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README.md

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+---
+license: other
+tags: [kamari, age-estimation, cnn, onnx, african, fairness]
+---
+
+# Kámárí CNN Age Model v0
+
+Multi-head age-gating model (**tf_efficientnetv2_s**) → exact-age regression, under-18 probability,
+heteroscedastic uncertainty. Selected for safety (MAE + heavy Minor-Pass-Through penalty).
+
+## Benchmark (Kámárí-Safe Open v0, held-out)
+- MAE: **26.929** · MPTR@18: **0.223**
+  (dark-skin **0.2341**) · Adult-Block: 0.0713
+- Latency p50/p95: 24.81/28.12 ms · 1 epochs
+
+Full breakdowns in `benchmark_age_report_v0.md` + `latency_report_v0.md`. Artifacts: `best.pt`,
+`cnn_v0.onnx`, `thresholds_v0.json`, `metrics_v0.json`, `training_log.jsonl`. Input 224×224 RGB.
+**Out of scope:** legal age determination, face search.