edjgeek
developer · speaker · tinkerer
Latest Posts
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From 9 Tiles to 900: Scaling Computer Vision Pipelines
Computer vision pipelines are scale problems disguised as orchestration problems. You can solve both with a single function.
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Deploy FastAPI to AWS in 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.
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200,000 MCP Servers Are Exposed. Here's Why Serverless Is Safer.
MCP's most popular transport has no authentication. AWS serverless removes the conditions that make that dangerous.
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Cold Starts Are 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.
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Lambda Managed Instances: A Working Demo and the Math Behind It
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.
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My Brother Doesn't Code. Now He Ships Features.
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.