- πΌ Walnutech β Building secure AWS multi-account infra, deploying microservices, and scaling AI/ML pipelines.
- π¬ MCaaS β Cloud-native research pipeline achieving up to 14Γ model size reduction and 3.4Γ faster inference.
- βοΈ LLMOps β Serverless answering service on AWS with Langfuse observability & CI/CD auto-rollbacks.
- π Side Projects: ZipRide (ride-sharing app), VoyageAI (AI-driven travel planner).
Languages: Python, Go, JavaScript/TypeScript, C++, Java, Swift, SQL, Bash
Cloud & Infra: AWS (ECS, Lambda, Step Functions, S3, API GW, DynamoDB), GCP (GKE, Cloud Functions), Terraform, Docker, Kubernetes
Frameworks: FastAPI, Flask, React, Next.js, Node.js, Tailwind CSS
Databases: PostgreSQL, MongoDB, MySQL, Redis, Firebase
ML & MLOps: PyTorch, TensorFlow, LangChain, MLflow
Observability: Langfuse (OTel), CloudWatch, Sentry
Software Engineer @ Walnutech (2025 β Present)
- Secured AWS org with IAM Identity Center + SCP guardrails (0 admin creds).
- Deployed ECS Fargate microservices with ALB + autoscaling.
- Self-hosted Langfuse observability β cut RCA time by 70%.
- Tech: Terraform, AWS, GitHub Actions (OIDC), FastAPI, LangChain, OpenAI.
Cloud & ML Researcher @ VISA Lab (2024 β 2025)
- Built Model Compression as a Service (MCaaS) serverless pipeline (100+ runs/mo).
- Reduced model size 14Γ with <4% accuracy loss (pruning, quantization, distillation).
- Automated infra with Terraform + Docker (CI/CD β 30β5 mins).
- LLMOps (Serverless LLM Service) β Terraform-first AWS pipeline, 3.2s cold start, p95 alerts.
- MCaaS (Model Compression as a Service) β Modular pipeline on AWS achieving 2β14Γ size reduction.
From: 08 August 2025 - To: 15 August 2026
Total Time: 359 hrs 25 mins
Markdown 106 hrs 58 mins >>>>>>>------------------ 27.56 %
Python 73 hrs 50 mins >>>>>-------------------- 19.02 %
TypeScript 70 hrs 36 mins >>>>>-------------------- 18.19 %
Other 28 hrs 44 mins >>----------------------- 07.41 %
JavaScript 22 hrs 43 mins >------------------------ 05.85 %
YAML 21 hrs 23 mins >------------------------ 05.51 %
Terraform 11 hrs 33 mins >------------------------ 02.98 %
SQL 10 hrs 5 mins >------------------------ 02.60 %
JSON 8 hrs 51 mins >------------------------ 02.28 %
Bash 8 hrs 42 mins >------------------------ 02.24 %- π Portfolio
- πΌ LinkedIn
- π« Email
- π¦ Twitter / X
- π· Instagram



