AB

Hire Aman B. - Generative AI Engineer

Generative Ai Engineer

3+ years
pune, maharashtra, india
Tridiagonal.ai

About aman

Generative AI Engineer building production-grade AI systems for enterprise clients at Tridiagonal.AI. I specialize in end-to-end LLM solutions - from RAG pipelines and Vision AI extraction to real-time WebSocket backends and cloud-native AWS deployments. Recent work includes a P&ID RAG chatbot for BPCL Mumbai Refinery (Gemini Vision + OpenSearch Serverless), an enterprise document AI Assistant serving refinery engineers across 3 knowledge domains, and an ISO Document Management System deployed on AWS with Microsoft Entra SSO. Proficient in Python, Next.js, AWS Lambda, API Gateway, DynamoDB, OpenSearch, and Neo4j. Passionate about turning complex engineering problems into working AI products fast.

Key Skills

ai agentsamazon dynamodbamazon web servicesautocadaws bedrockaws strandsc (programming language)c++communicationdocker productsengineeringfastapigenerative aigoogle sheetslangchain+18 more

Experience

Generative Ai Engineer

Current

Tridiagonal.ai

Architected a P&ID RAG chatbot for BPCL Mumbai Refinery — Gemini Vision extraction pipeline processing 17+ engineering drawings into a searchable knowledge base, with a real-time WebSocket RAG system (OpenSearch Serverless + Gemini) delivering citation-backed answers to refinery engineers. Built and shipped a production-grade AI Assistant backend for BPCL Mumbai Refinery — path-routed AWS Lambda architecture (agent-lambda, RAG_API, Cognito auth) with DynamoDB-optimised deep search at scale. Designed a 7-section interactive Help Guide with pixel-accurate UI mockups and authored a 15-page Prompting Guide across 3 refinery knowledge domains — enabling faster enterprise user onboarding. Diagnosed and fixed critical production bugs in WebSocket message handling and DynamoDB session management, eliminating silent data integrity failures affecting user feedback records. Built and deployed the ISO Document Management System — full-stack Next.js + FastAPI on AWS EC2, with Microsoft Entra SSO, HTTPS via Caddy, and custom domain; resolved corporate firewall constraints to ship to production. Built ORION, an AI-powered proposal engine — automated RFP intake via LLM pipelines and P&ID equipment scoping via Vision AI, shipped as a client-demo-ready MVP with a multi-feature frontend.

Generative Ai Engineer

Tridiagonal.ai

* Built a dynamic, cascading node deletion feature in Neo4j for AI PlantOps, ensuring data integrity across complex graph relationships. * Migrated the entire MRO project API suite to a scalable, serverless architecture using AWS Lambda and API Gateway. * Developed an end-to-end solar inverter anomaly prediction model, integrated with AWS S3 and DynamoDB to power downstream RCA agents. * Engineered an LLM-powered pipeline to automate the extraction of text, process flows, and equipment metrics from complex BPCL mechanical equipment datasheets and PFDs.

Intern

Wellkin Energy Private Limited

* Gained hands-on exposure to the upstream oil & gas sector with a focus on well completions and field operations. * Observed real-world application of engineering tools and software used for data acquisition and analysis in oilfield operations. * Shadowed field engineers and product teams to understand end-user requirements in high-stakes industrial environments. * Developed a basic understanding of reservoir modeling, hydraulic fracturing tools, and the metrics used to evaluate well performance.

Education

Thapar Institute Of Engineering & Technology

Bachelor Of Engineering

Delhi Public School, Duliajan

Delhi Public School

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Common Questions

What is aman's expertise?

aman specializes in Generative AI Engineer, with expertise in ai agents, amazon dynamodb, amazon web services, autocad, aws bedrock.

Where is aman located?

aman is based in pune, maharashtra, india.

How much experience does aman have?

aman has 3+ years of professional experience.

How can I contact aman?

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