Writing

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Reflections, notes, and essays.

Reflections

Personal essays and notes.

20261 post
2026-02-20

Some Thoughts on Vibe Designing

On vibe designing with AI, and why taste and specificity are what actually matter.

Reflection·5 min read
AIDesign

Technical writing

Engineering pieces on AI/ML systems, AWS, and infrastructure.

20262 posts
2026-01-17

Building a Multi-Agent AI Orchestration System on AWS

A hierarchical multi-agent system using Bedrock, Strands Agents SDK, and vision pipelines. Built during AWS Road to re:Invent hackathon.

Technical·On Medium ↗
AIAWSBedrock
2026-01-14

Building TrustMed AI: A Production-Grade Medical RAG System on AWS

How I built a medical RAG chatbot combining clinical sources with patient discussions, using AWS Bedrock, OpenSearch Serverless, and Neo4j.

Technical·On Medium ↗
RAGAWSMedical
20251 post
2025-01-27

Building a Scalable Real-Time RAG Chatbot on AWS

Architecture, trade-offs, and lessons from shipping a production-grade RAG chatbot with streaming responses on AWS.

Technical·On Medium ↗
RAGAWSStreaming
20241 post
2024-11-11

Unleashing RAG Power with Amazon OpenSearch Serverless

A deep dive into OpenSearch Serverless as a vector store for retrieval-augmented generation pipelines.

Technical·On Medium ↗
RAGAWSOpenSearch
20232 posts
2023-09-11

Part 2: Setup a Free VPN on AWS using NordVPN's Meshnet

Creating a personal VPN server on AWS using NordVPN Meshnet to safeguard your digital footprint.

Technical·On Medium ↗
AWSNetworkingVPN
2023-07-18

Over-The-Air Deployment on Edge using SageMaker and AWS IoT Greengrass v2

Deploying a basic ML pipeline to edge devices using SageMaker and AWS IoT Greengrass v2.

Technical·On Medium ↗
MLOpsAWSEdge
20211 post
2021-02-11

Setup a Free VPN Service on AWS

A simple guide to spin up a working VPN server on AWS in under five minutes.

Technical·On Medium ↗
AWSNetworkingVPN
20201 post
2020-08-08

Serverless Machine Learning Inference with AWS Lambda + Amazon EFS

A step-by-step tutorial for running ML inference with AWS Lambda backed by Amazon EFS.

Technical·On Medium ↗
ServerlessMLAWS