Blog Posts | Joshua Berkowitz

108 Articles

AI agents ×

Architecting the Next Generation of Real-Time Streaming AI Agents

Traditional request-response models have long shaped how AI agents interact. However, as user expectations evolve, these turn-based exchanges reveal significant drawbacks. Real-time, multimodal experi...

ADK AI agents architecture concurrency developer tools multi-agent real-time streaming

Oct 31, 2025

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OpenEnv: Fueling the Future of Agentic AI with Open, Standardized Environments

AI agents are getting smarter, but their ability to interact with the world safely and effectively hinges on more than just powerful models. They require environments purpose-built for safety , flexib...

agentic systems AI agents environments Hugging Face Meta open source reinforcement learning standardization

Oct 28, 2025

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Streamlining AI Agent Workflows: How Docker’s MCP Toolkit and Gateway Transform Integration

Docker’s MCP Toolkit and Gateway are packaging AI services as containers and exposing them through a consolidated gateway providing an easy and secure way to connect your AI agents to diverse tools. T...

AI agents Container security DevOps Docker Docker Compose MCP Gateway MCP Toolkit OAuth

Oct 27, 2025

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Coinbase’s Payments MCP is Pushing AI Agents Further Into Crypto

Do you think a future where smart software agents manage digital assets, execute trades, and handle payments, all without constant human oversight is a good idea? Coinbase appears to think so with the...

AI agents automation blockchain Coinbase crypto wallets decentralized finance fintech Payments MCP

Oct 27, 2025

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From Record-Keeping to Real Results: How Agentic Applications Are Changing Businesses

Enterprises are experiencing a fundamental shift as artificial intelligence and intelligent agents transform business software from simple data repositories into proactive engines for growth. Instead ...

agentic applications AI agents business automation Copilot CRM data platform Dynamics 365 ERP

Oct 25, 2025

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Toucan Dataset: Transforming AI Agents Into Digital Doers

Toucan, a groundbreaking open-source dataset from IBM and the University of Washington is crafted to propel tool-calling capabilities in large language models (LLMs) to new heights. For AI to move bey...

AI agents API integration benchmarking large language models machine learning open source tool-calling Toucan dataset

Oct 25, 2025

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How AI Agents Are Revolutionizing Contextual Content Placement in Advertising

Digital advertising is evolving rapidly, and the days of simple keyword-based ad placement are over. Advertisers now seek more sophisticated methods to ensure their messages reach the right audience a...

adtech AI agents content placement contextual advertising Databricks LLM MLflow vector search

Oct 23, 2025

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LangChain and LangGraph 1.0: Powering the Next Generation of AI Agents

AI agent development just got a major upgrade. With the release of LangChain and LangGraph 1.0, developers now have access to more stable, flexible, and high-performance frameworks. These releases are...

agent frameworks AI agents LangChain LangGraph LLM integration middleware open source

Oct 23, 2025

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Databricks Slashes Costs for Domain-Specific AI Agent Evaluation

As generative AI agents become more sophisticated, maintaining high-quality evaluation is critical but costs can spiral quickly with traditional approaches. Databricks is changing the game by introduc...

AI agents AI evaluation Databricks enterprise AI MLflow open source token pricing

Oct 22, 2025

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Anthropic's Claude Code is Transforming Secure Code Execution with Sandboxing

Software teams today need to move fast without compromising on security especially when leveraging AI coding assistants like Claude Code that interact deeply with sensitive codebases. Anthropic’s new ...

AI agents Claude Code developer tools filesystem isolation network isolation sandboxing secure execution

Oct 22, 2025

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How Snowflake’s Managed MCP Servers Are Shaping the Future of Secure AI Agents

Deploying AI agents that access enterprise data securely without endless integration headaches is now a reality thanks to Snowflake’s managed Model Context Protocol (MCP) servers. Now in public previe...

agentic architecture AI agents Cortex data governance enterprise AI MCP servers secure data Snowflake

Oct 21, 2025

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Turning Papers Into Agents: Inside Paper2Agent’s MCP-Native Workflow

Paper2Agent proposes a bold shift in how scientific results move from publication to practice, by converting a research paper and its public code into a conversational AI agent that can run the paper’...

AI agents Genomics MCP Paper2Agent Reproducibility Single-Cell

Oct 19, 2025

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