AI agents that generate code and orchestrate workflows are becoming production infrastructure, but their non-deterministic outputs create measurement, compliance, and regression challenges. Benchmark …
An engineer who writes backend systems shipped an SDK for a microcontroller without ever compiling it on the target chip's compiler. The code was tested only on a host compiler, and when built in the …
A developer tested AWS Blocks, a new public preview from AWS, on a production Amplify Gen2 project with 40+ models. They found Blocks is additive, not a migration, and allows local DynamoDB developmen…
Architecture of the AWS Briefing Agent, a personalized assistant built on Amazon Bedrock that uses Retrieval-Augmented Generation (RAG) to answer natural language queries about AWS releases. The syste…