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Saketh Reddy

Mid-Level Software Development Engineer specializing in full-stack and LLM/AI systems

JPMorgan ChaseUniversity of Central MissouriCA, USA4 Years ExperienceMid LevelWorks On-Site

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About

AI engineer with hands-on production experience building an end-to-end RAG system that reduced document-answering time from hours to minutes, improving accuracy through chunk overlap and hybrid BM25+semantic retrieval. Also built a LangGraph-based agent that researches company financial news via web search (Google Serper), using Pydantic structured outputs and checkpointing for reliability; experienced collaborating with non-technical stakeholders at JPMC and communicating ROI.

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Key Strengths

  • End-to-end production RAG implementation (ingestion through generation)
  • Diagnosed and improved LLM answer accuracy via chunking and retrieval strategy changes
  • Implemented hybrid retrieval combining BM25 keyword search with embedding-based semantic search
  • Built LangGraph agent for financial news research with tool-calling and conditional graph edges
  • Improved agent reliability with structured outputs (Pydantic) and checkpointed state persistence
  • Uses offline metrics (precision/recall) and continuous evaluation to iterate on models/prompts
  • Maintains versioned prompt repository for systematic prompt experimentation
  • Communicates AI ROI and requirements effectively with non-technical stakeholders (JPMC) with weekly updates

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Experience

Software DeveloperJPMorgan Chase · May 2024 – Present
Software DeveloperCognizant · Jun 2021 – Aug 2023

Education

University of Central Missourimaster, Computer Science

Skills

AgileAngularApache AirflowApache KafkaAWSBitbucketBootstrapC#C++CI/CDData IngestionData PreprocessingDatabase DesignDockerFastAPI

Languages

English

Certifications

AWS Certified Cloud PractitionerAWS Certified Solutions Architect – Associate

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Connect with Saketh

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Typically responds within 24 hours

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Saketh ReddyMid-Level Software Development Engineer specializing in full-stack and LLM/AI systems