{
  "built_utc": "2026-07-18T00:48:36.700593+00:00",
  "positioning": {
    "product_class": "FSOT interlingua communicator (symbolic + neural student slots)",
    "not_building": "frontier general LLM / chat assistant",
    "vs_cutting_edge": {
      "frontier_llm": {
        "strength": "open-domain fluency, broad world knowledge, tool use",
        "weakness_for_your_goal": "opaque params, weak formal guarantees, poor cross-domain physics unity",
        "overlap": "can share *benchmark task shapes* (retrieval, OCR CER, translation F1)"
      },
      "classical_mt_interlingua": {
        "strength": "explainable pipelines, domain lexica",
        "your_edge": "FSOT scalar teacher + multi-domain (DNA, myth, hieroglyph, cosmos) one geometry"
      },
      "vision_ocr_sota": {
        "strength": "image→text accuracy",
        "your_use": "U-Net/OCR as *student eyes* only; meaning remains Unikemet/FSOT gated"
      },
      "neuro_symbolic_ai": {
        "closest_peer_class": true,
        "your_edge": "seed-derived law + Lean cross-verification + historical curriculum"
      }
    },
    "benchmark_axes_we_own": [
      "closed_set_lexicon_accuracy (hist/classical/glyph)",
      "held_out_gap_fill under FSOT gates (future)",
      "glyph_detection_top1 / CER (when U-Net online)",
      "scalar_panel_coherence / kill_criteria pass rate",
      "cross_domain_same_engine (gene + myth + glyph + H0)"
    ],
    "benchmark_axes_we_borrow_not_chase": [
      "MMLU as primary KPI",
      "Chatbot Arena ELO",
      "next-token perplexity on Common Crawl"
    ]
  },
  "lexicon_size": 28129,
  "benchmarks": {
    "scalar_health": {
      "ok": true,
      "task": "fsot_scalar_domain_health",
      "n_domains": 24,
      "domains": [
        {
          "domain": "cosmological",
          "S": -0.5024559462100433,
          "finite": true,
          "observed": false,
          "quirk_mod": 1.0
        },
        {
          "domain": "nuclear",
          "S": 0.9504088389342538,
          "finite": true,
          "observed": true,
          "quirk_mod": -0.4973642445479001
        },
        {
          "domain": "atomic",
          "S": 0.8123251866460616,
          "finite": true,
          "observed": true,
          "quirk_mod": -0.3731123621450358
        },
        {
          "domain": "geological",
          "S": 0.7770104436534506,
          "finite": true,
          "observed": true,
          "quirk_mod": -0.3731123621450358
        },
        {
          "domain": "quantum",
          "S": 0.9555063001027196,
          "finite": true,
          "observed": true,
          "quirk_mod": -0.4973642445479001
        },
        {
          "domain": "astrophysical",
          "S": 0.8989138056093399,
          "finite": true,
          "observed": true,
          "quirk_mod": -0.4973642445479001
        },
        {
          "domain": "material",
          "S": -0.2940472323673498,
          "finite": true,
          "observed": false,
          "quirk_mod": 1.0
        },
        {
          "domain": "biological",
          "S": 0.47768238921582773,
          "finite": true,
          "observed": false,
          "quirk_mod": 1.0
        },
        {
          "domain": "genomic",
          "S": 0.47768238921582773,
          "finite": true,
          "observed": false,
          "quirk_mod": 1.0
        },
        {
          "domain": "neural",
          "S": 0.42176655698906185,
          "finite": true,
          "observed": false,
          "quirk_mod": 1.0
        },
        {
          "domain": "metabolic",
          "S": 0.4614225856362781,
          "finite": true,
          "observed": false,
          "quirk_mod": 1.0
        },
        {
          "domain": "ecological",
          "S": 0.5109185411321919,
          "finite": true,
          "observed": true,
          "quirk_mod": -0.1147032840094916
        },
        {
          "domain": "paleontological",
          "S": 0.4560569138445697,
          "finite": true,
          "observed": true,
          "quirk_mod": -0.048976863514238834
        },
        {
          "domain": "mythological",
          "S": 0.6325783360136283,
          "finite": true,
          "observed": true,
          "quirk_mod": -0.2451324643541674
        },
        {
          "domain": "administrative",
