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...
Blog & Insights
Notes on architecture, delivery, AI systems, and software that lasts.
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.
Secure and Keyless Access to Amazon EC2 Instances
Traditional SSH access to EC2 instances relies on long-lived private keys .pem files—that are often shared, misplaced, or stored with excessive permissions.
Best Prompts to Generate and Alter Images - A Practical Guide for Developers & Creators
AI image generation has moved from novelty to a serious production tool—used in marketing, UI design, branding, and even product pipelines. But the difference between an average image and a stunning, usable asset comes down to one thing
Important Prompts for Developers & How to Write Them Effectively
In modern development workflows, prompts are becoming as important as code itself. Whether you're using AI for code generation, debugging, documentation, or system design, the quality of your prompt directly determines the quality of the output.