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Zazencodes Season 2

Name: Zazencodes Season 2
Rating: 2.5 (1 reviews)
Author: zazencodes

YouTube video source code for Season 2: AI Engineering

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ZazenCodes YouTube - Season 2

🧘 Author: Alexander Galea
🎓 Learn AI Engineering: zazencodes.com
📧 Newsletter: Weekly email with new video

🤖 AI Development Tools & Frameworks

🛠️ Terminal LLM Tricks

The awesome power of an LLM in your terminal

Transform your terminal into an AI-powered workspace with the llm CLI tool. Learn command-line assistance, code documentation, debugging, and boilerplate generation.

📁 Source Code: src/terminal-llm-tricks
🔧 Technologies: Python, OpenAI API, CLI Tools, Shell Scripting

🧠 AI Scientific Research Agent

I built an AI physics agent that drafts research papers

Build autonomous AI agents that conduct research, read papers, and generate LaTeX documents using LangGraph and ReAct patterns.

📁 Source Code: src/ai-scientific-research-agent
🔧 Technologies: LangGraph, ReAct, LaTeX, arXiv API, Claude Sonnet

Learn How to Build Tool-Calling Agents with LangGraph

Deep dive into LangGraph's low-level implementation for building ReAct agents with tool calling, checkpointing, and memory.

📁 Source Code: src/ai-scientific-research-agent
🔧 Technologies: LangGraph, Tool Calling, Ollama, State Management

📝 DSPy Framework Tutorial

DSPy Tutorial — Master 5 Real‑World Use Cases

Master declarative prompt programming with DSPy through structured output extraction, chain-of-thought reasoning, RAG systems, ReAct agents, and self-improving optimizers.

📁 Source Code: src/dspy-tutorial-5-real-world-use-cases
🔧 Technologies: DSPy, OpenAI, RAG, ReAct Patterns, MIPRO Optimizer

⚖️ Model Comparisons & Testing

🥊 GPT-4.5 vs Claude 3.7 Showdown

GPT 4.5 vs Claude 3.7 — LLM Showdown

Comprehensive comparison of the latest frontier models across creative ideation, strategic planning, writing assistance, math reasoning, and ethical reasoning.

📁 Source Code: src/gpt-4.5-vs-claude-3.7-head-to-head
🔧 Technologies: Node.js, Express, OpenAI API, Anthropic API

🔮 Gemma 3 Complete Guide

Ultimate Gemma 3 Guide — Comparing 1b, 4b, 12b and 27b with Ollama

Compare all Gemma 3 model sizes across logic reasoning, visual recognition, and code generation tasks using Ollama for local deployment.

📁 Source Code: src/gemma3-ollama
🔧 Technologies: Ollama, Local Models, Model Comparison, Vision AI

🧪 DeepSeek-R1 Local Setup

How to Setup and Run DeepSeek-R1 Locally Using Ollama

Complete guide to running DeepSeek-R1 reasoning models locally with Ollama, including Neovim integration and CLI usage.

📁 Source Code: src/deepseek-ollama
🔧 Technologies: Ollama, DeepSeek-R1, Avante.nvim, Local LLMs

🔗 MCP (Model Context Protocol)

⚡ FastMCP Server Development

FastMCP — the best way to build an MCP server with Python

Build production-ready MCP servers with FastMCP, covering tools, resources, prompts, and deployment to PyPI.

📁 Source Code: src/fastmcp-tutorial
🔧 Technologies: FastMCP, Python, MCP Protocol, Claude Desktop

🗂️ Obsidian MCP Integration

Obsidian MCP Setup Tutorial for Claude Desktop

Connect your Obsidian vault to Claude Desktop using MCP for intelligent note management and knowledge retrieval.

📁 Source Code: src/obsidian-mcp
🔧 Technologies: Obsidian, MCP, Claude Desktop, REST API

Obsidian + Ollama with MCPHost — Step-by-Step Guide

Use Obsidian MCP with local models through MCPHost and Ollama for privacy-focused knowledge management.

📁 Source Code: src/obsidian-mcp
🔧 Technologies: MCPHost, Ollama, Local Models, Obsidian

🌐 MCPHub Development Environment

MCPHub Neovim Setup Guide

Set up MCPHub for Neovim to access a marketplace of MCP servers and enhance your development workflow.

📁 Source Code: src/mcphub
🔧 Technologies: MCPHub, Neovim, Avante, Code Companion

💾 Supabase MCP Workflows

Supabase MCP with Cursor — Step-by-step Guide

Build full-stack applications using Supabase MCP with Cursor for seamless database operations and authentication.

📁 Source Code: src/supabase-mcp
🔧 Technologies: Supabase, React, TypeScript, MCP, Cursor

Cline AI MCP Workflow — Supabase Web App with Auth, Storage & DB

Create a complete wallpaper generator app using Cline AI with Supabase MCP for database, authentication, and AI image generation.

📁 Source Code: src/supabase-mcp-cline
🔧 Technologies: Cline AI, Supabase, Edge Functions, OpenAI DALL-E

🎯 Specialized AI Applications

🤖 Discord AI Bot Development

How I Built an AI-Powered Bot for my Discord Server

Build an intelligent Discord bot with trivia questions, greeting messages, and OpenAI integration deployed via GitHub Actions.

📁 Source Code: src/discord-ai-bot-trivia-greetings
🔧 Technologies: Discord.py, OpenAI API, Docker, GitHub Actions, GCP

📊 AI Startup Tier List

AI Startup Tier List: What's Worth Building in 2025?

