{
  "model_type": "reframr-rfm",
  "model_name": "Reframr-RFM-v2-Base",
  "public_version": "v2",
  "organization": "OkeyMeta Ltd",
  "creator": "Okechukwu Goodnews Nwaozor",
  "base_model": "scratch",
  "checkpoint_kind": "reframr-analytical",
  "schema_version": "1",
  "architecture": "Reframr Recurrent Flow Memory",
  "transformer": false,
  "attention_stack": "none",
  "weight_derivation": "computed analytical/statistical weights from corpus structure",
  "runtime": "CPU-first Reframr Python runtime included in this repository",
  "format": "safetensors",
  "weights_file": "model.safetensors",
  "tokenizer_file": "tokenizer.json",
  "tokenizer_name": "FrameToken",
  "tokenizer_vocab_size": 18083,
  "vocab_size": 18083,
  "embedding_dim": 192,
  "state_dim": 192,
  "state_width": 1536,
  "tensor_count": 38,
  "layout_profile": "rfm-20b-structured",
  "effective_parameter_target": 20000000000,
  "model_size": "20B",
  "model_size_kind": "structured_effective",
  "default_reasoning_profile": "none",
  "lowercase": false,
  "tool_protocol_tokens": [
    "<tool_call>",
    "<tool_result>",
    "<source>",
    "<final>",
    "<tool>",
    "<retrieve>",
    "<verify>"
  ],
  "recommended_generation": {
    "max_tokens": 120,
    "temperature": 0.58,
    "decode_top_k": 64,
    "decode_top_p": 0.92,
    "repetition_penalty": 1.25,
    "reasoning_profile": "none"
  },
  "release_gate": {
    "benchmark_file": "benchmark-open.json",
    "strict_pass": "8/8 at temperatures 0.35, 0.58, and 0.72",
    "note": "Local blind gate checks identity, instruction-following, story detail, compound requests, no-tool freshness refusal, emoji use, reasoning, and source-grounded tool result answering."
  },
  "v1_failures_addressed": [
    "weak greeting/chat coverage",
    "too much repeated wording across prompt variants",
    "pattern-matching behavior on identity-style prompts",
    "brittle tool/source grounding",
    "limited instruction-following breadth"
  ],
  "v3_direction": [
    "broader world, math, code, and tool curriculum",
    "larger external benchmark suite",
    "long-context stress testing",
    "stronger deployment adapters and tool orchestration"
  ],
  "tensor_names": [
    "answer_fingerprint_hashes",
    "answer_key_norms",
    "answer_keys",
    "answer_sequence_key_norms",
    "answer_sequence_keys",
    "answer_sequence_prompt_tokens",
    "answer_sequence_similarity_key_norms",
    "answer_sequence_similarity_keys",
    "answer_sequence_tokens",
    "answer_similarity_key_norms",
    "answer_similarity_keys",
    "answer_start_key_norms",
    "answer_start_keys",
    "answer_start_similarity_key_norms",
    "answer_start_similarity_keys",
    "answer_start_values",
    "answer_values",
    "associative_key_norms",
    "associative_keys",
    "associative_values",
    "embedding_table",
    "preference_bias",
    "prompt_answer_bias",
    "prompt_answer_start_bias",
    "prompt_answer_start_weights",
    "prompt_answer_weights",
    "readout_bias",
    "readout_weights",
    "state_offset",
    "ternary_mask",
    "ternary_scale",
    "trace_token_weights",
    "transition_key_offsets",
    "transition_key_token_ids",
    "transition_next_offsets",
    "transition_next_probabilities",
    "transition_next_token_ids",
    "transition_orders"
  ],
  "tensor_dtypes": {
    "answer_fingerprint_hashes": "int32",
    "answer_key_norms": "float32",
    "answer_keys": "float32",
    "answer_sequence_key_norms": "float32",
    "answer_sequence_keys": "float32",
    "answer_sequence_prompt_tokens": "int32",
    "answer_sequence_similarity_key_norms": "float32",
    "answer_sequence_similarity_keys": "float32",
    "answer_sequence_tokens": "int32",
    "answer_similarity_key_norms": "float32",
    "answer_similarity_keys": "float32",
    "answer_start_key_norms": "float32",
    "answer_start_keys": "float32",
    "answer_start_similarity_key_norms": "float32",
    "answer_start_similarity_keys": "float32",
    "answer_start_values": "int32",
    "answer_values": "int32",
    "associative_key_norms": "float32",
    "associative_keys": "float32",
    "associative_values": "int32",
    "embedding_table": "float64",
    "preference_bias": "float64",
    "prompt_answer_bias": "float64",
    "prompt_answer_start_bias": "float64",
    "prompt_answer_start_weights": "float64",
    "prompt_answer_weights": "float64",
    "readout_bias": "float64",
    "readout_weights": "float64",
    "state_offset": "float64",
    "ternary_mask": "int32",
    "ternary_scale": "float64",
    "trace_token_weights": "float64",
    "transition_key_offsets": "int32",
    "transition_key_token_ids": "int32",
    "transition_next_offsets": "int32",
    "transition_next_probabilities": "float64",
    "transition_next_token_ids": "int32",
    "transition_orders": "int32"
  },
  "tensor_shapes": {
    "answer_fingerprint_hashes": [
      7515,
      4
    ],
    "answer_key_norms": [
      16200
    ],
    "answer_keys": [
      16200,
      1536
    ],
    "answer_sequence_key_norms": [
      22830
    ],
    "answer_sequence_keys": [
      22830,
      1536
    ],
    "answer_sequence_prompt_tokens": [
      22830,
      192
    ],
    "answer_sequence_similarity_key_norms": [
      22830
    ],
    "answer_sequence_similarity_keys": [
      22830,
      1536
    ],
    "answer_sequence_tokens": [
      22830,
      192
    ],
    "answer_similarity_key_norms": [
      16200
    ],
    "answer_similarity_keys": [
      16200,
      1536
    ],
    "answer_start_key_norms": [
      16200
    ],
    "answer_start_keys": [
      16200,
      1536
    ],
    "answer_start_similarity_key_norms": [
      16200
    ],
    "answer_start_similarity_keys": [
      16200,
      1536
    ],
    "answer_start_values": [
      16200
    ],
    "answer_values": [
      16200
    ],
    "associative_key_norms": [
      21600
    ],
    "associative_keys": [
      21600,
      1536
    ],
    "associative_values": [
      21600
    ],
    "embedding_table": [
      18083,
      192
    ],
    "preference_bias": [
      18083
    ],
    "prompt_answer_bias": [
      18083
    ],
    "prompt_answer_start_bias": [
      18083
    ],
    "prompt_answer_start_weights": [
      18083,
      1536
    ],
    "prompt_answer_weights": [
      18083,
      1536
    ],
    "readout_bias": [
      18083
    ],
    "readout_weights": [
      18083,
      1536
    ],
    "state_offset": [
      1536
    ],
    "ternary_mask": [
      1536
    ],
    "ternary_scale": [
      1
    ],
    "trace_token_weights": [
      18083
    ],
    "transition_key_offsets": [
      2817986
    ],
    "transition_key_token_ids": [
      15449143
    ],
    "transition_next_offsets": [
      2817986
    ],
    "transition_next_probabilities": [
      3880361
    ],
    "transition_next_token_ids": [
      3880361
    ],
    "transition_orders": [
      2817985
    ]
  }
}