1oFq 6JphuwR2l1zG6i8J5A

Ontology-Driven Observability: Building an End-to-End Knowledge Graph at Netflix Scale

Prasanna Vijayanathan, Renzo Sanchez-Silva When Jake Paul and Mike Tyson stepped into the ring in November 2024, we delivered the fight to roughly 65 million concurrent streams. On an ordinary day our infrastructure takes in more than 2 billion requests and handles upwards of 38 million real-time logging events every second. At that scale, the …

AgentCore Evaluation Journey

Building trust in AI agents: A production-ready evaluation framework with Amazon Bedrock AgentCore

The North Star Every organization racing to deploy AI agents faces the same reckoning: an agent that demos beautifully can quietly degrade in production, and by the time a human notices, the trust is already broken. Where traditional software fails loudly, agents fail softly. They return an answer that looks confident, reads fluently, and is …

Architecting autonomy: A design pattern for high-compute, governed agents in biotech

In production systems today, most AI agents operate as lightweight dispatchers. They parse a prompt, make an API call, retrieve a record, and hand back control. Their execution is fast, stateless and cheap. Biotechnology does not work this way.  Folding a protein target, screening a 50,000 compound ligand library, or evaluating structure-activity relationships (SAR) are …