

Iโm a Generative AI / ML Engineer and Software Engineer with 4+ years of experience turning complex AI ideas into secure, scalable, production-ready solutions.
I have architected and delivered multi-LLM GenAI platforms, enterprise RAG systems, intelligent chatbots, agentic workflows with memory and tools, AI-powered data-extraction pipelines, and cloud-native backend services.
My technical expertise includes OpenAI, Claude, Gemini, Amazon Bedrock, AgentCore, Azure OpenAI, LangChain, LangGraph, Python, FastAPI, Django, vector databases, AWS, Azure, and GCP.
Beyond building features, I focus on measurable engineering impactโimproving retrieval quality, evaluating LLM and GenAI solutions, optimizing latency and cost, strengthening security, and developing reusable production-ready components. I have also optimized large-scale extraction pipelines, reducing unnecessary processing by approximately 27%.
Core strengths:
Iโm passionate about bridging the gap between AI innovation and real-world enterprise value by building intelligent products that are reliable, maintainable, and genuinely useful.
Currently serving my notice period (LWD: 30 September 2026) and open to opportunities as a Generative AI Engineer, AI/ML Engineer, AI Engineer, or Senior Software Engineer.
CLOUD PLATFORMS: AWS & AZURE
PROFESSIONAL CERTIFICATES
As a ๐ฆ๐ผ๐ณ๐๐๐ฎ๐ฟ๐ฒ ๐๐ป๐ด๐ถ๐ป๐ฒ๐ฒ๐ฟ, I advanced an ๐ฒ๐ป๐๐ฒ๐ฟ๐ฝ๐ฟ๐ถ๐๐ฒ ๐๐ฒ๐ป๐๐ ๐ฝ๐น๐ฎ๐๐ณ๐ผ๐ฟ๐บ by building ๐ฎ๐ด๐ฒ๐ป๐๐ถ๐ฐ ๐ฎ๐ป๐ฑ ๐บ๐๐น๐๐ถ-๐ฎ๐ด๐ฒ๐ป๐ ๐๐๐๐๐ฒ๐บ๐ for research, analytics, and autonomous task execution. I owned ๐๐ผ๐ฟ๐ธ๐ณ๐น๐ผ๐ ๐ฎ๐ฟ๐ฐ๐ต๐ถ๐๐ฒ๐ฐ๐๐๐ฟ๐ฒ, ๐ฎ๐ด๐ฒ๐ป๐ ๐ผ๐ฟ๐ฐ๐ต๐ฒ๐๐๐ฟ๐ฎ๐๐ถ๐ผ๐ป, ๐บ๐ผ๐ฑ๐ฒ๐น ๐ถ๐ป๐๐ฒ๐ด๐ฟ๐ฎ๐๐ถ๐ผ๐ป, ๐๐๐ ๐ฒ๐๐ฎ๐น๐๐ฎ๐๐ถ๐ผ๐ป, ๐ฏ๐ฎ๐ฐ๐ธ๐ฒ๐ป๐ฑ ๐๐ฃ๐๐, ๐ฝ๐ฒ๐ฟ๐ณ๐ผ๐ฟ๐บ๐ฎ๐ป๐ฐ๐ฒ ๐ผ๐ฝ๐๐ถ๐บ๐ถ๐๐ฎ๐๐ถ๐ผ๐ป, ๐ฑ๐ฒ๐ฝ๐น๐ผ๐๐บ๐ฒ๐ป๐, ๐ฎ๐ป๐ฑ ๐ฝ๐ฟ๐ผ๐ฑ๐๐ฐ๐๐ถ๐ผ๐ป ๐บ๐ผ๐ป๐ถ๐๐ผ๐ฟ๐ถ๐ป๐ด.
