Writing

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Reflections, notes, and essays when something feels worth writing down.

Reflections

Personal essays and notes — kept here.

20261 post
2026-02-20

Turns Out Taste Was the Hard Part

On AI, specificity, and the shift from execution to art direction.

Reflection·5 min read
AITastePersonal

Technical writing

Engineering pieces on RAG, AWS, serverless ML, 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