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A detailed guide on using Pydantic AI and Pydantic Evals to ensure structured outputs from LLMs, covering shape validation, content correctness, and open-ended judgement.
OpenAI's GPT-5.6 models (Sol, Terra, Luna) are now generally available on Amazon Bedrock, offering three tiers of intelligence from flagship reasoning to fast inference.
A recommendation of a phenomenal read from a former AWS Bedrock AI engineer, containing learnings on how to view AI engineering.
An AWS user faces a $30,000 bill from a runaway Claude instance on Bedrock, exposing failures in cost anomaly detection. The article also covers AI agent deployment risks, security concerns, and industry cost pressures.
A working reference implementation of context engineering — a discipline for designing, retrieving, and injecting organizational context into AI systems to produce accurate, domain-specific outputs. The repo demonstrates five components (corpus, retrieval, injection, output, enforcement) running against Amazon Bedrock with Claude.
OpenAI and Amazon announce a major multi-year strategic partnership including a $50 billion investment from Amazon, exclusive cloud distribution of OpenAI Frontier on AWS, and co-development of a Stateful Runtime Environment for enterprise AI applications.