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│                                                                        │
│  R I G M A R K   //   AGENT WORKLOAD RECEIPT                           │
│  BENCHMARKS LOCAL AI HOW CODING AGENTS ACTUALLY USE IT                 │
│  ●  15/15 BASIC OUTPUT GATES PASSED                                    │
│  INCOMPLETE SUITE: prefill, concurrency not measured                   │
│                                                                        │
├─ MODEL ────────────────────────────────────────────────────────────────┤
│                                                                        │
│  rank0                                                                 │
│                                                                        │
├─ SINGLE STREAM ────────────────────────────────────────────────────────┤
│                                                                        │
│  WORKLOAD         tok/s       Range tok/s   Last (s)    Checks         │
│  PROSE             32.5         30.9–33.8       28.8     ✓ 5/5         │
│  CODE              44.0         43.7–44.9       52.1     ✓ 5/5         │
│  STRUCTURED*       47.1         43.6–47.3       18.6     ✓ 5/5         │
│                                                                        │
│  * Predictable JSON ceiling; not general agent performance.            │
│  Decode medians are estimates; rates include streamed reasoning.       │
│                                                                        │
├─ PREFILL ──────────────────────────────────────────────────────────────┤
│                                                                        │
│  NOT MEASURED: prefill skipped (--skip-prefill).                       │
│                                                                        │
├─ CAPPED CONCURRENT GENERATION ─────────────────────────────────────────┤
│                                                                        │
│  NOT MEASURED: concurrency skipped (--skip-concurrency).               │
│                                                                        │
├─ APPLIANCE ────────────────────────────────────────────────────────────┤
│                                                                        │
│  Hardware: 2x NVIDIA DGX Spark (GB10, 128 GB unified memory each),     │
│    ascent-01 + ascent-02                                               │
│  Topology: TP2, one rank per Spark, RoCE over ConnectX-7               │
│  Checkpoint: bertholomus/Ling-3.1-flash-1019-EXL3-3.03bpw @ HF repo    │
│    bert                                                                │
│  Quantisation: EXL3 3.03 bpw weights, BF16 activations                 │
│  KV cache: engine default for this lane                                │
│  Engine: TensorFold fork github.com/bertholomus/TensorFold branch      │
│    ling-3.1-tp2                                                        │
│                                                                        │
├─ SETTINGS ─────────────────────────────────────────────────────────────┤
│                                                                        │
│  SUITE: CUSTOM SETTINGS                                                │
│  Changed: --skip-prefill                                               │
│  Changed: --skip-concurrency                                           │
│  REQUEST: {"chat_template_kwargs": {"enable_thinking": false}}         │
│  Temperature 0.0 | top_p 1.0 | seed 20260905 | protocol 1.3.0          │
│  Decode: 5 runs, 8192-token cap | Prefill: skipped, 3 pairs            │
│  Concurrency: skipped, 3 rounds, 256-token cap; workload code          │
│  Cache isolation: random-salt-per-pair                                 │
│  Comparison ID: 2026-10-two-sparks-four-models-v1                      │
│                                                                        │
├─ RECEIPT ──────────────────────────────────────────────────────────────┤
│                                                                        │
│  SOURCE     git:946394fa53db  •  clean                                 │
│  RIGMARK RELEASE: ahead of v0.0.4 (unreleased checkout)                │
│  JSON sha256:a2d9069f72c4de40…                                         │
│  SHARE THE CARD • LINK THE JSON RECEIPT • #RIGMARK                     │
│  github.com/alexellis/rigmark                                          │
│                                                                        │
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