๐ฅ๐ฒ๐๐๐๐ โ ๐๐ป๐๐ฒ๐ฟ๐ฝ๐ฟ๐ถ๐๐ฒ ๐๐ฒ๐ป๐๐ ๐ฃ๐น๐ฎ๐๐ณ๐ผ๐ฟ๐บ
โข Solved manual and fragmented AI workflows by extending the platform with agentic pipelines following a ๐ฟ๐ฒ๐๐ฟ๐ถ๐ฒ๐๐ฎ๐น โ ๐ฟ๐ฒ๐ฎ๐๐ผ๐ป๐ถ๐ป๐ด โ ๐ฎ๐ฐ๐๐ถ๐ผ๐ป pattern, improving task efficiency by โ๐ฐ๐ฌ%.
โข Built ๐บ๐๐น๐๐ถ-๐ฎ๐ด๐ฒ๐ป๐ ๐๐๐๐๐ฒ๐บ๐ that coordinated specialized agents for research, analytics, and autonomous execution, accelerating insight generation and complex task completion.
โข Implemented ๐บ๐๐น๐๐ถ-๐บ๐ผ๐ฑ๐ฒ๐น ๐ผ๐ฟ๐ฐ๐ต๐ฒ๐๐๐ฟ๐ฎ๐๐ถ๐ผ๐ป across ๐๐ฃ๐ง-๐ฐ, ๐๐น๐ฎ๐๐ฑ๐ฒ, ๐ฎ๐ป๐ฑ ๐๐ช๐ฆ ๐๐ฒ๐ฑ๐ฟ๐ผ๐ฐ๐ธ, optimizing model selection and reducing inference latency by โ๐ฏ๐ฌ%.
โข Developed ๐๐ฐ๐ฎ๐น๐ฎ๐ฏ๐น๐ฒ ๐ฏ๐ฎ๐ฐ๐ธ๐ฒ๐ป๐ฑ ๐ถ๐ป๐๐ฒ๐ด๐ฟ๐ฎ๐๐ถ๐ผ๐ป๐, ๐ฟ๐ฒ๐๐๐ฎ๐ฏ๐น๐ฒ ๐ฎ๐ด๐ฒ๐ป๐ ๐๐ผ๐ฟ๐ธ๐ณ๐น๐ผ๐๐, ๐๐ผ๐ผ๐น-๐ฐ๐ฎ๐น๐น๐ถ๐ป๐ด ๐ฐ๐ฎ๐ฝ๐ฎ๐ฏ๐ถ๐น๐ถ๐๐ถ๐ฒ๐, ๐ฎ๐ป๐ฑ ๐บ๐๐น๐๐ถ๐บ๐ผ๐ฑ๐ฎ๐น ๐ฝ๐ถ๐ฝ๐ฒ๐น๐ถ๐ป๐ฒ๐ to support enterprise-wide adoption.
โข Ensured ๐ฝ๐ฟ๐ผ๐ฑ๐๐ฐ๐๐ถ๐ผ๐ป ๐ฟ๐ฒ๐ฎ๐ฑ๐ถ๐ป๐ฒ๐๐ through evaluation, fallback handling, performance tuning, security controls, observability, and continuous optimization.
๐๐ฐ๐ฐ๐ผ๐บ๐ฝ๐น๐ถ๐๐ต๐บ๐ฒ๐ป๐๐
โข ๐๐ป๐ฑ๐ถ๐ฎ ๐๐ ๐๐บ๐ฝ๐ฎ๐ฐ๐ ๐ฆ๐๐บ๐บ๐ถ๐ & ๐๐
๐ฝ๐ผ ๐ฎ๐ฌ๐ฎ๐ฒ, ๐๐ต๐ฎ๐ฟ๐ฎ๐ ๐ ๐ฎ๐ป๐ฑ๐ฎ๐ฝ๐ฎ๐บ: Participated in industry discussions and showcases focused on responsible AI, enterprise adoption, and real-world AI impact.
