AWSBuild
What Happens When an AI Application Runs on AWS Lambda?
Lambda is attractive for spiky AI traffic, but timeouts, cold starts and response streaming change how you design the request path.
Practical AI engineering — how AI systems are designed, built, debugged and shipped. Guides, architecture, experiments and production lessons.
Every build in this room is a variation of this path.
Explore the room
Eight areas of practical AI engineering. Each one filters the builds below.
Latest builds
Experiments, engineering notes and production lessons. Filter by topic, or search above.
Build by problem
Start from what you're building. Each problem opens the builds that solve it, in reading order.
I want to… deploy AI on AWS2 builds
Lambda is attractive for spiky AI traffic, but timeouts, cold starts and response streaming change how you design the request path.
Token prices are the visible part of the bill. Retries, oversized context, evaluation runs and idle infrastructure are the parts that surprise teams.