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Category: Python

LangGraph Multi-Agent Diagram
Categories ML-AI Python

LangGraph Multi-Agent: Hands-on with a Supervisor Agent

  • By Craig
  • May 9, 2025

In the ever-evolving landscape of artificial intelligence, multi-agent systems are becoming increasingly important for handling complex tasks efficiently. The LangGraph multi-agent project exemplifies this…

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Atomic Agents Diagram
Categories ML-AI Python

Building Custom Chatbots with Atomic-Agents and OpenAI

  • By Craig
  • May 8, 2025

Introduction Atomic-agents are modular AI components designed to perform specific tasks within a larger conversational system. Following the Unix philosophy of “do one thing…

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Categories ML-AI Python

Testing LangGraph Agents with pytest and Test-Driven Development

  • By Craig
  • May 6, 2025

Test-driven development (TDD) is a powerful approach for building robust and maintainable LangGraph agents. This guide will walk you through the process of implementing…

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Categories Python

Python Factory and Observer Pattern Implementations

  • By Craig
  • May 5, 2025

Introduction Design patterns are essential tools in software development, providing reusable solutions to common problems. In this article, we’ll explore improved implementations of two…

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Categories ML-AI Python

BaseModel vs TypedDict in LangGraph Agent State Management

  • By Craig
  • May 3, 2025

When developing agents with LangGraph, one of the fundamental decisions developers face is choosing between Pydantic’s BaseModel and Python’s TypedDict for state management. Let’s…

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Categories ML-AI Python

Streamlining LLM Integration with LiteLLM

  • By Craig
  • April 30, 2025

In the rapidly evolving landscape of Large Language Model (LLM) applications, developers often face significant challenges when integrating multiple LLM providers. Each provider—whether OpenAI,…

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Categories Python Programming

Enhancing Python Code Quality with Ruff, Black, and Mypy

  • By Craig
  • April 29, 2025

Introduction In the ever-evolving landscape of Python development, maintaining code quality is paramount. This guide focuses on three powerful tools that have become essential…

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Fast MCP Inspector
Categories Python ML-AI

Building a MCP Server So LLMs Can Count Letters

  • By Craig
  • April 29, 2025

Large Language Models (LLMs) sometimes struggle with simple counting tasks like determining the number of ‘r’s in words like “strawberry” or “raspberry”. While this…

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Categories Python Programming

Asynchronous Python: A Guide to Best Practices and Implementation

  • By Craig
  • April 28, 2025

Introduction Asynchronous programming in Python has revolutionized how we handle concurrent operations, particularly for I/O-bound tasks. This guide explores the best practices and implementation…

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Categories Python Programming

Creating a REST API using Python and Flask

  • By Craig
  • April 25, 2025

Introduction to Flask and REST APIs Flask is a lightweight and versatile web framework for Python that allows developers to easily build web applications,…

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