AWS Certified Generative AI Developer - Professional (AIP-C01) Audio Study Guide & Podcasts

Andrew and Ava tackle prompt engineering templates and smart chunking with provenance—how to control outputs, avoid noisy retrieval, and survive AIP-C01 exam traps without writing a 6-page prompt manifesto.

Andrew and Ava dissect why your “LLM is hallucinating” is usually a retrieval bug, and why passing automated evals doesn’t mean your model is safe—or shippable.

Andrew and Ava tackle the unglamorous reality of GenAI ops: token windows, TPM/RPM quotas, and observability that measures more than vibes. Includes exam traps, real-world gotchas, and a tiny bit of emotional damage.

Andrew drags Ava through the exam traps of vector store reindexing and agent routers: why embeddings + chunking can silently ruin retrieval, and how routing, state, and validation are different jobs you’ll get tested on.

Andrew and Ava tackle Bedrock Guardrails and prompt injection defenses for AWS AIP-C01—what they actually do, what they don’t, and how the exam tries to trick you when you’re tired and overconfident.