Blog Posts | Joshua Berkowitz

67 Articles

github × AI agents ×

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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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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Papers

Conversational Cloud Management: How the Azure MCP Server is Transforming Natural Language Control

Azure MCP Server enables AI agents and clients to control Azure services through conversational commands, helping developers design and debug faster and more effectively. This development is set to re...

AI agents Azure Azure CLI Cloud automation MCP Server Model Context Protocol Natural language

Oct 15, 2025

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Microsoft Agent Framework: Empowering the Next Generation of Agentic AI Apps

AI agents have advanced far beyond basic chatbots, they now act as autonomous entities capable of reasoning, API integration, real-time collaboration, and dynamic adaptation. As organizations demand m...

agent orchestration AI agents AutoGen enterprise AI Microsoft multi-agent systems open source Semantic Kernel

Oct 14, 2025

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Agent Lightning: Decoupled RL Training for Any AI Agent

Agent Lightning is a Microsoft Research project that turns existing agents into trainable systems with minimal code changes. Instead of rewriting your agent to fit a trainer loop, you attach a lightwe...

AI agents AutoGen DPO LangGraph OpenAI Agents reinforcement learning RLHF VERL vLLM

Oct 8, 2025

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Github Repos

Envoy AI Gateway Ushers in a New Era with MCP Integration

AI workloads are evolving fast, and Envoy AI Gateway’s integration of the Model Context Protocol (MCP) is a major leap for organizations leveraging modern, production-scale AI systems. Jointly develop...

AI agents Envoy Gateway gateway security Kubernetes MCP OAuth open standards tool routing

Oct 6, 2025

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ROMA: The Backbone for Open-Source Meta-Agents

ROMA, short for Recursive Open Meta-Agents , is an open-source meta-agent framework from Sentient that turns long, messy goals into clear, solvable task trees. It gives developers a repeatable way to ...

AI agents E2B Firecrawl GRID Kimi Researcher meta-agent open source recursive planning Sentient SimpleQA

Sep 30, 2025

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Github Repos

Claude Agent SDK Revolutionizes Automation for Developers

The Claude Agent SDK empowers developers to create context-aware agents that automate complex technical and non-technical workflows seamlessly. While the SDK was initially the backbone of Claude Code,...

agent best practices AI agents automation Claude Agent SDK code generation context management MCP integrations

Sep 30, 2025

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Cloudflare's Code Mode Improves AI Agent Tool Integration

Cloudflare's innovative Code Mode feature is transforming how AI agents interact with external tools. By leveraging the strengths of large language models (LLMs) in code generation, Code Mode enables ...

AI agents API security Cloudflare Cloudflare Workers MCP sandboxing TypeScript

Sep 29, 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

Docker's Cagent Makes Building and Sharing AI Agents Effortless

Docker’s open-source project, Cagent , lets users define AI agent behaviors, tools, and personas in a single YAML file. By removing the pain of dependency management and code complexity, Cagent shifts...

AI agents developer tools Docker MCP toolkit no-code open source workflow automation YAML

Sep 22, 2025

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