Method notes

How we label tok/s on named hardware. Method lives here; tables live on Tok Lanes.

Hardware named

  • House desk: Rumble — RTX 5080 16GB (Ollama / FreeToken WSL2 smokes).
  • Speed lane ≤32GB: B70-class ballpark from the lanes map research pass.
  • Capacity ~128GB: Spark / Halo / Mac Max — community ballparks called out as such on the lanes map.

A number without a box and a stack is not a number we lead with.

Engine tok/s vs wall-clock

  • Engine / decode tok/s — what the runtime logs while generating (example: FreeToken MoE engine ~130–150 decode).
  • Wall — what you feel end-to-end on short prompts (same MoE smoke: wall ~60–90).

When they differ, both get labeled. We do not paste engine rates as if they were wall.

Fit vs spill

If weights + KV stay on the GPU, decode holds. Spill to system RAM and speed can fall off a cliff — house 5080 notes show ~12–15 tok/s when a 27B IQ4 fits, and under 1 tok/s after spill. Quant and ctx decide fit; copying a YouTube layer count is not a plan on 16GB.

What gets a Build card

  • A real session on named hardware with a dated result (pass, fail, or tie).
  • One-line result on the index card; full notes on the Build page.
  • Negative results included (Flash-Next no; spilled quants stay spilled).
  • Empty video slot = not run yet / placeholder — never a fake video ID.

Where the tables are

Method lives here. Tables live on toklanes.com/reviews. Builds are the write-ups; Tok Lanes is the numbers desk.

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