Blog

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

Reflections

Essays and notes kept here.

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

Technical writing

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•Redirects to Medium ↗
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•Redirects to Medium ↗
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•Redirects to Medium ↗
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•Redirects to Medium ↗
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•Redirects to Medium ↗
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•Redirects to Medium ↗