Developer & Engineering Blogs
Deep-dives, architecture logs, and research publications directly from leading AI labs and engineering hubs.
Agentic Data Operations Platform (ADOP): Data engineering into hours
The Agentic Data Operations Platform (ADOP) is a reference architecture on Amazon Bedrock that uses specialized AI agent to automate the full...
Govern AI agent tool access with Amazon Bedrock AgentCore Gateway
Give your AI agent governed, auditable access to enterprise tools without consolidating infrastructure. This post walks through a four-scope maturity model...
Accelerating aircraft IFEC diagnostics with agentic AI on AWS
Panasonic Avionics worked with AWS and the AWS Generative AI Innovation Center to build an agentic AI system on Amazon Bedrock, Amazon SageMaker, and AWS...
Beyond Memory Majority: Latent-Source Reasoning for Multi-Agent Memory Arbitration
Long-term multi-agent system continuously accumulate the memories produced by different agents. Existing memory methods typically treat retrieved memories...
Rethinking the Evaluation and Optimization of LLM-Based Social Simulation
LLM-based social simulation is a promising complement to traditional methods such as surveys and behavioral experiments. A core question is how to evaluate...
Frequency-Aware Continual Learning for Smart Contract Vulnerability Detection with Large Language Models
Smart contract vulnerability detection with Large Language Models (LLM) faces three causally linked challenges. First, new vulnerability categories demand...
Learning Hierarchical Skill Policies with Offline Quality-Diversity Reinforcement Learning
Recent studies investigate how to leverage pre-collected dataset to improve the policy performance and sample efficiency of RL. One promising approach to...
Enforcing LLM Safety through DMD-based Classification of Prompt-Response Embedding Dynamics
Large Language Models (LLM) are increasingly deployed in high-stakes applications, yet their tendency to generate toxic, harmful, or policy-violating...
Air Traffic Control Using Large Language Models: Prompt Engineering, Architecture, and Evaluation
Air traffic control (ATC) communication is a safety-critical dialogue that remains largely human-driven even as other parts of air traffic management have...
Active Inference as Context Acquisition for AI Agents
Interactive AI agent must acquire the right context as efficiently as possible. When a user omits a constraint, preference, file, or task variable, an agent...
Introducing cross-Region inference for OpenAI GPT-5.6 models on Amazon Bedrock
Amazon Bedrock now offers OpenAI GPT-5.6 models (Sol, Terra, and Luna) in more than 25 AWS Regions with cross-Region inference. Learn how US geographic and...
Scaling agentic AI: Enterprise patterns without vendor lock-in
Scaling agentic AI across an enterprise requires patterns that preserve flexibility while avoiding vendor lock-in. In this second post of our multi-agent...
Scaling cloud migrations with agentic AI on Amazon Bedrock AgentCore
Learn how AWS Professional Services uses a multi-agent framework built on Amazon Bedrock AgentCore to automate enterprise cloud migrations end to end...
AWS vector solutions: Build agentic AI where your data lives
AWS offers a broad portfolio of vector search built directly into the databases and storage services you already use, with no standalone vector database or...
Introducing AI Futures
Introducing AI Futures, a new OpenAI blog exploring how transformative AI could reshape power, governance, the economy, and individual freedom.