This article describes a Terraform-driven, zero-downtime deployment workflow for ECS Fargate that uses ALB listener rules based on source IP addresses to route internal team traffic to a GREEN environ…
Based on the article, the author describes how using AI to generate Terraform code for AWS infrastructure often fails because the AI lacks context about project structure, dependencies, and documentat…
This article explains the security risks of accidentally committing API keys and secrets to Git repositories, noting that over 10 million secrets were detected in public commits in 2023. It provides a…
The article warns that AWS's new managed payment capabilities for AI agents, which allow agents to pay for APIs, data, and other services during workflows, create a significant risk of uncontrolled cl…
The article describes a team's failed attempt to scale a treasure hunt engine by adding more MySQL instances behind a load balancer within a single AWS availability zone, which led to disk I/O and CPU…
Based solely on the provided text, this document is a set of instructions for an automated job application agent. It details rules for searching for relevant jobs, tailoring resumes and cover letters,…
Here is a factual summary of the article: The article outlines a practical, layered security baseline for Amazon EKS, emphasizing that security must be addressed across image hygiene, identity, netwo…
AWS Billing and Cost Management is a suite of AWS tools—including Cost Explorer, AWS Budgets, Cost & Usage Reports, and Savings Plans—designed to help teams monitor cloud usage, set spending alerts, a…
Amazon RDS Reserved Instances offer significant cost savings compared to on-demand pricing, with discounts ranging from 29% on a 1-year No Upfront commitment to up to 69% on a 3-year All Upfront term,…
Effective AWS Savings Plan management requires a structured, ongoing strategy rather than a one-time purchase, as common mistakes like over-committing or under-committing can lead to significant finan…
A European digital media publisher built a serverless evaluation pipeline on AWS to determine which foundation model on Amazon Bedrock produces the highest-quality podcast-style summaries from news ar…
Railway's 8-hour outage was not caused by a typical cloud infrastructure failure, but by Google Cloud's automated system incorrectly suspending Railway's production account. It highlights that most re…
DevOps engineer's experience inheriting a 47,000-line Terraform codebase with a single state file, no modules, and poorly named variables. The author explains how they refactored the infrastructure by…
Serverless AI model evaluation platform built on AWS by a media company to automatically compare podcast-style summaries generated by different foundation models. The system uses AWS Step Functions to…
A practical implementation pattern for building a secure AI agent harness for a bank, moving beyond theoretical design principles. The system is structured with five layers—Engineer, FastAPI Agent Por…
The article distinguishes between two distinct security challenges for AI in banking: governing employee use of tools like ChatGPT for daily tasks, and architecting secure production AI agents that ca…
Open-source release of "QA Claude Skill," a collection of 24 production-grade QA skills for Claude Code covering test design, automation, performance, security, and mutation testing. The skills are de…
Amazon Nova Act, an AWS service for building and managing browser-based AI agents, is now HIPAA eligible, enabling healthcare and life sciences organizations to automate complex workflows involving el…
AWS and Radiology Partners are developing an AI agent system on Amazon Bedrock AgentCore to optimize radiology worklist assignments by evaluating radiologist specialization, workload, fatigue, and cas…
HashiCorp recently released an official MCP server that helps AI models write Terraform by searching providers and managing workspaces. In response, the author built "tf-review-mcp," a specialized MCP…