Blog Posts | Joshua Berkowitz

16 Articles

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Docker cagent: The Open-Source Multi-Agent AI Runtime

In the rapidly evolving landscape of AI, building and deploying AI agents has often required navigating a maze of complex frameworks, managing multiple API integrations, and wrestling with configurati...

AI Agents Artificial Intelligence Developer Tools DevOps Docker Enterprise AI Go LLM Marketing Automation MCP Multi-Agent Systems Open Source

Dec 16, 2025

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Github Repos

Smolagents: Hugging Face's Minimalist Framework for Building Powerful AI Agents

Smolagents is Hugging Face's library that proves you can build sophisticated AI agents with just a few lines of code. The name says it all: this is a "smol" (small) library with an outsized impact on ...

AI Agents Code Agents Hugging Face LLM Machine Learning Multi-Agent Systems Open Source Python RAG

Dec 13, 2025

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Github Repos

Hugging Face Skills: Teaching AI Agents the Art of Machine Learning

There is something genuinely exciting happening at the intersection of coding agents and machine learning infrastructure. Hugging Face, the company that has become synonymous with democratizing AI, ha...

AI Agents Coding Agents Fine-Tuning Hugging Face LLM Machine Learning Open Source TRL

Dec 11, 2025

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Github Repos

How Do AI Agents Do Human Work? A Comprehensive Comparison of Human and Agent Workflows

AI agents are increasingly being developed to automate tasks traditionally performed by human workers, from software engineering to professional writing. As generative AI systems like OpenHands (Wang ...

AI Agents AI Evaluation Computer-Use Agents Future of Work Human-AI Collaboration Labor Economics OpenHands Task Automation TheAgentCompany Workflow Analysis

Nov 10, 2025

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Papers

Building the Future of AI Agents: Inside Google's Agent Development Kit

When Google released the Agent Development Kit in early 2025, they weren't just offering another framework for building AI applications. They were making a bold statement about the future of agentic A...

Agent Development Agent Orchestration AI Agents Gemini Google ADK LLM Machine Learning MCP Multi-Agent Systems OpenTelemetry Production AI Python Software Engineering Vertex AI

Nov 6, 2025

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Github Repos

Kimi CLI: Your Next Command-Line AI Agent from Moonshot AI

Anew player has emerged from China's Moonshot AI that promises to transform how we interact with our terminals. Kimi CLI is an open-source command-line agent designed specifically for software develop...

Agent Client Protocol AI Agents Command Line Developer Tools MCP Open Source Python

Nov 4, 2025

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Github Repos

CLIO: A Cognitive Loop for Self-Adaptive Reasoning in Science

Artificial intelligence is increasingly a collaborator in scientific inquiry, but most systems still separate the way models learn to reason from the way end users steer them. The paper "Cognitive Loo...

AI Agents Biology DRIFT Search Graph RAG HLE Medicine Reasoning

Nov 3, 2025

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Papers

LangChain: Building the Future of Context-Aware AI Applications

In October 2022, a team of engineers released LangChain , a Python framework designed to solve a fundamental challenge in the emerging world of Large Language Models. The question they tackled: how do...

Agent Framework AI Agents Framework LangChain LangGraph LangSmith LLM Machine Learning Open Source Python RAG

Oct 25, 2025

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Github Repos

AWS Updates: Claude Sonnet 4.5, Outposts Storage, ECS Managed Instances, and More

Each week, AWS continues to set the pace for cloud innovation, delivering new tools and integrations that empower both enterprises and individual developers. This week’s highlights showcase how AWS is...

AI Agents Amazon Bedrock AWS Cloud Computing Cloud Events DevOps ECS Outposts

Oct 7, 2025

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News

Gaia2 and ARE: The Next Generation of Agent Evaluation and Development

The field of AI agent development has reached a critical juncture where traditional evaluation methods fall short of capturing the complexity of real-world deployment scenarios. Meta's latest research...

Agent Orchestration AI Agents Benchmarking Evaluation Machine Learning Meta Research Multi-Agent Systems Research Platform Time-sensitive Computing

Oct 2, 2025

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Papers

Notion MCP Server: A Practical Bridge Between AI Agents and Your Workspace

Notion's open-source Notion MCP Server turns the company's popular productivity platform into a first-class tool provider for AI agents. It implements the Model Context Protocol (MCP), a common langua...

AI Agents Developer Tools LLM MCP Notion OpenAPI TypeScript

Sep 23, 2025

0 60984

Github Repos

Notion 3.0: How AI Agents Are Redefining Productivity

Productivity platforms have long promised to help us work smarter, but Notion 3.0 takes this idea to a new level. The latest update introduces an AI Agent designed not just to answer questions, but to...

AI Agents Automation Collaboration Notion Personalization Productivity Software Update

Sep 21, 2025

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