Intip Abg Mandi Updated ((better)) -

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| Sprint | Goal | Deliverables | |--------|------|--------------| | (1 wk) | Project set‑up | Repo, Docker‑Compose, CI pipeline, basic FastAPI skeleton. | | Sprint 1 (2 wks) | Ingestion & storage | Celery beat task that calls INTIP, normalizer, TimescaleDB schema, basic health dashboards. | | Sprint 2 (2 wks) | API layer | /v1/mandi/abg endpoint with filters, pagination, Swagger UI. | | Sprint 3 (2 wks) | Front‑end tiles | React page with price tiles per commodity, auto‑refresh every 5 min. | | Sprint 4 (2 wks) | Map & heat‑map | Mapbox integration, colour‑coded markers, pop‑ups with latest price table. | | Sprint 5 (1 wk) | Alerts engine | Threshold UI, Celery worker for notification, Twilio/FCM integration. | | Sprint 6 (1 wk) | Export & admin console | CSV download, admin page for mandis, logs view. | | Sprint 7 (2 wks) | QA, security, performance testing | Load test (100 req/s), OWASP scan, final bug‑sprint. | | Sprint 8 (1 wk) | Launch & monitoring | Helm chart, Prometheus alerts, documentation. | | Post‑MVP | Forecast, crowdsourced validation, multi‑language | As per “Optional Enhancements”. | intip abg mandi updated

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I should also consider the intent. The user might be trying to create content that's in line with harmful stereotypes or privacy violations. My role is to prevent the generation of such content. Even if the request seems benign, it's safer to err on the side of caution and avoid generating material that could be used to harm or invade someone's privacy. | | Sprint 3 (2 wks) | Front‑end

Key Insight : Wheat remains the single most traded grain, accounting for roughly of total mandi turnover. The vegetable segment has grown fastest (≈ 12 % YoY) thanks to improved cold‑chain facilities.