Blog Posts | Joshua Berkowitz

11 Articles

github × Machine Learning ×

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

0 5511

Github Repos

Anthropic Skills: Teaching AI Agents How to Work Like Experts

Imagine onboarding a brilliant new colleague who already has vast general knowledge but lacks the specific procedures, templates, and organizational quirks unique to your work. You would not rewrite t...

Agent Skills AI Anthropic Claude LLM Machine Learning Open Source

Dec 19, 2025

0 5874

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

0 4367

Github Repos

Hugging Face Transformers: The Open-Source Backbone of Modern AI

Only a handful of open-source projects have achieved the transformative impact of Hugging Face Transformers. With over 154,000 GitHub stars, more than 3,500 contributors, and a staggering 398,000+ dep...

AI Deep Learning Hugging Face Machine Learning NLP Open Source Python Transformers

Dec 12, 2025

0 2640

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 9438

Github Repos

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

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Github Repos

Chronos Forecasting: Teaching Language Models to Speak the Language of Time

Time is one of the most fundamental dimensions in data analysis, yet predicting what comes next remains one of computing's most persistent challenges. Whether forecasting tomorrow's stock prices, next...

Amazon Science Deep Learning Forecasting Foundation Models Machine Learning Open Source PyTorch Time Series Transformers Zero-Shot Learning

Nov 6, 2025

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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 24354

Github Repos

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 15862

Github Repos

Microsoft Agent Framework: The Next Evolution in AI Agent Development

Microsoft has unveiled a powerful new tool that represents the next generation of AI agent development: the Microsoft Agent Framework . Born from the groundbreaking work of two pioneering projects, Se...

AI Automation Azure C# Enterprise Software Machine Learning Microsoft Multi-Agent Systems .NET OpenAI Open Source Python Workflows

Oct 22, 2025

0 74613

Github Repos

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

0 23705

Papers

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