Vol. I · No. 1Edition: MorningEst. 2026AboutSearchRSS

The Sand Paper

Finding grains of sand with grains of sand.
A Journal of Intelligence Transfer
Models & Hardware

Two Sparks or Four: DeepSeek-1017 Builds a World in 73.7 or 49.7 Minutes

@niklaslenz_ai ran @bertholomusai’s TensorFold recipes; different quants mean the test does not isolate Spark count.

Four Sparks finished about 24 minutes sooner by our arithmetic, but the quant changed too.

@niklaslenz_ai ran @bertholomusai’s DeepSeek-V4.1-Flash-1017 recipes on two DGX Sparks and on four, with the same voxel-world prompt. Both ran in DeepSeek Harness 0.2.1-rc.2 with the recipe’s own sampling, thinking on, one prompt and one try.

MeasureTwo SparksFour Sparks
Quant and splitEXL3 2.5 bpw, TP2EXL3 4.0 bpw, TP4
Recipev0.7.2 (commit 30a5bf9), Oct 24commit 8f84e7a, Oct 22
Agent time73.7 min49.7 min
Tokens written138,675121,707
Browser check8.0/109.0/10 (older capture method)
His rating of the world5.5/107.5/10
Decode, code70.5 tok/s82.8 tok/s
Decode, prose70.6 tok/s80.8 tok/s
Eight requests at once, total106.3 tok/s141.2 tok/s
Source: @niklaslenz_ai. Context: 1,048,576 tokens on both.

He flags the limits himself: “That is a different quant and a different recipe version, so this does not isolate the Spark count.” His four Sparks are cabled as a switchless ring. The two-Spark recipe wants RDMA GID index 5, which his Sparks lacked, so he gave the link ports IPv4 addresses.

On two Sparks he also measured 1,830 tok/s reading a 32K-token prompt and 17.9 s to the first token. The recipe runs 4 slots, so with eight requests the rest wait. In Mia’s sparkDash 2.50.0 it scored 93/100 on the tool eval.

He frames the question as 2 Sparks vs 4 Sparks, 12,000$ vs 24,000$, and asks: “Are the extra 12,000$ worth it?”

Sources

  1. @niklaslenz_ai on X · Oct 24, 2:30 PM PT
  2. @niklaslenz_ai on X · Oct 24, 1:39 PM PT
  3. @niklaslenz_ai on X · Oct 24, 2:00 PM PT
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