~/llamay $ llamay verify -m testdata/azmx-tiny.gguf check result detail prefill == decode pass max logit difference 0.00e+00 vq8 kv cache pass moves 0.3% of the sampler's mass over 64 positions (worst 0.3% at position 55), greedy agrees at all 64, max logit shift 0.028 — values quantised, key s exact q8 kv cache note moves 0.3% of the sampler's mass over 64 positions (worst 0.4% at position 30), greedy differs at 1 of 64, max logit shift 0.034 — keys quantised too, use vq8 instead vq8 bound has teeth pass a one-bit cache moves 37.2% of the sampler's mass, over th e 5% bound — so the row above is not vacuous on this file tokenizer round trip pass 7 samples exact fork is exact pass difference 0.00e+00 (must be zero) snapshot resumes pass difference 0.00e+00 thread-count invariant pass difference 0.00e+00 across 1, 2 and 4 threads All invariants hold. ~/llamay $ # fork is exact and snapshot resumes: 0.00e+00, which is the only passing value