• 💼 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: 07 November 2025

Total Time: 124 hrs 43 mins

Python               30 hrs 24 mins  >>>>>>-------------------   24.05 %
Markdown             24 hrs 32 mins  >>>>>--------------------   19.40 %
JavaScript           20 hrs 50 mins  >>>>---------------------   16.48 %
YAML                 13 hrs 25 mins  >>>----------------------   10.62 %
Terraform            10 hrs 36 mins  >>-----------------------   08.39 %
TypeScript           8 hrs 39 mins   >>-----------------------   06.85 %
Bash                 3 hrs 56 mins   >------------------------   03.12 %
JSON                 2 hrs 27 mins   -------------------------   01.95 %
HTML                 2 hrs 20 mins   -------------------------   01.86 %
Other                1 hr 43 mins    -------------------------   01.37 %

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