Zazencodes Season 2
YouTube video source code for Season 2: AI Engineering
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ZazenCodes YouTube - Season 2
๐ง Author: Alexander Galea
๐ Learn AI Engineering: zazencodes.com
๐ง Newsletter: Weekly email with new video
๐ Table of Contents
- ๐ค AI Development Tools & Frameworks
- โ๏ธ Model Comparisons & Testing
- ๐ MCP (Model Context Protocol)
- ๐ฏ Specialized AI Applications
- ๐ Data Engineering & Analytics
- โก Productivity & Workflows
- ๐ Career & Industry Insights
๐ค AI Development Tools & Frameworks
๐ ๏ธ 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.
๐ Source Code: src/terminal-llm-tricks
๐ง Technologies: Python, OpenAI API, CLI Tools, Shell Scripting
๐ง 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.
๐ Source Code: src/ai-scientific-research-agent
๐ง 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.
๐ Source Code: src/ai-scientific-research-agent
๐ง Technologies: LangGraph, Tool Calling, Ollama, State Management
๐ DSPy Framework Tutorial
DSPy Tutorial โ Master 5 RealโWorld Use Cases
Master declarative prompt programming with DSPy through structured output extraction, chain-of-thought reasoning, RAG systems, ReAct agents, and self-improving optimizers.
๐ Source Code: src/dspy-tutorial-5-real-world-use-cases
๐ง Technologies: DSPy, OpenAI, RAG, ReAct Patterns, MIPRO Optimizer
โ๏ธ Model Comparisons & Testing
๐ฅ GPT-4.5 vs Claude 3.7 Showdown
GPT 4.5 vs Claude 3.7 โ LLM Showdown
Comprehensive comparison of the latest frontier models across creative ideation, strategic planning, writing assistance, math reasoning, and ethical reasoning.
๐ Source Code: src/gpt-4.5-vs-claude-3.7-head-to-head
๐ง Technologies: Node.js, Express, OpenAI API, Anthropic API
๐ฎ Gemma 3 Complete Guide
Ultimate Gemma 3 Guide โ 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.
๐ Source Code: src/gemma3-ollama
๐ง Technologies: Ollama, Local Models, Model Comparison, Vision AI
๐งช 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.
๐ Source Code: src/deepseek-ollama
๐ง Technologies: Ollama, DeepSeek-R1, Avante.nvim, Local LLMs
๐ MCP (Model Context Protocol)
โก FastMCP Server Development
FastMCP โ 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.
๐ Source Code: src/fastmcp-tutorial
๐ง Technologies: FastMCP, Python, MCP Protocol, Claude Desktop
๐๏ธ 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.
๐ Source Code: src/obsidian-mcp
๐ง Technologies: Obsidian, MCP, Claude Desktop, REST API
Obsidian + Ollama with MCPHost โ Step-by-Step Guide
Use Obsidian MCP with local models through MCPHost and Ollama for privacy-focused knowledge management.
๐ Source Code: src/obsidian-mcp
๐ง Technologies: MCPHost, Ollama, Local Models, Obsidian
๐ MCPHub Development Environment
Set up MCPHub for Neovim to access a marketplace of MCP servers and enhance your development workflow.
๐ Source Code: src/mcphub
๐ง Technologies: MCPHub, Neovim, Avante, Code Companion
๐พ Supabase MCP Workflows
Supabase MCP with Cursor โ Step-by-step Guide
Build full-stack applications using Supabase MCP with Cursor for seamless database operations and authentication.
๐ Source Code: src/supabase-mcp
๐ง Technologies: Supabase, React, TypeScript, MCP, Cursor
Cline AI MCP Workflow โ 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.
๐ Source Code: src/supabase-mcp-cline
๐ง Technologies: Cline AI, Supabase, Edge Functions, OpenAI DALL-E
๐ฏ Specialized AI Applications
๐ค 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.
๐ Source Code: src/discord-ai-bot-trivia-greetings
๐ง Technologies: Discord.py, OpenAI API, Docker, GitHub Actions, GCP
๐ 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.
๐ Source Code: src/ai-eng-tier-lists/startups
๐ง Technologies: HTML/CSS Presentation, Market Analysis
๐บ๏ธ Trip Mapping Applications
Travel Itinerary Generator Series
Multi-platform trip planning applications showcasing different AI integration approaches.
๐ Source Code: src/trip-mapper
๐ง Technologies: Ollama, Google Gemini, React, HTML/CSS, Maps API
๐ Data Engineering & Analytics
๐ง 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.
๐ Source Code: src/neovim-ai-data-eng-tricks
๐ง 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.
๐ Source Code: src/neovim-ai-data-eng-tricks
๐ง Technologies: ETL Pipelines, SQL Optimization, Unit Testing, Data Validation
๐ Data Jobs Market Analysis
Complete analysis of the data jobs landscape including salary trends, skill requirements, and career hierarchy across engineering, ML, and analytics roles.
๐ Source Code: src/data-jobs-2025
๐ง Technologies: Market Research, Career Analysis, Industry Trends
โก Productivity & Workflows
๐ฏ 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.
๐ Source Code: src/anatomy-of-a-system-prompt
๐ง Technologies: Prompt Engineering, OpenAI Playground, System Design
๐ป Cursor & Cline Integration
Getting Started with ClineโThe Best VS Code AI Plugin
Complete guide to using Cline for autonomous coding tasks with local and cloud models.
๐ง 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.
๐ง Technologies: Cursor, Feature Development, AI-Assisted Coding
Neovim + Cursor โ The Dual Workflow
Optimize your development workflow by combining Neovim's efficiency with Cursor's AI capabilities.
๐ง Technologies: Neovim, Cursor, Dual Workflow, Development Efficiency
๐ง Memory Layer for AI IDEs
ByteRover โ The Memory Layer for AI IDEs
Implement persistent memory for AI development tools to store and retrieve code patterns, project blueprints, and development knowledge.
๐ง Technologies: ByteRover, Memory Management, AI IDE Enhancement
๐ Repository Analysis Tools
Gitingest โ Convert GitHub repos into a clean, LLM-friendly format
Transform entire repositories into LLM-digestible formats for code analysis, documentation, and understanding.
๐ Source Code: src/gitingest-terminal-guide
๐ง Technologies: Gitingest CLI, Repository Analysis, LLM Integration
๐ฎ 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.
๐ง Technologies: Gemini CLI, MCP Development, Concurrent Workflows
๐ Career & Industry Insights
๐ผ AI Engineering Career Path
100 AI Job Postings Laterโฆ Here's What's Actually in Demand
Data-driven analysis of 100+ AI engineering job postings revealing actual skills, experience, and responsibilities in demand.
๐ Source Code: src/rise-of-the-ai-engineer
๐ง Technologies: Job Market Analysis, Skill Assessment, Career Planning
๐ 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.
๐ง Technologies: Hardware Reviews, Remote Work Setup, Productivity Equipment
๐ฏ 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.
๐ง Technologies: Content Strategy, Course Development, Creator Economy
๐ก๏ธ 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.
๐ง Technologies: Prompt Injection, AI Security, Penetration Testing
๐ฅ Video Content & RAG Systems
Build a RAG App on VertexAI โ Full Python Tutorial
Complete guide to building production-ready RAG systems using Google Cloud's VertexAI platform.
๐ง 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.
๐ง Technologies: GCP Deployment, Docker, Discord Integration, Microservices
๐ MCP Server Analysis
Repository Analytics and Development
Analysis tools and workflows for MCP server development and repository understanding.
๐ Source Code: src/mcp-server-analysis
๐ง Technologies: Jupyter Notebooks, Data Analysis, MCP Development
