In Part 1 you built the loop. Now give it real tools: web search, code execution, and file writing — plus the error recovery patterns that separate demo agents from production ones. Copy-paste Python, no frameworks.
Model Context Protocol (MCP) lets AI models call your APIs, databases, and tools natively. Build your first MCP server and connect it to Claude or Cursor in under 30 minutes.
Most tutorials start with code. This one starts with the right mental model. Learn exactly what an AI agent is (and isn't), how it differs from a chatbot, and the four components every agent needs — with Python examples you can run today.
Your agent forgets everything the moment a session ends. This guide covers the three memory patterns every AI agent builder needs: in-context, external file, and vector database — with Python code for each.
CLAUDE.md is the file that turns Claude Code from a generic AI into your project's AI. Here's how to write one that actually improves output quality — with templates for every stack.
A complete Claude Code tutorial for beginners. Install, authenticate, configure CLAUDE.md, run your first agent session, and ship a real feature — in under 30 minutes, with the exact commands and the workflow that actually works.
Sub-agents let Claude Code run multiple specialized agents in parallel — one searching the codebase, another writing tests, another refactoring. This guide covers when to use them, the Task tool patterns, and the workflows that 3x output.
Claude Code can run $300–500/month per heavy user on the API. These 7 strategies — model routing, prompt caching, context pruning, sub-agent discipline — cut our bill from $480 to $128/month with no quality drop.
A complete tutorial on building an AI agent from scratch in Python — no LangChain, no framework. Just the Anthropic SDK, a tool-use loop, and ~60 lines of code that you fully understand and control.
LangChain has 80K stars. CrewAI has 20K. The raw Anthropic/OpenAI SDK is 60 lines. Which should you build your AI agent on? After shipping production agents in all three, here is the honest decision framework.
Build a working multi-agent system in Python — a coordinator agent delegates to specialized workers, handles failures, and synthesizes results. Complete code, real examples, no framework lock-in.
Most developers use Claude Code like a chatbot. Here are 10 prompting patterns — with real examples — that turn it into a 10x engineering force multiplier.
A step-by-step walkthrough of building a complete SaaS — auth, billing, dashboard, and deployment — using Claude Code as your AI engineering partner. With real prompts and real output.
Claude Code isn't just for backend work. Here's how frontend developers are using it to build component libraries, refactor design systems, implement responsive layouts, and ship pixel-perfect UIs — with real prompts and workflows.
Data engineering is 80% boilerplate. Claude Code writes SQL migrations, scaffolds dbt models, builds Airflow DAGs, and debugs slow queries. Here's how to wire it into your stack.
Building a production API means routes, validation, auth, error handling, rate limiting, docs, and tests. Claude Code handles all of it from a single prompt. Here's the playbook.
Claude Code isn't just for web apps. Here's how mobile developers are using it to build React Native apps with Expo — navigation, native APIs, and App Store deployment included.
Zapier costs $50-200/month and breaks on complex logic. Claude Code builds custom automation scripts that do the same thing — with full control, zero monthly fees, and no limits on complexity.
A PM learned Python in 2 weeks. A marketer learned SQL in a weekend. AI tutoring is the most underused capability of the tools you already pay for. Here is the method.
An engineer used AI to customize 200 applications, prep for 15 interviews, and negotiate 30% more salary — while working full-time. The complete AI job search system.
Andrej Karpathy coined 'vibe coding' — building software by describing what you want instead of writing code. Non-engineers are now shipping real products. Here's how.
Cursor IDE is the #1 AI code editor. Learn the exact workflows — Tab, Cmd+K, Chat, Composer, .cursorrules, and MCP — that let developers ship production code 10x faster.
Claude Code is Anthropic's CLI agent that reads your codebase, writes code across files, runs tests, and commits to git. Here's how to use it like a senior engineer on your team.
Stop staring at blank docs. These AI workflows help PMs write sharper PRDs, generate user stories from interviews, run competitive analysis in 20 minutes, and prioritize roadmaps with data.
Turn raw spreadsheets into insights, charts, and executive summaries using AI. Works with ChatGPT, Claude, and Google Sheets. No Python, no SQL, no data science degree.
Use Cursor, v0, and Vercel to build and deploy a custom AI tool for your team — from idea to live URL in a weekend. No infrastructure experience required.
The exact AI content system that produces research-backed, SEO-optimized articles at 5x the speed. Every stage from topic research to multichannel distribution, powered by AI.
Gemma 4 is Google's most capable open-weight model — Apache 2.0, native function calling, Extended Thinking, and edge deployment down to Raspberry Pi. The complete builder's guide to running agentic AI locally in 2026.