╭────────────────────────────────────────────────────────────────────────╮ │ │ │ R I G M A R K // AGENT WORKLOAD RECEIPT │ │ BENCHMARKS LOCAL AI HOW CODING AGENTS ACTUALLY USE IT │ │ ▲ 8/9 BASIC OUTPUT GATES PASSED — DO NOT HEADLINE │ │ │ ├─ MODEL ────────────────────────────────────────────────────────────────┤ │ │ │ Qwen3.8-Flash-Next │ │ │ ├─ SINGLE STREAM ────────────────────────────────────────────────────────┤ │ │ │ WORKLOAD tok/s Range tok/s Last (s) Checks │ │ PROSE 94.7 69.5–97.7 111.6 ✓ 3/3 │ │ CODE 70.2 62.6–97.3 337.2 ✗ 2/3 │ │ STRUCTURED* 131.5 126.2–134.0 6.2 ✓ 3/3 │ │ │ │ * Predictable JSON ceiling; not general agent performance. │ │ Decode medians are estimates; rates include streamed reasoning. │ │ │ ├─ PREFILL ──────────────────────────────────────────────────────────────┤ │ │ │ DEPTH Cold tok/s Cold TTFT (s) Replay TTFT (s) │ │ 8K 2,546 3.22 3.15 │ │ 32K 2,515 13.03 13.00 │ │ 64K 2,430 26.97 26.95 │ │ Medians; replay is an immediate repeat, not a proven hit. │ │ │ ├─ CAPPED CONCURRENT GENERATION ─────────────────────────────────────────┤ │ │ │ Aggregate tok/s: C1 50.6 | C2 80.9 | C4 123.8 │ │ C4: 0/12 normal stops; 0/12 with visible output. │ │ Capped throughput includes reasoning; not completed agent tasks. │ │ │ ├─ APPLIANCE ────────────────────────────────────────────────────────────┤ │ │ │ Hardware: 1x NVIDIA DGX Spark (GB10, 128 GB unified memory) │ │ Topology: single Spark, TP1 │ │ Checkpoint: AxonZeta/Qwen3.8-Flash-Next-AZ-Focus-INT4 @ 5d2f89941ae2 │ │ Quantisation: INT4 AutoRound (GPTQ int4 routed experts), FP8 n-gram │ │ table │ │ KV cache: fp8 (Mia recipe default) │ │ Engine: TensorFold Zig engine (tensorfold-native) db281878 + Mia │ │ Qwen3.8-Flash-Next single-Spark kit (commit 364f21a) │ │ │ ├─ SETTINGS ─────────────────────────────────────────────────────────────┤ │ │ │ SUITE: CUSTOM SETTINGS │ │ Changed: --runs=3 │ │ Changed: --decode-tokens=32768 │ │ REQUEST: {"chat_template_kwargs": {"reasoning_effort": "xhigh"}} │ │ Temperature 0.0 | top_p 1.0 | seed 20260905 | protocol 1.3.0 │ │ Decode: 3 runs, 32768-token cap | Prefill: 8K/32K/64K, 3 pairs │ │ Concurrency: C1/C2/C4, 3 rounds, 256-token cap; workload code │ │ Cache isolation: random-salt-per-pair │ │ Comparison ID: q38-int4-1spark-xhigh │ │ │ ├─ RECEIPT ──────────────────────────────────────────────────────────────┤ │ │ │ SOURCE git:770c3106729d • clean │ │ RIGMARK RELEASE: ahead of v0.0.4 (unreleased checkout) │ │ JSON sha256:fed25946c9010cae… │ │ SHARE THE CARD • LINK THE JSON RECEIPT • #RIGMARK │ │ github.com/alexellis/rigmark │ │ │ ╰────────────────────────────────────────────────────────────────────────╯