# Laguna-S-2.1 on DGX Spark — measured 2026-07-29 ## Claim boundaries (Sol reframe) - hermes protocol: **tools validated, not executed** (see measured.json) - agent_smoke / hermes scores = **format & routing regression smokes**, not long-horizon agent proof - server_bench marks labeled 2k/8k used prompts of **836** and **3236** tokens (not full 2k/8k packs) - gen headline ~21.47 t/s is **128 completion** tokens on a **67-token** prompt (single short-gen point) Independent Spark measurement note — multi-bench ## Stamp - When: **2026-07-29 13:22:05 UTC+07:00** - Host: NVIDIA DGX Spark (GB10) - Pack git: `bf82eab` (bf82eab5fd6c1fb04e863f0c4b05b5658dec4aee) - Headline quant: **Q4_K_M** (held) ## Weights / serve - File: `laguna-s-2.1-Q4_K_M.gguf` - sha256: `a8b55c75714ea73fd90ec85de5defdc0b8d88ca0ad2108343cdd8fc22f7583e4` - Engine: poolsideai/llama.cpp `04b2b72` · CUDA Spark - Serve: `0.0.0.0:8000` · `-c 8192 -ngl -1 --parallel 1 --alias local-laguna --jinja -fa on` ## Throughput (temp 0.0) | mark | prompt_tok | completion_tok | latency_s | tok/s | |------|------------|----------------|-----------|-------| | gen8_short | 46 | 4 | 0.377 | **10.612** | | gen128 | 67 | 128 | 5.962 | **21.47** | | gen256 | 59 | 247 | 11.288 | **21.881** | Primary gen number to quote: **~21.47 tok/s** @ 128 completion tokens (steady multi suite). Prefill-oriented server_bench (OK replies): - 2k: prompt=836 latency=1.597s content='OK' - 8k: prompt=3236 latency=4.78s content='OK' ## Agent smoke (launch bar) - **40/40** · elapsed **84.86s** · temp **0.0** · `local-laguna` - Artifact: `results/agent_smoke.json` - Runner sha256: `3bb81080879ddf78…` ## Hermes-class smoke v2 - **27/27** · elapsed **100.1s** · temp **0.0** · ship_min+stretch - Artifact: `results/hermes_agent_smoke.json` - Runner sha256: `20c1e52a8a22306b…` ## Locks held - diy_gguf: false - weight_host: Spark-only - Mac full-S: client-only - public_promo_before_launch: false - XS not in S freeze ## Headline **40/40 agent_smoke · hermes 27/27 · ~21.47 t/s gen128 · Q4 live on Spark** ## DFlash (optional, same day) - gen128 **15.286 t/s** · 2k 2.253s · 8k 5.556s - **DO_NOT_PROMOTE** vs pinned Q4 baseline - Evidence: `results/dflash_2026-07-29/` · pin: `results/LAST_GREEN_PIN.md`