Engineering Insights

Workers VPC - VPC Networks and Cloudflare Mesh support now in public beta

VPC Network bindings now give your Workers access to any service in your private network without pre-registering individual hosts or ports. This complements existing VPC Service bindings, which scope each binding to a specific host and port. You can bind to a Cloudflare Tunnel by tunnel_id to reach any service on the network where that tunnel is running, or bind to your Cloudflare Mesh network using cf1:network to reach any Mesh node, client device, or subnet route in your account: wrangler.jso

Trusted access for the next era of cyber defense

OpenAI expands its Trusted Access for Cyber program, introducing GPT-5.4-Cyber to vetted defenders and strengthening safeguards as AI cybersecurity capabilities advance.

API throttling: Algorithms, patterns & mistakes to avoid

Most teams add rate limiting once and never revisit it. They pick a fixed window counter because it's simple, deploy it with local counters, and move on. Then a misbehaving client gets through at 5x the configured threshold and the post-mortem reveals...

Troubleshooting environment with AI analysis in AWS Elastic Beanstalk

Introduction AWS Elastic Beanstalk simplifies the process of deploying and scaling web applications. You upload your code, and Elastic Beanstalk handles capacity provisioning, load balancing, auto scaling, and application health monitoring. Elastic Beanstalk now offers AI Analysis to help troubleshoot environment health issues. When you request an analysis, Elastic Beanstalk triggers a script on the […]

Building a Robust Documentation Agent with DigitalOcean Gradient AI Platform

At DigitalOcean, documentation has always been a priority. Developers come to our docs to get unstuck, and the faster they find what they need, the better. Traditional docs pages work, but they require users to know which page to visit, scan for the relevant section, and map generic instructions to their specific setup. That process takes minutes (or longer) when it could take seconds. So we built an AI documentation assistant. Ask a question in plain language, get an answer with working links a

AWS Weekly Roundup: Claude Mythos Preview in Amazon Bedrock, AWS Agent Registry, and more (April 13, 2026)

In my last Week in Review post, I mentioned how much time I’ve been spending on AI-Driven Development Lifecycle (AI-DLC) workshops with customers this year. A common theme in those sessions is the need for better cost visibility. Teams are moving fast with AI, but as they go from experimenting to full production, finance and […]

Copy-to-Prompt instructions now available for Flags

The feature flags details page now includes copy-to-prompt instructions in the instructions pane. You or your agent can install the Flags SDK, link the project using the , and add the required flag definitions to the code base.Vercel CLI Teams that prefer manual configuration can still copy the exact flag definitions directly from the instructions pane. Learn more about .Vercel Flags Read more

Mastering Dynamic Components, HTTP Resources, and AI Writing Assistants ️