Blog Posts | Joshua Berkowitz

106 Articles

AI agents ×

UI-TARS-2: Scaling GUI-Centered Agents With Multi-Turn RL

Modern AI agents are learning to use computers like humans do. They can navigate websites, manage files, and even play games by controlling desktop and mobile interfaces directly. This paper introduce...

AI agents Benchmarking Data Flywheel GUI Parameter Interpolation Reinforcement Learning

Sep 9, 2025

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Papers

Context Engineering: How to Build High‑Signal AI Agents

Context Engineering: How to Build High‑Signal AI Agents Context is the new battleground for AI agents. While the focus had been on prompts and models, the real difference between demos and production ...

AI agents coding agents compaction context engineering MCP RAG subagents tool design

Sep 8, 2025

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News

Isotopes AI Powers Data Access for Business Users

What if anyone in your organization could ask a tough business question and instantly receive detailed, actionable answers with no technical skills required? This vision is at the heart of Isotopes AI...

AI agents big data data analytics data privacy enterprise software machine learning startups

Sep 8, 2025

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AI Agents Are Upending SEO Audits

AI agents are transforming the way digital marketers and website owners approach SEO audits, offering speed, accuracy, and insights that traditional methods often miss. While the shift from search res...

AI agents automation digital marketing machine learning SEO technical SEO website audits

Sep 5, 2025

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Why Dynamic Knowledge Is Essential for Smarter AI Agents

Relying on outdated information can lead anyone astray and AI agents are no different. In today’s rapidly changing tech landscape, static data leaves AI vulnerable to inaccuracy and irrelevance. To re...

agentic RAG AI agents dynamic knowledge enterprise AI generative AI NVIDIA tools query engines RAG

Sep 5, 2025

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Three Common Misconceptions About Docker MCP and How to Avoid Them

Many developers believe they have a firm grasp on Docker's Model Context Protocol (MCP), but common misunderstandings can undermine AI system reliability and agent design. Let’s break down the most fr...

AI agents APIs developer best practices Docker LLM tools MCP observability software architecture

Sep 3, 2025

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News

ScreenEnv: Desktop Automation and AI Agent Development

Building robust AI agents that interact with desktop applications has always been challenging. Virtual machines are cumbersome, and traditional automation scripts often break with the slightest system...

AI agents desktop automation Docker GUI automation Hugging Face open source Python

Sep 3, 2025

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GitLab Duo Agent Platform Is Ushering in a New Era of DevSecOps Automation

GitLab has introduced the public beta of the GitLab Duo Agent Platform , a state-of-the-art DevSecOps orchestration solution designed for seamless human-AI collaboration by providing a development env...

agent orchestration AI agents automation DevSecOps GitLab IDE integration software development workflows

Sep 3, 2025

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LangChain and LangGraph Enter v1.0 Alpha: A New Era for Agentic AI Development

The AI community has reason to be excited as LangChain and LangGraph achieve their 1.0 alpha milestone in both Python and JavaScript. These open-source platforms are redefining how developers build ad...

agent orchestration AI agents developer tools JavaScript LangChain LangGraph open source Python

Sep 3, 2025

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AgentOps Observability for Autonomous AI Agents

As organizations race to unlock the promise of AI agents for complex automation, a crucial question emerges: How can we be sure these autonomous systems are behaving as intended? While the potential f...

AgentOps AI agents AI analytics automation enterprise AI IBM Research observability OpenTelemetry

Aug 30, 2025

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Anthropic Unveils 1 Million Token Context Window: Redefining AI’s Capacity

AI development is evolving rapidly, and Anthropic’s latest breakthrough puts unprecedented power in developers’ hands. With the introduction of a 1 million token context window in Claude Sonnet 4, ana...

AI agents AI models API pricing Claude Sonnet 4 code analysis context window document synthesis large language models

Aug 29, 2025

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AssetOpsBench Sets New Standards for AI in Industrial Asset Management

Industrial asset management is undergoing a transformation as artificial intelligence agents are poised to take on complex tasks, from predictive maintenance to troubleshooting intricate machinery. At...

AI agents asset management benchmarking failure analysis industrial automation LLM evaluation multi-agent systems open source

Aug 29, 2025

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