AI article

The Ridge Dies at 228 Tokens on a 4090, and KV Precision Cannot Save It

Community description: clyde came back twice in the comments on my last piece, both times arguing from a consumer card...

Dev.to | Nov 8, 2026 | Jax Sinclair

Automated excerpt

Past n*, no batch size makes the card compute-bound. The ratio stays at 65.7x. q8_0 KV buys context per sequence. Every added sequence adds one full KV read.

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