โข ๐ก๐๐ฆ๐ฆ๐๐ข๐ ๐๐๐๐๐ฟ๐ฒ ๐๐ผ๐ฟ๐ด๐ฒ & ๐ง๐ฒ๐ฐ๐ต ๐๐ฒ๐๐ฒ๐น๐ผ๐ฝ๐ฒ๐ฟ ๐๐ผ๐ป๐ณ๐น๐๐ฒ๐ป๐ฐ๐ฒ ๐ฎ๐ฌ๐ฎ๐ฑ: Engaged with technology leaders and developers on deep-tech innovation, AI engineering, and scalable product development.
๐ง๐ฒ๐ฐ๐ต๐ป๐ผ๐น๐ผ๐ด๐ถ๐ฒ๐: ๐ฃ๐๐๐ต๐ผ๐ป, ๐๐ฎ๐๐๐๐ฃ๐, ๐๐ฎ๐ป๐ด๐๐ต๐ฎ๐ถ๐ป, ๐๐ฎ๐ป๐ด๐๐ฟ๐ฎ๐ฝ๐ต, ๐๐ฃ๐ง-๐ฐ, ๐๐น๐ฎ๐๐ฑ๐ฒ, ๐๐บ๐ฎ๐๐ผ๐ป ๐๐ฒ๐ฑ๐ฟ๐ผ๐ฐ๐ธ, ๐๐ด๐ฒ๐ป๐๐ถ๐ฐ ๐๐, ๐ ๐๐น๐๐ถ-๐๐ด๐ฒ๐ป๐ ๐ฆ๐๐๐๐ฒ๐บ๐, ๐ฅ๐๐ฆ๐ง ๐๐ฃ๐๐, ๐๐ช๐ฆ, ๐ฎ๐ป๐ฑ ๐ ๐๐น๐๐ถ๐บ๐ผ๐ฑ๐ฎ๐น ๐๐
As an ๐๐๐๐ผ๐ฐ๐ถ๐ฎ๐๐ฒ ๐ฆ๐ผ๐ณ๐๐๐ฎ๐ฟ๐ฒ ๐๐ป๐ด๐ถ๐ป๐ฒ๐ฒ๐ฟ, I delivered ๐ฝ๐ฟ๐ผ๐ฑ๐๐ฐ๐๐ถ๐ผ๐ป-๐ฟ๐ฒ๐ฎ๐ฑ๐ ๐๐ฒ๐ป๐๐, ๐ฅ๐๐, ๐บ๐๐น๐๐ถ-๐ฎ๐ด๐ฒ๐ป๐, ๐ฎ๐ป๐ฑ ๐ฐ๐น๐ผ๐๐ฑ ๐๐ผ๐น๐๐๐ถ๐ผ๐ป๐, owning system design, Python backends, retrieval and agent workflows, LLM integration and evaluation, REST APIs, optimization, deployment, and monitoring.
๐ฅ๐ฒ๐๐๐๐ โ ๐๐ป๐๐ฒ๐ฟ๐ฝ๐ฟ๐ถ๐๐ฒ ๐๐ฒ๐ป๐๐ ๐ฃ๐น๐ฎ๐๐ณ๐ผ๐ฟ๐บ
โข Solved fragmented AI workflows by building a ๐๐ป๐ถ๐ณ๐ถ๐ฒ๐ฑ ๐ฝ๐น๐ฎ๐๐ณ๐ผ๐ฟ๐บ combining ๐บ๐๐น๐๐ถ-๐๐๐ ๐ฐ๐ต๐ฎ๐, ๐ฅ๐๐, ๐ฒ๐ป๐๐ฒ๐ฟ๐ฝ๐ฟ๐ถ๐๐ฒ ๐๐ฒ๐ฎ๐ฟ๐ฐ๐ต, ๐บ๐๐น๐๐ถ๐บ๐ผ๐ฑ๐ฎ๐น ๐ถ๐ป๐๐ฒ๐น๐น๐ถ๐ด๐ฒ๐ป๐ฐ๐ฒ, ๐ฎ๐ป๐ฑ ๐ฎ๐๐๐ผ๐บ๐ฎ๐๐ฒ๐ฑ ๐ฎ๐ป๐ฎ๐น๐๐๐ถ๐ฐ๐.
