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"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]."
}
}
} |