Open Source Projects

Deep dives into the best open source AI projects and how to use them.

Continual Learning with Deep Agents: My Workflow
Open Source Projects
December 30, 2025

Continual Learning with Deep Agents: My Workflow

I jumped into continual learning with deep agents, and let me tell you, it’s a game changer for skill creation. But watch out, it's not without its quirks. I navigated the process using weight updates, reflections, and the Deep Agent CLI. These tools allowed me to optimize skill learning efficiently. In this article, I share how I orchestrated the use of deep agents to create persistent skills while avoiding common pitfalls. If you're ready to dive into continual learning, follow my detailed workflow so you don't get burned like I did initially.

Continual Learning with Deepagents: A Complete Guide
Open Source Projects
December 30, 2025

Continual Learning with Deepagents: A Complete Guide

Imagine an AI that learns like a human, continuously refining its skills. Welcome to the world of Deepagents. In the rapidly evolving AI landscape, continual learning is a game-changer. Deepagents harness this power by optimizing skills with advanced techniques. Discover how these intelligent agents use weight updates to adapt and improve. They reflect on their trajectories, creating new skills while always seeking optimization. Dive into the Langmith Fetch Utility and Deep Agent CLI. This complete guide will take you through mastering these powerful tools for an unparalleled learning experience.

Integrate Claude Code with LangSmith: Tutorial
Open Source Projects
December 30, 2025

Integrate Claude Code with LangSmith: Tutorial

I remember the first time I tried to integrate Claude Code with LangSmith. It felt like trying to fit a square peg into a round hole. But once I cracked the setup, the efficiency gains were undeniable. In this article, I'll walk you through the integration of Claude Code with LangSmith, focusing on tracing and observability. We’ll use a practical example of retrieving real-time weather data to show how these tools work together in a real-world scenario. First, I connect Claude Code to my repo, then configure the necessary hooks. Watch out, tracing can quickly become a headache if poorly orchestrated. But when well piloted, the business impact is direct and impressive.

Claude Code-LangSmith Integration: Complete Guide
Open Source Projects
December 30, 2025

Claude Code-LangSmith Integration: Complete Guide

Step into a world where AI blends seamlessly into your workflow. Meet Claude Code and LangSmith. This guide reveals how these tools reshape your tech interactions. From tracing workflows to practical applications, master Claude Code's advanced features. Imagine fetching real-time weather data in just a few lines of code. Learn how to set up this powerful integration and leverage Claude Code's hooks and transcripts. Ready to revolutionize your digital routine? Follow the guide!

Managing Agent Memory: Practical Approaches
Open Source Projects
December 30, 2025

Managing Agent Memory: Practical Approaches

I remember the first time I had to manage an AI agent’s memory. It was like trying to teach a goldfish to remember its way around a pond. That's when I realized: memory management isn't just an add-on, it's the backbone of smart AI interaction. Let me walk you through how I tackled this with some hands-on approaches. First, we need to get a handle on explicit and implicit memory updates. Then, integrating tools like Langmith becomes crucial. We also dive into using session logs to optimize memory updates. If you've ever struggled with deep agent management and configuration, I'll share my tips to avoid pitfalls. This video is an advanced tutorial, so buckle up, it'll be worth it.

Agent Memory Management: Key Approaches
Open Source Projects
December 30, 2025

Agent Memory Management: Key Approaches

Imagine if your digital assistant could remember your preferences like a human. Welcome to the future of AI, where managing agent memory is key. This article delves into the intricacies of explicit and implicit memory updating, and how these concepts are woven into advanced AI systems. Explore how Cloud Code and deep agent memory management are revolutionizing digital assistant capabilities. From CLI configuration to context evolution through user interaction, dive into cutting-edge memory management techniques. How does Langmith fit into this picture? A practical example will illuminate the fascinating process of memory updating.

LangChain Academy: Start with LangChain
Open Source Projects
December 30, 2025

LangChain Academy: Start with LangChain

I dove into LangChain Academy's new course to see if it could really streamline my AI agent projects. Spoiler: it did, but not without some head-scratching moments. LangChain is all about building autonomous agents efficiently. This course promises to take you from zero to hero with practical projects and real-world applications. You'll learn to create agents, customize them with middleware, and explore real-world applications. For anyone looking to automate intelligently, it's a game changer, but watch out for context limits and avoid getting lost in module configurations.

Introduction to LangChain: AI Agents in Python
Open Source Projects
December 30, 2025

Introduction to LangChain: AI Agents in Python

Imagine a world where AI agents handle your daily tasks effortlessly. Welcome to LangChain, a powerful tool in Python that makes this a reality. LangChain is changing how developers craft AI agents. Explore the new LangChain Academy course, designed to arm you with the skills to build sophisticated AI systems. Learn to create customized agents with the 'create agent' abstraction and refine their behavior with middleware. This course guides you through practical modules and projects to master this groundbreaking technology. Don't miss the chance to revolutionize how you interact with AI!

Build MCP Agent with Claude: Dynamic Tool Discovery
Open Source Projects
December 30, 2025

Build MCP Agent with Claude: Dynamic Tool Discovery

I dove headfirst into building an MCP agent with LangChain, and trust me, it’s a game changer for dynamic tool discovery across Cloudflare MCP servers. First, I had to get my hands dirty with OpenAI and Entropic's native tools. The goal? To streamline access and orchestration of tools in real-world applications. In the rapidly evolving AI landscape, leveraging native provider tools can save time and money while boosting efficiency. This article walks you through the practical steps of setting up an MCP agent, the challenges I faced, and the lessons learned along the way.

Native Tools: Build a Cloudflare MCP Agent
Open Source Projects
December 30, 2025

Native Tools: Build a Cloudflare MCP Agent

Imagine harnessing the full power of cloud platforms with just a few clicks. Welcome to the world of MCP agents and native provider tools. As AI technology evolves, integrating tools across multiple cloud platforms becomes essential. This tutorial explores building a Cloudflare MCP agent using Langchain, making complex integrations seamless and efficient. Discover how native tools from OpenAI and Entropic transform your cloud experience. Dive into dynamic tool discovery, integration, MCP server connections, and the advantages of using native tools. Let's explore practical scenarios and envision how these tools shape the future of AI applications.