Blog Posts | Joshua Berkowitz

12 Articles

2025 × AI Agents ×

Agent Skills for Context Engineering: The Open Playbook for Building Production-Grade AI Agents

If you have been building AI agents lately, you have probably hit a familiar wall. Your agent works flawlessly for simple tasks, but when complexity grows, so does the chaos. Context windows overflow,...

AI Agents Claude Context Engineering LLM Machine Learning Multi-Agent Systems Open Source Prompt Engineering

Jan 23, 2026

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Github Repos

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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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

0 25212

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

0 3256

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

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 69201

Github Repos

ElizaOS: A Full-Stack, Model-Agnostic Framework For Multi-Agent Applications

Eliza is a production-grade TypeScript framework architected for building, deploying, and orchestrating autonomous AI agents that think, remember, and act across multiple platforms. At its heart lies ...

AI Agents CLI Database Open Source Plugin Architecture Production TypeScript Web UI

Sep 16, 2025

0 6006

Github Repos

Youtu-agent: Democratizing AI Agent Development with Open-Source Excellence

The ability to create autonomous agents that can reason, plan, and execute complex tasks has become a holy grail for developers and researchers alike. Youtu-agent is Tencent's groundbreaking framework...

Agent Framework AI Agents Automation Benchmark DeepSeek Open Source Python Tencent Toolkits YAML

Sep 11, 2025

0 8723

Github Repos

Agent Client Protocol: Making Agentic Editing Portable

The Agent Client Protocol (ACP) is an open effort by Zed Industries to standardize how code editors talk to AI coding agents. If the Language Server Protocol decoupled languages from editors, ACP aims...

ACP AI Agents Code Editors JSON-RPC MCP Open Source Rust TypeScript

Aug 31, 2025

0 65142

Github Repos

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