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| Phase | Duration | Milestones | |-------|----------|------------| | | 4 weeks | Curate a culturally diverse labeled dataset (incl. Indian hostel‑vlog context). | | 2️⃣ Model Development | 6 weeks | Train visual nudity & clothing‑type models; fine‑tune NLP classifier for Hindi/English mix. | | 3️⃣ Scoring Engine & Rules | 3 weeks | Define weight schema, thresholds, and policy‑mapping logic. | | 4️⃣ Integration & UI Mock‑ups | 4 weeks | Build ingestion pipeline, moderation UI, and creator‑feedback templates. | | 5️⃣ Pilot & Evaluation | 4 weeks | Run on a small creator cohort; collect false‑positive/negative data; iterate. | | 6️⃣ Full Roll‑out | 2 weeks | Deploy globally; monitor metrics; enable appeal workflow. | | 7️⃣ Continuous Learning | Ongoing | Retrain models monthly with new flagged examples; adjust thresholds based on regional feedback. |