Developer, Speaker, Tinkerer — serverless, AI agents, and whatever else is on my mind.https://edjgeek.com/https://edjgeek.com/blog/building-ephemeral-gameservers-on-microvms/https://edjgeek.com/blog/building-ephemeral-gameservers-on-microvms/A step-by-step guide to building a multiplayer game where each room runs in its own MicroVM, deployed through the Lambda MicroVMs API, suspended when idle, resumed in under a second.Thu, 13 Aug 2026 00:00:00 GMThttps://edjgeek.com/blog/baking-fast-microvm/https://edjgeek.com/blog/baking-fast-microvm/A fresh MicroVM took ~26 seconds from run-hook to a mounted home directory. Getting it to a few seconds taught me that on snapshot-booted compute, cold start is mostly first-touch disk I/O, and the platform's /validate hook is the fix.Tue, 14 Jul 2026 00:00:00 GMThttps://edjgeek.com/blog/claude-code-sandbox-for-ipad/https://edjgeek.com/blog/claude-code-sandbox-for-ipad/A walkthrough of building a browser-based Claude Code shell that runs in an AWS Lambda MicroVM with a persistent S3 Files home. Signed in with Cognito, deployed with SAM.Tue, 14 Jul 2026 00:00:00 GMThttps://edjgeek.com/blog/9-tiles-to-900-cv-pipelines/https://edjgeek.com/blog/9-tiles-to-900-cv-pipelines/Computer vision pipelines are scale problems disguised as orchestration problems. You can solve both with a single function.Thu, 04 Jun 2026 00:00:00 GMThttps://edjgeek.com/blog/deploy-fastapi-aws-60-seconds/https://edjgeek.com/blog/deploy-fastapi-aws-60-seconds/Deploy a standard FastAPI app to AWS Lambda serverlessly in two commands using Lambda Web Adapter. No Docker. No handler code. No code changes.Wed, 03 Jun 2026 00:00:00 GMThttps://edjgeek.com/blog/mcp-serverless-security/https://edjgeek.com/blog/mcp-serverless-security/MCP's most popular transport has no authentication. AWS serverless removes the conditions that make that dangerous.Mon, 27 Apr 2026 00:00:00 GMThttps://edjgeek.com/blog/lambda-cold-starts-dead/https://edjgeek.com/blog/lambda-cold-starts-dead/Lambda cold starts in 2026 are 200-400ms for Python, sub-100ms for Go and Rust, and 90-140ms for Java with SnapStart. The data says the argument is over.Thu, 23 Apr 2026 00:00:00 GMThttps://edjgeek.com/blog/lambda-managed-instances/https://edjgeek.com/blog/lambda-managed-instances/Lambda Managed Instances let multiple invocations share the same CPU while waiting on network calls. Here's a working demo, the cost math, and when LMI actually saves you money.Mon, 20 Apr 2026 00:00:00 GMThttps://edjgeek.com/blog/pipelayer-agent/https://edjgeek.com/blog/pipelayer-agent/How I built a Telegram bot with Amazon Bedrock AgentCore and Claude that lets a non-developer iterate on a production PWA using plain English.Sat, 11 Apr 2026 00:00:00 GMThttps://edjgeek.com/blog/s3-files-lambda-agents/https://edjgeek.com/blog/s3-files-lambda-agents/S3 Files mounts your S3 bucket as a local file system in Lambda. I built AI code review agents that share a workspace through it, orchestrated by a durable function.Fri, 10 Apr 2026 00:00:00 GMThttps://edjgeek.com/blog/hello-world/https://edjgeek.com/blog/hello-world/A little about me, what I work on, and what you'll find on this blog.Wed, 01 Apr 2026 00:00:00 GMT