{
  "model": "Darvi-Gen",
  "parameters": "863.33B",
  "active_context_window_tokens": 256000,
  "max_context_window_tokens": 262144,
  "patent": {
    "number": "US 12,664,813 B1",
    "claims": 30,
    "title": "Method and system for transforming legacy lab notebooks into chemical intelligence and drug discovery insights"
  },
  "inference_throughput": {
    "single_stream_decode_tok_s": 127.1,
    "scientific_reasoning_peak_tok_s": 140.3,
    "single_deployment_16_streams_tok_s": "436.9 - 476.8",
    "cluster_4_deployments_64_streams_tok_s": 1696.2,
    "cluster_peak_tok_s": 1747.6,
    "prefill_100k_tokens_tok_s": 10982,
    "prefill_250k_tokens_tok_s": 12864
  },
  "frontier_benchmarks": {
    "Darvi_Scientific_Quantitative_Suite_33_Targets": 100.0,
    "Agents_Last_Exam_w_Tools": 58.0,
    "HLE_Full_w_Tools": 58.0,
    "MCP_Mark": 62.5,
    "GPQA_Diamond": 91.7,
    "AIME_2026": 96.7,
    "IMO_AnswerBench": 90.0,
    "SWE_Bench_Verified": 83.3,
    "DeepSWE_v1_1": 77.2,
    "LiveCodeBench": 91.7,
    "CharXiv_RQ_w_Python": 91.5,
    "MMMU_Pro_w_Python": 86.0,
    "OmniDocBench_1_5_Edit_Distance": 0.104
  }
}