Evaluate 18 AI startup ideas across personal health, developer tools, compliance, and vertical agents.

📁 Source Code: src/ai-eng-tier-lists/startups
🔧 Technologies: HTML/CSS Presentation, Market Analysis

🗺️ Trip Mapping Applications

Travel Itinerary Generator Series

Multi-platform trip planning applications showcasing different AI integration approaches.

📁 Source Code: src/trip-mapper
🔧 Technologies: Ollama, Google Gemini, React, HTML/CSS, Maps API

📊 Data Engineering & Analytics

🔧 Neovim AI Data Engineering

How I use AI for my data engineering work

Real-world AI integration in data engineering workflows including SQL optimization, Airflow pipeline development, and documentation.

📁 Source Code: src/neovim-ai-data-eng-tricks
🔧 Technologies: Neovim, SQL, Apache Airflow, Python

12 Neovim AI data engineering use cases

Comprehensive demonstration of 12 practical AI use cases for data engineering including ETL, testing, debugging, and data validation.

📁 Source Code: src/neovim-ai-data-eng-tricks
🔧 Technologies: ETL Pipelines, SQL Optimization, Unit Testing, Data Validation

📈 Data Jobs Market Analysis

Data Jobs in 2025

Complete analysis of the data jobs landscape including salary trends, skill requirements, and career hierarchy across engineering, ML, and analytics roles.

📁 Source Code: src/data-jobs-2025
🔧 Technologies: Market Research, Career Analysis, Industry Trends

⚡ Productivity & Workflows

🎯 System Prompt Engineering

How to Write Better System Prompts

Master system prompt design through analysis of leaked prompts from Perplexity and Copilot, with the exclusive "ChadGPT" system prompt.

📁 Source Code: src/anatomy-of-a-system-prompt
🔧 Technologies: Prompt Engineering, OpenAI Playground, System Design

💻 Cursor & Cline Integration

Getting Started with Cline—The Best VS Code AI Plugin

Complete guide to using Cline for autonomous coding tasks with local and cloud models.

🔧 Technologies: Cline, VS Code, Ollama, Claude 3.7 Sonnet

7-step Guide for Vibe Coding New Features for Existing Projects

Systematic approach to adding features to existing codebases using AI-powered development tools.

🔧 Technologies: Cursor, Feature Development, AI-Assisted Coding

Neovim + Cursor — The Dual Workflow

Optimize your development workflow by combining Neovim's efficiency with Cursor's AI capabilities.

🔧 Technologies: Neovim, Cursor, Dual Workflow, Development Efficiency

🧠 Memory Layer for AI IDEs

ByteRover — The Memory Layer for AI IDEs

Implement persistent memory for AI development tools to store and retrieve code patterns, project blueprints, and development knowledge.

🔧 Technologies: ByteRover, Memory Management, AI IDE Enhancement

🔍 Repository Analysis Tools

Gitingest — Convert GitHub repos into a clean, LLM-friendly format

Transform entire repositories into LLM-digestible formats for code analysis, documentation, and understanding.

📁 Source Code: src/gitingest-terminal-guide
🔧 Technologies: Gitingest CLI, Repository Analysis, LLM Integration

🎮 Advanced CLI Tools

The Gemini CLI turns me into an unstoppable coding beast

Leverage Google's Gemini CLI for rapid development, debugging, and MCP server creation with concurrent workflows.

🔧 Technologies: Gemini CLI, MCP Development, Concurrent Workflows

🚀 Career & Industry Insights

💼 AI Engineering Career Path

100 AI Job Postings Later… Here's What's Actually in Demand

Data-driven analysis of 100+ AI engineering job postings revealing actual skills, experience, and responsibilities in demand.

📁 Source Code: src/rise-of-the-ai-engineer
🔧 Technologies: Job Market Analysis, Skill Assessment, Career Planning

🏠 Remote Work & Gear

5 Level Gear Guide for Modern Tech Workers

Complete equipment recommendations across 5 levels for remote tech workers, from basic setup to premium configurations.

🔧 Technologies: Hardware Reviews, Remote Work Setup, Productivity Equipment

🎯 Content Creation Journey

I finally figured out what to do

Personal insights on content creation, course marketing, lifestyle balance, and the future direction of ZazenCodes.

🔧 Technologies: Content Strategy, Course Development, Creator Economy

🛡️ Security & Ethics

Learn LLM Prompt Injection with the Gandalf Game

Master prompt injection techniques and AI security through practical challenges using the Gandalf prompt injection game.

🔧 Technologies: Prompt Injection, AI Security, Penetration Testing

🎥 Video Content & RAG Systems

Build a RAG App on VertexAI — Full Python Tutorial

Complete guide to building production-ready RAG systems using Google Cloud's VertexAI platform.

🔧 Technologies: VertexAI, RAG, Google Cloud, Python

Deploying a RAG VertexAI App on GCP + Discord Bot Integration

Deploy RAG microservices on Google Cloud and integrate with Discord bots for intelligent chat systems.

🔧 Technologies: GCP Deployment, Docker, Discord Integration, Microservices

📊 MCP Server Analysis

Repository Analytics and Development

Analysis tools and workflows for MCP server development and repository understanding.

📁 Source Code: src/mcp-server-analysis
🔧 Technologies: Jupyter Notebooks, Data Analysis, MCP Development