Blog Posts | Joshua Berkowitz

39 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

0 4004

Github Repos

Postman’s Model Context Protocol Support Supercharges AI Agent Development

AI developers now have a powerful new tool in their arsenal: Postman's full integration of the Model Context Protocol (MCP). This advancement makes it easier than ever to design, debug, and deploy sop...

AI agents AI development API integration LLM MCP Postman Product update Tool Builder

Dec 9, 2025

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Unlocking the Power of Deep Agents: The Future of Autonomous AI

AI technology is evolving rapidly, and the emergence of deep agents marks a transformative moment. Unlike their shallow predecessors, deep agents are designed to plan, manage, and execute complex task...

AI agents autonomous AI deep agents file system LLM planning tools prompt engineering sub agents

Dec 6, 2025

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How Align Evals Is Updating LLM Evaluator Alignment

Ensuring large language model (LLM) applications truly meet user needs is challenging. Automated evaluation tools often miss the mark, producing scores that don't always align with real human judgment...

AI evaluation alignment developer tools evaluation LangChain LLM product update prompt engineering

Dec 6, 2025

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Wayfinding AI: Transforming Health Conversations Through Context-Seeking

Online health information seeking has become ubiquitous, with 58.5% of US adults using the internet for health and medical questions . However, this widespread access comes with significant chall...

AI Context-Seeking Conversational AI Google Research Health LLM Medical AI User Experience

Nov 16, 2025

0 1287

Papers

DeepAnalyze-8B: The First Agentic LLM for Autonomous Data Science

In October 2025, the Database & Intelligent Information Retrieval Laboratory (DBIIR) at Renmin University of China released DeepAnalyze-8B , marking a significant milestone in the evolution of artific...

Agentic AI AI Autonomous AI Data Science LLM Machine Learning Open Source Python

Nov 13, 2025

0 3993

Github Repos

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

0 22099

Github Repos

How Deeply Do LLMs Internalize Scientific Literature And Citations?

A new study asks a deceptively simple question: when you ask a large language model to suggest references for a paper, does it think like a scientist? The Harvard and CLPS authors probe this by prompt...

Citations LLM Matthew Effect Science of Science

Nov 3, 2025

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Papers

SLED: Self Logits Evolution Decoding Boosts Factuality Without Retraining

Large language models deliver impressive results across many tasks, yet they still produce incorrect or ungrounded statements, often called hallucinations. A growing body of work explores how to reduc...

Decoding Factuality Inference-Time LLM SLED

Nov 3, 2025

0 2387

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

0 13893

Github Repos

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