Blog Posts | Joshua Berkowitz

48 Articles

2025 × AI agents ×

Solving Tool Overload in AI Agents with Semantic Selection

Modern AI agents are integrating with rapidly expanding tool catalogs, sometimes numbering in the hundreds or thousands. This growth, while promising, introduces a substantial challenge: how can agent...

AI agents cost efficiency LLM performance open-source models scalability semantic selection tool routing

Nov 7, 2025

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News

MCP Turns One: Join the Global Hackathon Shaping the Future of Agentic AI

As the Model Context Protocol (MCP) celebrates its first anniversary, the community is gearing up for a landmark event, a worldwide hackathon hosted by Anthropic and Gradio. What began as an experimen...

AI agents API credits community Gradio hackathon innovation MCP prizes

Nov 5, 2025

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From Record-Keeping to Real Results: How Agentic Applications Are Changing Businesses

Enterprises are experiencing a fundamental shift as artificial intelligence and intelligent agents transform business software from simple data repositories into proactive engines for growth. Instead ...

agentic applications AI agents business automation Copilot CRM data platform Dynamics 365 ERP

Oct 25, 2025

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News

Toucan Dataset: Transforming AI Agents Into Digital Doers

Toucan, a groundbreaking open-source dataset from IBM and the University of Washington is crafted to propel tool-calling capabilities in large language models (LLMs) to new heights. For AI to move bey...

AI agents API integration benchmarking large language models machine learning open source tool-calling Toucan dataset

Oct 25, 2025

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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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News

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

Amazon Bedrock AgentCore Is Bringing AI Agents to the Enterprise

AI agents have long held the promise of revolutionizing business operations, but moving them from experimental pilots to secure, enterprise-ready applications has proven difficult. Today, Amazon Be...

AgentCore AI agents automation AWS cloud computing enterprise AI scalability security

Oct 15, 2025

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Google Launches Gemini Enterprise to Drive AI Agent Adoption at Work

Google is ramping up its commitment to artificial intelligence in the workplace with new Gemini Enterprise and Gemini Business subscriptions. These offerings are crafted to empower a broader range of ...

AI agents cloud computing enterprise software Google security subscription services workplace automation

Oct 13, 2025

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Gemini

Anthropic Shows us How to Master Context Engineering to Build Smarter AI Agents

AI agents have become increasingly sophisticated, shifting the focus from simple prompt engineering to the broader, more nuanced discipline of context engineering . The central challenge now lies in m...

agentic design AI agents compaction context engineering LLMs memory management prompt engineering tools

Oct 13, 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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News

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

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