engblogs

Orchestrates a distributed team of specialized AI agents—researcher, judge, and orchestrator—into scalable microservices deployed on Cloud Run, enabling seamless frontend integration via the ADK and A2A protocol.

Nova Forge SDK unifies end-to-end LLM customization for enterprises, enabling developers to prepare data, train models, and deploy Nova variants across Amazon Bedrock and Amazon SageMaker AI with guided workflows and scalable automation.

An end-to-end, Nova Forge SDK–driven guide to LLM customization—from data loading and supervised fine-tuning (SFT) to reinforcement fine-tuning (RFT), evaluation on a Stack Overflow classifier, and deployment on SageMaker AI Inference.

An end-to-end, LLM-driven pipeline that translates natural-language access policies into executable Rego (OPA policy-as-code), featuring policy detection, extraction, schema validation, linting, compilation and automated testing, demonstrated on the ACRE dataset with high compile and test pass rates to enable Zero Trust and auditable policy enforcement.

End-to-end guidance for migrating from Amazon Nova 1 to Nova 2 Lite on Amazon Bedrock, detailing feature upgrades, API changes, migration steps, and production-ready evaluation to maximize reasoning, tool use, and throughput.

How Bark.com and AWS engineered a scalable, AI-powered video generation pipeline using SageMaker, Bedrock, and multi-GPU inference to automate creative ideation, ensure brand consistency, and accelerate content production.

AI-powered, adaptive A/B testing on AWS using Amazon Bedrock and MCP to deliver real-time personalization with a serverless, scalable architecture.

A practical guide to production-ready AI agent evaluation with Strands Evals, showing how to define cases and experiments, deploy LLM-based evaluators, and validate online and offline, multi-turn agent behavior.

Machine Payments Protocol (MPP) is an open, Stripe-enabled standard that lets autonomous agents transact programmatically, enabling microtransactions, recurring payments, and agentic commerce across fiat and crypto.

An in-depth examination of the DarkSword iOS exploit chain, its six-stage delivery and final payloads (GHOSTKNIFE, GHOSTSABER, and GHOSTBLADE) deployed across UNC6748, PARS Defense, and UNC6353 in watering-hole campaigns and loader-based delivery.

Navigating competitive US-China relations to advance the energy transition and climate goals through diplomacy and strategic engagement.

Explores how Custom Regions extend Cloudflare's Regional Services to enable precise data localization with in-region TLS termination and L7 processing, while preserving global DDoS protection and data sovereignty.