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Swagat Adhikary
Junior Software Engineer specializing in LLM agents and FinTech platforms
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About
AI/LLM engineer with Fidelity Investments experience who built and shipped a production GraphRAG system that augmented prompts with codebase context, improving business analyst efficiency by 15% and saving ~$3.5M annually. Strong in AWS EKS/Kubernetes/Helm and enterprise IAM/OIDC patterns (including cross-account S3 access), with experience mentoring interns and collaborating with non-technical leaders to extend AI pipelines (e.g., adding SQL functionality during MVP).
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Key Strengths
- Built and deployed GraphRAG system in production to augment LLM responses with codebase context
- Delivered measurable business impact: +15% business analyst efficiency and ~$3.5M annual savings
- Solved complex AWS/Kubernetes cross-account S3 access via OIDC-to-IAM role integration and Helm deployment
- Effective cross-functional and cross-timezone collaboration (coordinated with India-based team)
- Mentored 2 interns while maintaining delivery; took over and completed a blocked workstream under pressure
- Structured approach to reliability: uses an LLM evaluator model to compare models and score outputs on quality metrics
- Communicates technical concepts to non-technical stakeholders in simple terms; partnered with team leaders to add SQL functionality during MVP
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