
GenAI Architect | RAG • Agentic AI • LLMOps • AI Platforms | Building scalable, secure AI systems with LangGraph, FastAPI & AWS
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Evaluating your skill match against the job requirements…
Assessing your cultural and operational fit
cardio-intelligence-system
December 22, 2025 – Present
**Cardio Intelligence System (CIS)** is a deterministic-first, governed AI platform for cardiovascular risk analysis. It ingests clinical signals, applies rule-driven scoring, contradiction and escalation logic, and produces auditable, explainable outputs with traceability, safety controls, and production-grade system design.
View Projectdecision-intelligence-system
December 22, 2025 – Present
Decision Intelligence System (DIS) is a governance-first AI platform that ensures AI decisions are rule-validated, evidence-backed, auditable, and reproducible. It showcases enterprise-grade decision governance, explainability, and safe AI execution via a single deployable API, designed for high-stakes enterprise environments.
View ProjectAgenticResearch
October 8, 2025 – October 30, 2025
ResearchFlow is a multi-agent AI system that automates research workflows. It orchestrates Search, Reader, Analyst, and Generator agents via LangGraph, integrating RAG, memory, and external knowledge sources to deliver intelligent, autonomous analysis and report generation.
View Projectpulse-flow
September 15, 2025 – October 10, 2025
Real-time GenAI Product Intelligence Assistant powered by RAG, LangChain Agents, MCP, and Astra DB — deployed securely on AWS EKS with GitHub Actions CI/CD.
View Projectlexi-flow
July 19, 2025 – September 15, 2025
AI-powered document chat & comparison portal using advanced RAG pipeline. Features include semantic search, query rewriting, reranking, multi-doc chat, caching, and local LLMs. Built with LangChain, FastAPI, Streamlit, Docker, GitHub Actions, and deployed on AWS Fargate.
View Projecttelco-customer-churn
December 30, 2023 – June 1, 2024
telco-customer-churn — GitHub repository
View Projectsensor-fault-detection
January 26, 2023 – March 22, 2023
The Air Pressure System (APS) is a critical component of a heavy-duty vehicle that uses compressed air to force a piston to provide pressure to the brake pads, slowing the vehicle down. The benefits of using an APS instead of a hydraulic system are the easy availability and long-term sustainability of natural air.
View ProjectCultural Fit Analysis
The candidate's projects are exclusively personal and heavily focused on AI/ML development, which aligns well with a Data Scientist role. The diversity of applications (research, decision intelligence, document chat, sensor fault detection, cardiovascular risk, customer churn, product intelligence) indicates a broad interest in applying AI across various domains. However, the lack of team-based projects or professional experience makes it difficult to assess cultural fit in a collaborative work environment.
Soft Skills & Operational Fit
The candidate's project descriptions indicate a strong focus on building robust, explainable, and governed AI systems, suggesting an operational fit for roles requiring high standards of reliability and accountability. However, without psychometric or English test scores, it is difficult to assess communication clarity, logical reasoning, work attitude, stress handling, or team collaboration.