โข Developed ๐ฟ๐ฒ๐ฎ๐น-๐๐ถ๐บ๐ฒ ๐บ๐๐น๐๐ถ๐บ๐ผ๐ฑ๐ฎ๐น ๐ฟ๐ฒ๐๐ฟ๐ถ๐ฒ๐๐ฎ๐น ๐ฝ๐ถ๐ฝ๐ฒ๐น๐ถ๐ป๐ฒ๐, improving accuracy by โ๐ฐ๐ฌ% and reducing manual effort by โ๐ฒ๐ฌ%.
โข Designed ๐๐ฐ๐ฎ๐น๐ฎ๐ฏ๐น๐ฒ ๐ฏ๐ฎ๐ฐ๐ธ๐ฒ๐ป๐ฑ ๐๐ฒ๐ฟ๐๐ถ๐ฐ๐ฒ๐ ๐ฎ๐ป๐ฑ ๐ฎ๐ป๐ฎ๐น๐๐๐ถ๐ฐ๐ ๐๐ผ๐ฟ๐ธ๐ณ๐น๐ผ๐๐ that reduced analysis time by โ๐ณ๐ฌ%.
๐ฆ๐บ๐ฎ๐ฟ๐๐๐๐๐ถ๐๐ โ ๐๐ป๐๐ฒ๐ฟ๐ฝ๐ฟ๐ถ๐๐ฒ ๐๐ ๐ฆ๐๐ฝ๐ฝ๐ผ๐ฟ๐ ๐๐ผ๐ฝ๐ถ๐น๐ผ๐
โข Solved slow and inconsistent knowledge discovery by building a ๐ฅ๐๐ ๐ฐ๐ผ๐ฝ๐ถ๐น๐ผ๐ over ๐ญ๐ฌ,๐ฌ๐ฌ๐ฌ+ ๐ฒ๐ป๐๐ฒ๐ฟ๐ฝ๐ฟ๐ถ๐๐ฒ ๐ฑ๐ผ๐ฐ๐๐บ๐ฒ๐ป๐๐.
โข Owned ๐ถ๐ป๐ด๐ฒ๐๐๐ถ๐ผ๐ป, ๐ฐ๐ต๐๐ป๐ธ๐ถ๐ป๐ด, ๐ฒ๐บ๐ฏ๐ฒ๐ฑ๐ฑ๐ถ๐ป๐ด๐, ๐๐ฒ๐ฐ๐๐ผ๐ฟ ๐ถ๐ป๐ฑ๐ฒ๐
๐ถ๐ป๐ด, ๐ฟ๐ฒ๐๐ฟ๐ถ๐ฒ๐๐ฎ๐น, ๐ฝ๐ฟ๐ผ๐บ๐ฝ๐ ๐ฑ๐ฒ๐๐ถ๐ด๐ป, ๐ฒ๐๐ฎ๐น๐๐ฎ๐๐ถ๐ผ๐ป, ๐๐ฃ๐๐, ๐ฑ๐ฒ๐ฝ๐น๐ผ๐๐บ๐ฒ๐ป๐, ๐ฎ๐ป๐ฑ ๐บ๐ผ๐ป๐ถ๐๐ผ๐ฟ๐ถ๐ป๐ด.
โข Achieved ๐ต๐ฑ%+ ๐ฒ๐๐ฎ๐น๐๐ฎ๐๐ฒ๐ฑ ๐ฎ๐ฐ๐ฐ๐๐ฟ๐ฎ๐ฐ๐, reduced resolution time by โ๐ฐ๐ฑโ๐ฒ๐ฌ%, and improved productivity by ๐ฎร.