          "S": 0.339197317265763,
          "finite": true,
          "observed": true,
          "quirk_mod": 0.1482786520923667
        },
        {
          "domain": "paranormal",
          "S": 0.6427341242965491,
          "finite": true,
          "observed": true,
          "quirk_mod": -1.0212350279383988
        },
        {
          "domain": "linguistic",
          "S": 0.6513247618848969,
          "finite": true,
          "observed": true,
          "quirk_mod": -0.2451324643541674
        },
        {
          "domain": "fluid_tongue",
          "S": 0.8791285168040015,
          "finite": true,
          "observed": true,
          "quirk_mod": -0.4973642445479001
        },
        {
          "domain": "historical",
          "S": 0.6325783360136283,
          "finite": true,
          "observed": true,
          "quirk_mod": -0.2451324643541674
        },
        {
          "domain": "english",
          "S": 0.6513247618848969,
          "finite": true,
          "observed": true,
          "quirk_mod": -0.2451324643541674
        },
        {
          "domain": "hieroglyphic",
          "S": 0.7770104436534506,
          "finite": true,
          "observed": true,
          "quirk_mod": -0.3731123621450358
        },
        {
          "domain": "egyptian",
          "S": 0.7770104436534506,
          "finite": true,
          "observed": true,
          "quirk_mod": -0.3731123621450358
        },
        {
          "domain": "visual_script",
          "S": 0.8989138056093399,
          "finite": true,
          "observed": true,
          "quirk_mod": -0.4973642445479001
        },
        {
          "domain": "rock_art",
          "S": 1.0313327939958346,
          "finite": true,
          "observed": true,
          "quirk_mod": -0.7297676818351424
        }
      ]
    },
    "hieroglyph": {
      "ok": true,
      "n": 10,
      "map_accuracy": 1.0,
      "details": [
        {
          "code": "A1",
          "ok": true,
          "meaning": [
            "classifier_human_being"
          ],
          "S": 0.7770104436534506
        },
        {
          "code": "D21",
          "ok": true,
          "meaning": [
            "phonemogram_reading_r"
          ],
          "S": 0.7770104436534506
        },
        {
          "code": "G17",
          "ok": true,
          "meaning": [
            "phonemogram_reading_m"
          ],
          "S": 0.7770104436534506
        },
        {
          "code": "N5",
          "ok": true,
          "meaning": [
            "logogram_the_sun_re_reading_rꜥ"
          ],
          "S": 0.7770104436534506
        },
        {
          "code": "S34",
          "ok": true,
          "meaning": [
            "logogram_life_reading_ꜥnḫ"
          ],
          "S": 0.7770104436534506
        },
        {
          "code": "D4",
          "ok": true,
          "meaning": [
            "phonemogram_reading_ꞽr"
          ],
          "S": 0.7770104436534506
        },
        {
          "code": "G5",
          "ok": true,
          "meaning": [
            "logogram_horus_reading_ḥr"
          ],
          "S": 0.7770104436534506
        },
        {
          "code": "I9",
          "ok": true,
          "meaning": [
            "phonemogram_reading_f"
          ],
          "S": 0.7770104436534506
        },
        {
          "code": "N35",
          "ok": true,
          "meaning": [
            "phonemogram_reading_n"
          ],
          "S": 0.7770104436534506
        },
        {
          "code": "X1",
          "ok": true,
          "meaning": [
            "phonemogram_reading_t"
          ],
          "S": 0.7770104436534506
        }
      ],
      "task": "hieroglyph_unikemet_closed_set"
    },
    "classical": {
      "ok": true,
      "n": 100,
      "exactish_accuracy": 1.0,
      "task": "classical_grc_la_closed_set"
    },
    "vision_contract": {
      "ok": true,
      "task": "vision_stub_labels_to_meaning",
      "map_rate": 1.0,
      "pipeline": [
        "vision_stub.v0",
        "cli_gardiner",
        "hypotheses_to_token_string",
        "pflt_fsot_translate"
      ],
      "translation": "flowing_classifier_human_being flowing_logogram_the_sun_re_reading_rꜥ flowing_logogram_life_reading_ꜥnḫ [FSOT 2.1 fluid translation]."
    }
  }
}