When Your AI Agent Needs a Scalpel, Not a Sledgehammer: Claude Code SDK vs AWS Strands for Surgical Code Fixes

The Problem: When “Minimal Fix” Means “Complete Refactor” In my previous blog, I shared how I built a cloud engineer agent using AWS Strands that could automatically detect CloudWatch log errors and raise PRs with potential fixes. While the concept worked, I encountered a critical issue: the agent consistently made drastic changes when simple fixes…

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Building React Apps with Bun: A Modern Development Experience

Bun has been making waves in the JavaScript ecosystem as an all-in-one runtime designed to be faster than Node.js while providing built-in bundling, testing and package management. For React developers, this presents an interesting opportunity to streamline the development workflow without sacrificing the tools and patterns we’re familiar with. Instead of juggling multiple tools like…

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Automate Cloud Resource Management for Scheduled Events

Organizations across industries face operational challenges when managing planned high-traffic events. Business teams must create IT support tickets for each event, requiring DevOps teams to manually provision and scale resources. This process creates bottlenecks that impact customer experience and operational efficiency. The “Event Scheduling on AWS” implementation sample addresses these challenges by automating resource provisioning…

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Enhanced Detection System Configuration Guide

Overview This guide covers the configuration options for the enhanced detection system, including background adaptation, YOLO11 compliance improvements, RTSP processing enhancements, and QR code integration. Environment Variables Background Adaptation Settings FASTRTC_BACKGROUND_ADAPTATION Default: true Values: true, false Description: Enable or disable adaptive background modeling for false positive reduction Example: FASTRTC_BACKGROUND_ADAPTATION=true FASTRTC_BACKGROUND_LEARNING_RATE Default: 0.001 Range: 0.0001 –…

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