leaves zero param redundancy. Add an uncompiled custom gate with trust_remote_code=True and you've paid every single Gimmick Tax.

You're announcing a static lookup table that can't be fine-tuned, quantized, or safely deployed. Great bench scores on paper, zero real-world utility.