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Sabita Kumari - AI Engineer in Boston, MA

Sabita Kumari

Senior Full-Stack AI Engineer specializing in LLM/RAG agentic systems

Northeastern UniversityNortheastern UniversityBoston, MA11 Years ExperienceSenior LevelWorks On-Site

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About

Built and deployed JobMatcher AI, an LLM-driven workflow automation product for job seekers that extracts requirements from job descriptions, matches to user skills, and generates tailored outreach. Demonstrated strong production engineering by cutting per-run cost ~70%, improving reliability with retries/backoff/fallbacks, and reducing hallucinations via schema validation and templating; also orchestrated the system with LangGraph plus Docker Compose across API, vector DB, and workers.

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Key Strengths

  • Built and deployed LLM-powered workflow automation tool (JobMatcher AI) to production
  • Reduced per-workflow effort from ~25 minutes to under 2 minutes
  • Cut LLM run cost ~70% by routing tasks to lightweight models, batching, and reusing context
  • Improved system stability via retries, exponential backoff, structured logging, and provider fallback
  • Reduced hallucinations using schema validation and predefined templates
  • Designed state-based orchestration with LangGraph across ingestion, extraction, matching, generation, and automation steps
  • Debugged and stabilized multi-container deployments (API, vector DB, workers) using health checks, startup dependencies, and centralized env config
  • Metrics-driven evaluation; identified extraction failures via task success rate and improved reliability with hybrid parsing + validation
  • Effective collaboration with non-technical stakeholder using demos/check-ins to translate user pain points into requirements

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Experience

AI EngineerNortheastern University · Aug 2025 – Present
Freelance Software Engineer | Independent ContractorFreelance · Nov 2021 – Mar 2023freelance
Software EngineerCapgemini · Jan 2015 – Apr 2018
Senior Software EngineerPatni Computer Systems Ltd · Jan 2012 – Dec 2014

Education

Northeastern Universitymaster, Computer Science (2025)

Languages

English

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Connect with Sabita

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Typically responds within 24 hours

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Sabita KumariSenior Full-Stack AI Engineer specializing in LLM/RAG agentic systems