Blog Posts | Joshua Berkowitz

27 Articles

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Mastering Multi-Agent Patterns with Google's ADK: A Guide for Scalable AI Systems

Today's AI applications demand flexibility, reliability, and scale,qualities not easily achieved by packing every responsibility into a single agent. Centralized designs often lead to bottlenecks and ...

ADK AI agents design patterns human-in-the-loop multi-agent systems software architecture state management workflow automation

Dec 19, 2025

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Unlock Vendor Independence in AI with Docker cagent and GitHub Models

The speed of innovation in AI is staggering, but many teams are finding themselves trapped by vendor-specific solutions. With Docker's open-source cagent and the flexibility of GitHub Models , you can...

agent orchestration AI agents cagent Docker GitHub Models MCP multi-agent systems vendor independence

Dec 11, 2025

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The Rise of Agency: The Secret Weapon Transforming AI Success

The artificial intelligence landscape is undergoing a fundamental transformation. While headlines often focus on generative AI's ability to produce text, images, and code, the real differentiator amon...

agency Agentex agentic AI AgentOps AI agents AI governance automation enterprise AI multi-agent systems Scale AI

Dec 9, 2025

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How the Open Agentic Web Stack Is Transforming Enterprise AI

Imagine a workplace where autonomous AI agents seamlessly make decisions, collaborate across organizations, and drive business outcomes—all with minimal human intervention. This vision is quickly beco...

agentic web AI agents Azure AI Foundry enterprise AI governance multi-agent systems open standards

Dec 6, 2025

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Why Context Engineering Is Key for Scalable Multi-Agent AI Systems

As AI agents advance from simple chatbots to autonomous systems handling complex, long-running tasks, organizations encounter a major hurdle: managing context efficiently. Relying on ever-larger conte...

ADK AI agents context engineering information management multi-agent systems production frameworks system architecture

Dec 6, 2025

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SciAgent: Gold Medal Performance Through Hierarchical Multi-Agent Scientific Reasoning

Researchers from Zhongguancun Academy, Peking University, Tencent AI Lab, and collaborating institutions have developed SciAgent, a hierarchical multi-agent system that achieves gold medal performance...

artificial intelligence hierarchical architecture mathematics multi-agent systems olympiad competitions physics ReAct framework scientific reasoning

Nov 16, 2025

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Unleashing AI Potential: Building Advanced Agents in Go with Google's Agent Development Kit

Google’s expansion of its Agent Development Kit (ADK) to Go is a game-changer for developers seeking to create sophisticated AI agents with maximum flexibility. By supporting one of the industry’s mos...

A2A protocol Agent Development Kit AI agents cloud integration Go language multi-agent systems open source

Nov 12, 2025

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Rapid and Automated Alloy Design with Graph Neural Network-Powered Large Language Model-Driven Multi-Agent AI

The search for new materials with enhanced mechanical properties has previously been constrained by the sheer complexity of the compositional design space. Multi-principal element alloys offer excepti...

alloy design artificial intelligence computational materials dislocation dynamics graph neural networks machine learning materials science multi-agent systems

Nov 10, 2025

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Gemini API Structured Outputs: Boosting Reliability for AI Developers

Working with AI systems means juggling diverse data formats and integrating multiple tools. With Google’s latest improvements to the Gemini API’s Structured Outputs, developers gain a new level of con...

AI development API enhancements data validation developer tools Gemini API JSON Schema multi-agent systems Structured Outputs

Nov 6, 2025

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How Edmunds Built an AI-Powered Digital Mind with Databricks Lakehouse

We are now moving beyond traditional, passive data storage to create a dynamic, intelligent engine that drives real-time insight and innovation. Edmunds has achieved this by transforming their data la...

AI ecosystem automation automotive industry Databricks data governance data lakehouse knowledge management multi-agent systems

Oct 21, 2025

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Microsoft Agent Framework: Empowering the Next Generation of Agentic AI Apps

AI agents have advanced far beyond basic chatbots, they now act as autonomous entities capable of reasoning, API integration, real-time collaboration, and dynamic adaptation. As organizations demand m...

agent orchestration AI agents AutoGen enterprise AI Microsoft multi-agent systems open source Semantic Kernel

Oct 14, 2025

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How Azure Agentic AI Is Transforming Enterprise Automation

No longer limited to simply answering questions, agentic AI is now capable of reasoning, taking action, and collaborating with both humans and other systems. This evolution is driving a new era in ent...

agentic AI AI security Azure AI Foundry design patterns enterprise automation multi-agent systems workflow orchestration

Oct 3, 2025

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