• 💼 Walnutech – Building secure AWS multi-account infra, deploying microservices, and scaling AI/ML pipelines.
• 🔬 MCaaS – Cloud-native research pipeline achieving up to 14× model size reduction and 3.4× faster inference.
• ⚙️ LLMOps – Serverless answering service on AWS with Langfuse observability & CI/CD auto-rollbacks.
• 🌐 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 – Present)

• Secured AWS org with IAM Identity Center + SCP guardrails (0 admin creds).
• Deployed ECS Fargate microservices with ALB + autoscaling.
• Self-hosted Langfuse observability → cut RCA time by 70%.
• Tech: Terraform, AWS, GitHub Actions (OIDC), FastAPI, LangChain, OpenAI.

Cloud & ML Researcher @ VISA Lab (2024 – 2025)

• Built Model Compression as a Service (MCaaS) serverless pipeline (100+ runs/mo).
• Reduced model size 14× with <4% accuracy loss (pruning, quantization, distillation).
• Automated infra with Terraform + Docker (CI/CD ↓ 30→5 mins).

• LLMOps (Serverless LLM Service) → Terraform-first AWS pipeline, 3.2s cold start, p95 alerts.
• MCaaS (Model Compression as a Service) → Modular pipeline on AWS achieving 2–14× size reduction.

From: 08 August 2025 - To: 12 May 2026

Total Time: 230 hrs 53 mins

Markdown                   57 hrs 30 mins        >>>>>>-------------------   23.37 %
Python                     48 hrs 40 mins        >>>>>--------------------   19.78 %
TypeScript                 38 hrs 6 mins         >>>>---------------------   15.48 %
JavaScript                 20 hrs 53 mins        >>-----------------------   08.49 %
YAML                       17 hrs 17 mins        >>-----------------------   07.03 %
Other                      15 hrs 10 mins        >>-----------------------   06.16 %
Terraform                  10 hrs 37 mins        >------------------------   04.32 %
SQL                        6 hrs 9 mins          >------------------------   02.50 %
Bash                       6 hrs 6 mins          >------------------------   02.48 %
Java                       4 hrs 41 mins         -------------------------   01.91 %

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