Product Milestones & Horizons
We believe in complete transparency. Below is our actual development status: what has been built and tested in APK, what is currently in closed pilot validation, and what is planned for future phases.
Core Offline Platform & Curriculum Foundations
All core architecture components implemented in native Kotlin, verified via 108 unit test suites (950+ tests passing 100% green) and clean Gradle compilation (assembleDebug).
- ✔ Complete 4-Year BPT curriculum navigation with 56 modules pre-seeded in SQLite.
- ✔ SuperMemo-2 mathematical spaced repetition engine with 8 learning card modes.
- ✔ 3,656+ past university exam questions mapped across WBUHS, RGUHS, MUHS, and NTRUHS.
- ✔ 59 Physical special tests catalog with sensitivity, specificity, and examiner traps.
- ✔ 50 High-yield Biomechanics mastery concepts with 10-part structure and offline TTS.
- ✔ Direct REST client to Google Gemini 2.5/3.8 Flash with AES-256 encrypted local API key storage.
30-Student Controlled Verification Pilot & Clinical Safety Audit
Focused on real-world reliability, battery drain, and clinical usability during hospital ward postings with undergraduate student cohorts in Kolkata/West Bengal.
- ⏳ Controlled 30-student cohort testing Android APK stability in clinical postings.
- ⏳ Clinical safety governance audit: human review of candidate condition parameters in
clinical_review_register.md. - ⏳ Medical Anatomy QA: automated Vision OCR pipeline verifying muscle origin, insertion, and innervation plates against Gray's Anatomy & Moore.
Anatomy & Physiology Master Concept Tutors
Replicating the flagship Biomechanics 10-part pedagogical breakdown across First-Year Human Anatomy (Upper Limb, Lower Limb, Neuroanatomy) and Human Physiology.
- • Top 50 High-Yield Anatomy Concepts (BD Chaurasia & Gray's Anatomy grounding).
- • Top 50 High-Yield Physiology Concepts (Guyton & Hall grounding).
- • Extended OSCE Station rubrics with examiner timing prompts for university practicals.
Cloud Retention Sync & Web Exam Companion
Introducing optional, opt-in cloud synchronization for students who wish to maintain review intervals across their Android phone and study tablet.
- • Google Cloud Firestore / Firebase Auth integration for encrypted student profile backup.
- • Web practice portal for 3-hour mock exam timed essay typing drills.
- • Strict spending quotas and zero-overrun billing guardrails on Google Cloud services.
B2B Institutional Faculty Analytics Dashboard
Enterprise dashboard enabling physiotherapy college departments to identify cohort-level curriculum weak spots, track mock exam pass rates, and standardize clinical test instruction across student batches.