Blog Posts | Joshua Berkowitz

31 Articles

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Microsoft Agent Framework: Design Decisions, Demo Plan and Risk Assessment

When Microsoft quietly merged the teams behind Semantic Kernel and AutoGen into a single project, the result was not a simple rebrand. The Microsoft Agent Framework represents a ground-up rethink of h...

Agent Framework AI Agents Azure LLM Microsoft Multi-Agent Systems Open Source Python Workflows

Apr 6, 2026

0 1738

Github Repos

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 1507

Github Repos

Oh My OpenCode: The Open Source Plugin Turning Your Terminal Into an AI Development Team

Your AI peer is heretonot just run commands but orchestrate an entire development team of AI agents, each with specialized skills, working in parallel on your codebase. This is not science fiction. Th...

AI Claude Developer Tools GPT LLM Multi-Agent OpenCode Open Source Terminal TypeScript

Jan 6, 2026

0 6919

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 4389

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

0 2706

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 2970

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 7832

Github Repos

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

0 1738

News

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 6457

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 23815

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

0 3762

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 4257

Papers

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