๐๐ป๐๐ถ๐ด๐ต๐๐๐น๐ผ๐ โ ๐๐๐๐๐ผ๐บ๐ฒ๐ฟ ๐๐ป๐๐ฒ๐น๐น๐ถ๐ด๐ฒ๐ป๐ฐ๐ฒ ๐๐ป๐ด๐ถ๐ป๐ฒ
โข Built a ๐บ๐๐น๐๐ถ-๐ฎ๐ด๐ฒ๐ป๐ ๐ฝ๐ถ๐ฝ๐ฒ๐น๐ถ๐ป๐ฒ processing ๐ฑ๐ฌ,๐ฌ๐ฌ๐ฌ+ ๐บ๐ผ๐ป๐๐ต๐น๐ ๐ถ๐ป๐๐ฒ๐ฟ๐ฎ๐ฐ๐๐ถ๐ผ๐ป๐, achieving ๐ต๐ฌ%+ ๐ฐ๐น๐ฎ๐๐๐ถ๐ณ๐ถ๐ฐ๐ฎ๐๐ถ๐ผ๐ป ๐ฎ๐ฐ๐ฐ๐๐ฟ๐ฎ๐ฐ๐ and reducing manual effort by โ๐ณ๐ฌ%.
โข Improved routing and response time by โ๐ฐ๐ฌ%; multimodal analysis increased insight coverage by โ๐ฏ๐ฌ%.
โข Owned ๐ฎ๐ด๐ฒ๐ป๐ ๐ผ๐ฟ๐ฐ๐ต๐ฒ๐๐๐ฟ๐ฎ๐๐ถ๐ผ๐ป, ๐ถ๐ป๐๐ฒ๐ด๐ฟ๐ฎ๐๐ถ๐ผ๐ป๐, ๐ฒ๐๐ฎ๐น๐๐ฎ๐๐ถ๐ผ๐ป, ๐๐ฐ๐ฎ๐น๐ฎ๐ฏ๐ถ๐น๐ถ๐๐, ๐ผ๐ฝ๐๐ถ๐บ๐ถ๐๐ฎ๐๐ถ๐ผ๐ป, ๐ฎ๐ป๐ฑ ๐บ๐ผ๐ป๐ถ๐๐ผ๐ฟ๐ถ๐ป๐ด.
๐๐ฐ๐ฐ๐ผ๐บ๐ฝ๐น๐ถ๐๐ต๐บ๐ฒ๐ป๐๐
โข ๐๐ ๐๐ฎ๐ฐ๐ธ๐ฎ๐๐ต๐ผ๐ป ๐ฏ.๐ฌ, ๐๐๐ง ๐ ๐ฎ๐ป๐ฑ๐ถ: Led and evaluated teams developing GenAI solutions, including CSR-focused accessibility projects.
โข ๐ด๐๐ต ๐ฆ๐๐บ๐บ๐ฒ๐ฟ ๐ฆ๐ฐ๐ต๐ผ๐ผ๐น ๐ผ๐ป ๐๐, ๐๐๐๐ง ๐๐๐ฑ๐ฒ๐ฟ๐ฎ๐ฏ๐ฎ๐ฑ: Completed expert-led sessions and hands-on projects covering advanced AI concepts.
โข ๐ก๐๐ฆ๐ฆ๐๐ข๐ ๐๐ ๐ช๐ผ๐ฟ๐ธ๐๐ต๐ผ๐ฝ: Explored applied AI, emerging technologies, and enterprise use cases.
