A study of 9,037 AI tools found that 10.5% explicitly block OpenAI's GPTBot in their robots.txt files, with Cloudflare-hosted sites more than four times as likely to block it as Vercel-hosted sites. T…
A developer has shared a technique for reducing latency in LLM API calls by implementing prompt caching at the edge using AWS CloudFront Functions and Lambda. The approach stores prompt-response pairs…
A developer has built HomeServerLab, a free AWS learning platform with an AI assistant, tutorials, OAuth login, and an Apps Marketplace, for less than $1 per month in infrastructure costs. The platfor…
Compiler Explorer, the popular online compiler tool, runs on Amazon Web Services (AWS) using CloudFront, WAF, an Application Load Balancer, and Auto Scaling Groups, with production fleets almost entir…
Reddit's efforts to block AI scraping may inadvertently take down Old Reddit, as users report 403 errors on the legacy interface. The errors, generated by CloudFront, suggest Reddit is tightening acce…
Compiler Explorer, the popular online compiler tool, runs on AWS using a mix of CloudFront, WAF, an Application Load Balancer, Auto Scaling Groups, and spot instances, according to a 2026 blog post by…
The European Union announced new rules on AI transparency, but the announcement was blocked by a CloudFront error, preventing access to the details.…
Reddit Inc.'s stock collapsed 23% as the company reported that artificial intelligence is eroding user growth, according to a 403 error page from CloudFront that blocked access to the article.…
A developer built Unducked, a code-review tool that uses a foul-mouthed rubber duck persona to roast code and find bugs. The project is implemented as a single TypeScript file using AWS Agent Toolkit,…
A blogger discovered that a sudden traffic spike from 600 to 2,800 daily reads was caused by AI bots crawling his site, not human readers. He identified the bots using AWS WAF and CloudFront logs, the…
A developer built a fully automated AI blog on AWS using CDK, Bedrock, and Step Functions. The serverless pipeline generates weekly diary entries from AI chat sessions, complete with illustrations and…
Cloudflare opened a July 1, 2026 waitlist for its Monetization Gateway, which lets customers charge per request for pages, datasets, APIs, and MCP tools using the x402 payment protocol. The service mo…
Cloudflare and AWS have both integrated the x402 open protocol into their edge networks, enabling agent-to-service micropayments with stablecoin settlement. The protocol revives HTTP's 402 status code…
A developer proposes a cost-optimized architecture for multi-tenant SaaS on AWS that demotes Aurora PostgreSQL from the center of every request to a thin control plane, allowing it to sleep when idle.…
AWS has introduced a new feature in its WAF Bot Control suite that allows publishers to monetize AI bot and agent traffic. The feature uses the HTTP 402 status code and the x402 open protocol to handl…
A developer built a $0.04-per-cover image generator using Amazon Bedrock's Stable Image Core, achieving brand consistency through prompt engineering and post-processing rather than fine-tuning. The sy…
A developer built a static site using Astro, hosted on S3 with CloudFront, and DNS through Cloudflare, achieving a total cost under $5/month. The setup includes a 15-line CloudFront Function to fix su…
A developer built an AWS Bedrock AgentCore agent that autonomously pays for paywalled API calls using real USDC on Arbitrum One, bypassing the need for API keys or human approval. When the agent recei…
Developers who use AI tools to rapidly build applications often end up with a live URL but lack true ownership of their code. Without the ability to move, debug, or explain the stack, the application …
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…