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Sachin Dulla
Mid-level AI/ML Engineer specializing in NLP, fraud detection, and MLOps
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Built and deployed a domain-specific LLM chatbot for research/support, cutting manual effort by ~50%. Demonstrates strong applied LLM engineering: RAG, prompt grounding with citations and fallbacks, embedding/top-k tuning, and production monitoring (confidence, latency, feedback loops). Experienced orchestrating agent workflows with LangChain-style pipelines and continuous evaluation to maintain reliability.
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Key Strengths
- Deployed domain-specific LLM chatbot to production reducing manual effort ~50%
- Mitigates hallucinations via grounding rules, citations, and fallback behaviors
- Improves retrieval quality through embedding and top-k tuning plus iterative failure analysis
- Builds monitoring around retrieval confidence, fallback triggers, user feedback, and latency
- Orchestrates multi-step agent workflows (classify → retrieve → summarize → answer with citations) with confidence checks and retries
- Defines measurable success metrics (accuracy, latency, fallback rate) and runs continuous evals to prevent regressions
- Effectively collaborates with non-technical stakeholders using early demos and clear high-level documentation
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