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Ankit Kumar Mishra
Staff Full-Stack Engineer specializing in FinTech and scalable web platforms
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About
Built production LLM-powered mobile apps using OpenAI APIs on a serverless Firebase/Google Cloud Run stack, including a prayer app serving global users across five major religions with customized prayer generation. Stands out for adding reconciliation and scoring layers to validate non-deterministic AI outputs before showing them to users, and for iterating prompts based on logged failure patterns.
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Key Strengths
- Shipped production LLM-powered mobile applications end-to-end
- Built serverless AI backends on Firebase and Google Cloud Run
- Designed validation layers to check AI output correctness before user display
- Uses scoring and structure metrics to evaluate LLM responses
- Iteratively improves prompts based on observed edge cases and recurring failure patterns
- Experience with async orchestration, queues, and scheduled jobs for agent workflows
- Applied AI personalization for customized prayer generation based on user behavior
- Built products for global multi-religion user audiences
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