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Brendan Dwyer
Senior AI/ML Engineer specializing in GenAI and cloud platforms
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About
ML/AI engineer with hands-on experience turning research-style RAG concepts into production underwriting systems at Prudential Financial. Built an internal document intelligence assistant end-to-end with strong monitoring, safety, and evaluation practices, driving a 38% faster review process and 31% better retrieval accuracy. Also improved platform engineering at VivSoft by standardizing Python-based ML deployment across 60+ models.
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Key Strengths
- Owned end-to-end production ML/AI systems from discovery through deployment and monitoring
- Built production RAG-based document intelligence for underwriting at Prudential Financial
- Strong LLM evaluation and safety practices using retrieval accuracy, relevance, hallucination rate, guardrails, and human review
- Balances latency, cost, and quality through model routing and retrieval optimization
- Iterative production improvement using user feedback, logs, and drift/failure monitoring
- Delivered measurable business impact: 38% reduction in manual review time
- Improved retrieval accuracy by 31%
- Built scalable cloud-native ML services with AWS, Docker, Kubernetes, and FastAPI
- Created reusable Python platform libraries that standardized deployment across 60+ models
- Improved engineering velocity and reliability: 30% fewer integration issues and release cadence from monthly to weekly
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