Blog Posts | Joshua Berkowitz

43 Articles

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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

0 165

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

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Github Repos

The Art of LLM System Design: Navigating Choices for Maximum Impact

In today’s fast-changing AI landscape, picking the right large language model (LLM) is both a challenge and a strategic imperative for business processes. With models continually emerging, each offeri...

AI strategy cost optimization enterprise AI inference LLM model selection open models system design

Dec 21, 2025

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News

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 3542

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 1771

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 2167

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 7062

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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News

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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News

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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News

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 2013

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 5192

Github Repos

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