SHIRISHNBET/Bharat_Watch — reverse-engineered prompt

Build me a working Bharat Watch app that acts like an India focused intelligence engine. I want it to pull in world news, market, weather, commodity, and government data on a regular schedule, cache results, and turn that into simple 1 to 30 day predictions about how events could affect people in India.

Please include a basic web dashboard and a REST API so other apps can use it. The dashboard should show current signals, key impacts, and a short daily brief. The API should expose things like news, markets, weather, commodities, status, and prediction endpoints. I also want the citizen focused part, where a user can pick a type like farmer, homemaker, student, investor, or daily wager and get practical actions they can take right now.

If possible, include the pattern detection piece that compares official data with scraped ground truth and flags suspicious price or policy mismatches. Make it runnable locally with a demo mode that works without paid keys, but support plugging in an LLM API key for better results. Look up any missing docs online if you need to.