{
  "noesis_version": "v14.1",
  "framework": "DHCF-FNO",
  "founder": "Ilia Bolotnikov",
  "organization": "AMAImedia.com",
  "source_model": "t-tech/T-pro-it-2.1",
  "source_format": "BF16 safetensors",
  "source_license": "Apache-2.0",
  "base_model": "Qwen/Qwen3-32B",
  "architecture": "Qwen3ForCausalLM (DENSE decoder-only, NOT MoE; 3 GRPO experts SLERP-merged offline into single weights)",
  "vocab_size": 151936,
  "languages": [
    "ru",
    "en",
    "uk",
    "be"
  ],
  "quantization": {
    "method": "AWQ",
    "library": "autoawq 0.2.9",
    "zero_point": true,
    "q_group_size": 128,
    "w_bit": 4,
    "version": "GEMM"
  },
  "calibration": {
    "samples": 128,
    "max_seq_len": 512,
    "domain_mix": {
      "ru": 0.7,
      "en": 0.2,
      "code": 0.1
    },
    "source": "in-memory synthetic prompts (NOESIS internal)"
  },
  "specialist_role": "M2-DUB-LM (RU), M4-CHAT (RU), M9-ORCH (RU)",
  "kd_weight_proposed": 0.18,
  "kd_shard": "russian_only",
  "rng_seed": 1729,
  "torch_dtype_quant": "bfloat16"
}