AI Developer & DevOps Engineer with 10+ years of experience building secure, scalable cloud-native solutions on Microsoft Azure. Specialized in AI agents, intelligent automation, and ML-driven systems, combined with strong expertise in Java 17, Spring Boot, and Python. Proven track record of designing and deploying AI-powered microservices, document classification pipelines, and agent-based workflows integrated with Azure services (AKS, App Service, Key Vault, Azure AI). Strong background in DevOps, SecOps, and observability, delivering reliable, production-ready systems with a focus on performance, security, and business impact.
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built an end-to-end AI analytics chatbot with a Vue.js front end and a Python/FastAPI backend, enabling users to ask complex, multi-step questions over structured business data and receive explainable, validated answers.
What users can do
Business users can type questions like:
“Show top donors by state, compare last 90 days trend, and explain the impact of event participation.”
The system converts these into structured steps, runs the required data queries, and returns a concise answer with supporting evidence and a confidence score.
Front end (Vue.js)
Modern chatbot UI with:
Suggested queries / quick actions
Alerts and insights panel (e.g., engagement anomalies, recency risks)
Chat history and session-based follow-ups
Dashboard-style tabs for overview, trends, and KPIs
Integrates securely with backend APIs to display results, citations, and validation score.
Backend (Agentic QA Pipeline)
Query Splitter: Breaks complex prompts into sub-questions, supports conversation memory for follow-up queries.
Orchestrator: Executes each step (SQL + optional semantic retrieval), manages dependencies, aggregates results.
Compiler: Produces a clear final response from intermediate outputs.
Validator: Verifies answer consistency and produces a validation score to reduce hallucinations.
Tech stack & deployment
Vue.js (frontend), Python + FastAPI (backend)
OpenAI API, Hugging Face embeddings, LangChain for orchestration and retrieval
Containerized with Docker, deployed on Azure with scalable infrastructure (including AKS for orchestration).
Business value
Enables self-service analytics through natural language
Provides traceable, reliable answers (steps + evidence + score)
Scales for enterprise use and future integration with CRM/BI systems
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