Vector Search Isn't Always Enough for RAG
Vector search is powerful because it retrieves documents based on semantic meaning, not just exact words.
Blog & Insights
Notes on architecture, delivery, AI systems, and software that lasts.
Why RAG Needs End-to-End Evaluation?
A production RAG system is not one component. It is a multi-stage retrieval and generation pipeline, and every stage can introduce failure.
Production AI is much more than sending a prompt and displaying the response
production systems need to handle everything that happens around that LLM
Don't Build Your Application Around a Single LLM
When building an AI application, it's tempting to tightly integrate everything with one LLM provider.It works initially.But as the application grows, that decision can be...
AWS Tag Governance: How to Ensure Every Engineer Follows Your Tagging Standards
In a growing engineering team, multiple developers, DevOps engineers, platform engineers, and automation pipelines are continuously provisioning AWS resources.
AWS Tagging Strategy Best Practices: Managing Dev, Stage, and Production Environments at Scale
As AWS environments grow, one of the first operational challenges organizations face is resource management.
Building AI-Powered Search for E-Commerce with Amazon OpenSearch: From "Gift for My Wife" to Relevant Products
Type "gift for my wife" into a traditional e-commerce search box built on BM25/TF-IDF keyword matching, and you'll get exactly what you asked for: nothing useful
EBS Volume Resize Not Reflecting in EC2? Here's Your Fix
You make the decision to upgrade your EBS volume through the AWS Console, eagerly wait for the "volume modification" to complete, and then SSH into your instance... only to run df -h and see the same old storage size staring back at you.
AWS WAF AI Traffic Monetization - A New Business Model for Content Owners
Stop serving AI crawlers for free – now you can charge them at the edge, with no code changes.