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ROADMAP

Planned improvements

Item Priority Effort Depends on Status
Replace synthetic GSE184880 with real TCGA HGSOC cohort High L Data access agreement Planned
Real EPIC FHIR R4 integration High L Hospital partner Planned
Multi-patient batch processing High M Refactor patient context Planned
External patient advocate review of docs/for-patients/ High S Advocate contact Planned
External HIPAA security audit High M Hospital partner Planned
Quantum server validation on real circuit hardware (IBM/IonQ) Medium L Cloud account Planned
scVI/scANVI batch-corrected atlas integration Medium M Single-cell data Planned
Patient report PDF finalization Medium S Template approval Partial
Conference submission (AACR or AMIA) Medium M No deadline set Partial
Educator glossary validation by domain expert Medium S Educator contact Planned
Add metabolomics server (LC-MS integration) Medium L Metabolomics data Planned
Federated learning across hospital deployments Low XL Multiple hospital partners Planned
DICOM/radiology image integration Medium L PACS access Planned
PAT002 breast cancer validation dataset Medium M Synthetic data generation Done
Automated CI regression test against canonical values Medium S CI infrastructure Planned
Multi-language patient report (Spanish, Mandarin) Low M Translation resources Planned
Cardiometabolic server (lipid panel + CVD risk scoring + Lp(a) + biomarker tracking) High M PAT003 gap report v3 Done
Cardiovascular polygenic risk score server High M PAT003 data design Planned
Longitudinal biomarker tracking server Medium M PAT003 use case Planned
Lifestyle intervention evidence server (literature-based) Medium L PAT003 use case Planned

Version history

Version Date Summary
v17 April–May 2026 Server #19 cardiometabolic added — Reynolds/Framingham/ASCVD risk scoring, Lp(a), preventive reports; PAT003 live validation (Reynolds 14.3% / Framingham 12.0% / ASCVD 10.3%); PAT002 deep-stage validation — HLA typing, quantum immune evasion, 3 ER+ BC investigational hypotheses (inavolisib, MYC triple therapy, neoepitope vaccine); 6 beyond-SOC hypotheses across 2 cancer types; platform paper v17 submission-ready (Figure 1, Supp S1, Appendix A, SHA-256 manifest); canonical fixtures for PAT001 + PAT002; 19 servers (104 tools)
v16 April 17, 2026 FastMCP 2.x upgrade complete; all servers (see docs/reference/shared/server-registry.md for current count) pass live PAT001 e2e (no DRY_RUN); GEARS perturbation pipeline fully validated; quantum CPU fallback fixed; MHC1 multi-peptide stale variable fixed
v15 March 27, 2026 Initial quantum + GEARS integration; spatial and deconvolution servers added

(Run git log --oneline to find earlier versions and add them here.)