--- tags: - research - numpy - source-derived --- # rhythm-source-predictor-cp08 10 source features; retained state, guard and response estimators. ## Status Private staging package, not yet uploaded to Hugging Face. This package does not grant a public license. Read LICENSE_STATUS.md. No training was performed by this packaging continuation. ## Files and execution `parameters/parameters.npz` contains safe numeric arrays; `parameters/manifest.json` identifies original source hashes and export warnings. `inference.py` pins that manifest independently and refuses mismatched bytes. `config.json` gives exact case-sensitive feature names. ```sh python -m pip install -r requirements.txt python -I inference.py --request example.json python -I validate.py ``` The example is a retained synthetic export fixture, not a patient. You must supply `synthetic: true`; this declaration does not certify that external data are safe. The CLI rejects missing, extra, Boolean, string and nonfinite feature values through the original loader. ## Scope and limits This is distinct from the older five centered-lag ridge fits. It is not adaptive cueing or a therapeutic recommendation. Export-version mismatch must be acknowledged explicitly. No clinical deployment, LLM explanation, new patient validation, treatment or new Android release is established. The source fixture comparison checks parameter-export fidelity, not prediction accuracy on a new test cohort. Small replay in this continuation uses the first retained fixture only; full historical source tests remain separately labeled. ## Provenance Source archive: Humanization_CP08_Entegre_MVP_Kaynaklari.zip. Source code and arrays copied without scientific changes. Original fitted-object names and hashes are in config.json; unsafe joblib files are not bundled. ## Publication route This is a custom-Python model repository. No `transformers` AutoModel compatibility or hosted Inference API is claimed. Upload the repository only after owner approval of rights, model/data disclosure and public metadata. Related source codes: M06. ## Verified packaging revision — 2026-10-20 Preserved model weights reloaded; saved or synthetic example checks passed. No training, held-out evaluation, clinical or hosted verification. Runtime state: `PASS`. Rights and release approval are separate. See `RELEASE_VERIFICATION.json`. No paper or conference submission is included as a new software result.