Architecture from evidence
Lambda streaming, Fargate, Step Functions, or SQS chosen from your agent's recorded shape and your IaC dialect. Never a default.
Premium skill
Runtime architecture from your agent's shape and your IaC, streaming that survives the gateway and CDN layers, durable checkpointed workflows, and IAM-aware providers. Verified against the deployed URL, never a local emulator.
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Lambda streaming, Fargate, Step Functions, or SQS chosen from your agent's recorded shape and your IaC dialect. Never a default.
A front-door matrix that routes around buffering, and a layer-by-layer diagnosis tree for streams that die deployed.
Idempotent checkpointed steps, human approvals that park without compute, and a provable resume after failure.
IAM roles on deployed compute, per-region model access verified at run time, and secrets referenced, never committed.
The completion gate is a timing-verified stream from the deployed URL, plus smoke checks that compose with Build AI SDK Agent Evals conventions.
A useChat app that streams on Vercel today and needs to stream behind AWS front doors tomorrow.
A stream that works locally but arrives all at once, or dies around 30 seconds, in production.
An agent loop that outgrows the Lambda ceiling and needs checkpoints, approvals, and resume.
An enterprise mandate to adopt Bedrock, with latency and cost measured instead of asserted.
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Lifecycle skills and UI craft skills