Blog Posts | Joshua Berkowitz

48 Articles

2025 × AI agents ×

Taming AI Agent Sprawl: MuleSoft Agent Fabric Unifies Enterprise Automation

As businesses accelerate AI adoption, many are discovering a new problem: a surge of disconnected AI agents scattered across teams, platforms, and vendors. This "agent sprawl" creates fragmented workf...

AI agents compliance digital workforce enterprise automation governance MuleSoft orchestration Salesforce

Sep 26, 2025

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Turning Agents Into Sharable Software: Inside Docker’s cagent

A small utility that feels like a platform: Docker's cagent turns AI agents into sharable, runnable software. Teams often build a clever assistant or a small cluster of cooperating agents. Then real-w...

AI agents Docker Go MCP Open Source Reproducibility

Sep 23, 2025

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Github Repos

Paper2Agent: Transforming Research Papers into Interactive AI Agents

Research papers are traditionally require readers and reviewers to interpret code, methods, and results independently. Paper2Agent aims to transform published research into interactive AI agents allow...

AgentScope AI agents AutoGen Azure AI Agents Claude Code Code2MCP computational biology LangGraph MCP NotebookLM OpenAI Assistants OpenDevin open source reproducibility Stanford tutorial extraction

Sep 21, 2025

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Github Repos

Microsoft Discovery Is R&D Powered by Agentic AI

Microsoft Discovery is a revolutionary platform designed to embed agentic AI directly into the R&D process. Announced at Microsoft Build 2025, this enterprise-ready solution is set to redefine innovat...

AI agents Azure computational science enterprise AI Microsoft Discovery R&D innovation scientific collaboration scientific research

Sep 21, 2025

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Antrhopic's Unlocking Agent Potential by Crafting Effective Tools for AI Agents

AI agents are transforming the way we solve real-world problems, but their capabilities depend heavily on the quality of the tools they use. Anthropic's insights underscore that developing, evaluating...

agent evaluation AI agents AI development LLM prototyping token efficiency tool design

Sep 18, 2025

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Smolagents: Code-first, Multi-step AI agents

smolagents is Hugging Face 's small, intentionally minimal Python library for building agentic systems that think in code. It gives you a multi-step loop, tools, and models without a forest of abstrac...

AI agents CodeAgent Hugging Face MCP Open Source smolagents

Sep 12, 2025

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Github Repos

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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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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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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IBM’s AgentOps Brings Observability to AI Agents

AI agents are transforming industries by automating complex workflows and tackling tasks that once required human expertise. With generative AI, these agents are more autonomous than ever, independent...

AgentOps AI agents automation enterprise AI IBM Research observability OpenTelemetry

Aug 27, 2025

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