๐ง๐ฒ๐ฐ๐ต๐ป๐ผ๐น๐ผ๐ด๐ถ๐ฒ๐: ๐ฃ๐๐๐ต๐ผ๐ป, ๐๐ฎ๐๐๐๐ฃ๐, ๐๐ท๐ฎ๐ป๐ด๐ผ, ๐๐ฎ๐ป๐ด๐๐ต๐ฎ๐ถ๐ป, ๐๐ฎ๐ป๐ด๐๐ฟ๐ฎ๐ฝ๐ต, ๐ข๐ฝ๐ฒ๐ป๐๐, ๐๐น๐ฎ๐๐ฑ๐ฒ, ๐๐ฒ๐บ๐ถ๐ป๐ถ, ๐๐บ๐ฎ๐๐ผ๐ป ๐๐ฒ๐ฑ๐ฟ๐ผ๐ฐ๐ธ, ๐๐๐๐ฟ๐ฒ ๐ข๐ฝ๐ฒ๐ป๐๐, ๐ฉ๐ฒ๐ฐ๐๐ผ๐ฟ ๐๐ฎ๐๐ฎ๐ฏ๐ฎ๐๐ฒ๐, ๐๐ช๐ฆ, ๐๐๐๐ฟ๐ฒ, ๐ฎ๐ป๐ฑ ๐๐๐ฃ
LLMs & Multimodal Models: OpenAI (GPT-35, GPT-4, GPT-4o, GPT-Vision, Whisper), Claude Sonnet 35 (Anthropic), Amazon Nova, Google Gemini (Vertex AI
LLM Frameworks: LangChain, LlamaIndex, Hugging Face Transformers, SentenceTransformers
Web & App Development: Python (Flask, Django, FastAPI, Streamlit), REST APIs, GraphQL
Generative AI Techniques: Retrieval-Augmented Generation (RAG), function calling, intelligent agents, tool integration
Vector Databases: Azure AI Search, AWS Kendra, OpenSearch, Pinecone
AWS (Bedrock, Lambda, ECS, EC2, S3, App Runner, Cognito, OpenSearch, Quicksight, VPC)
Azure (OpenAI, AI Search, Blob Storage)
Data Processing & Visualization: Pandas, NumPy, Matplotlib, CSV analytics
API Integrations: Google Maps API, Bing API
DevOps & CI/CD: Docker, GitHub Actions, Codespaces, CloudWatch
Tools: Postman, Jupyter, VS Code, Git
โข ๐๐ป๐ฑ๐ถ๐ฎ ๐๐ ๐๐บ๐ฝ๐ฎ๐ฐ๐ ๐ฆ๐๐บ๐บ๐ถ๐ & ๐๐ ๐ฝ๐ผ ๐ฎ๐ฌ๐ฎ๐ฒ, ๐๐ต๐ฎ๐ฟ๐ฎ๐ ๐ ๐ฎ๐ป๐ฑ๐ฎ๐ฝ๐ฎ๐บ: Participated in industry discussions and showcases focused on responsible AI, enterprise adoption, and real-world AI impact.
โข ๐ก๐๐ฆ๐ฆ๐๐ข๐ ๐๐๐๐๐ฟ๐ฒ ๐๐ผ๐ฟ๐ด๐ฒ & ๐ง๐ฒ๐ฐ๐ต ๐๐ฒ๐๐ฒ๐น๐ผ๐ฝ๐ฒ๐ฟ ๐๐ผ๐ป๐ณ๐น๐๐ฒ๐ป๐ฐ๐ฒ ๐ฎ๐ฌ๐ฎ๐ฑ: Engaged with technology leaders and developers on deep-tech innovation, AI engineering, and scalable product development.
โข ๐๐ ๐๐ฎ๐ฐ๐ธ๐ฎ๐๐ต๐ผ๐ป ๐ฏ.๐ฌ, ๐๐๐ง ๐ ๐ฎ๐ป๐ฑ๐ถ: Led and evaluated teams developing GenAI solutions, including CSR-focused accessibility projects.
โข ๐ด๐๐ต ๐ฆ๐๐บ๐บ๐ฒ๐ฟ ๐ฆ๐ฐ๐ต๐ผ๐ผ๐น ๐ผ๐ป ๐๐, ๐๐๐๐ง ๐๐๐ฑ๐ฒ๐ฟ๐ฎ๐ฏ๐ฎ๐ฑ: Completed expert-led sessions and hands-on projects covering advanced AI concepts.
โข ๐ก๐๐ฆ๐ฆ๐๐ข๐ ๐๐ ๐ช๐ผ๐ฟ๐ธ๐๐ต๐ผ๐ฝ: Explored applied AI, emerging technologies, and enterprise use cases.
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