Resources Hub
All tools, videos, and learning materials from every session — deduplicated and organized.
TensorFlow Playground
Play with a real neural network in your browser. Adjust neurons, layers, and watch learning happen in real-time.
Explore nowLLM Visualization
Stunning 3D walkthrough of GPT architecture. See every layer, attention head, and matrix operation.
Explore nowTeachable Machine
Train your own image, sound, or pose classifier with zero code. Export to use in your projects.
Start buildingKarpathy: Deep Dive into LLMs
3.5 hour masterclass from the former Tesla AI Director. The definitive explainer for how ChatGPT works.
Watch nowOpenAI Tokenizer
See exactly how LLMs break text into tokens. Essential for understanding prompts and context limits.
Try itGoogle Colab
Free cloud Python notebooks with GPU access. Write and run code without installing anything.
Open ColabPrompt Engineering Cheat Sheet
Print-ready one-page reference with CRAFT framework, techniques, Quick Wins, and API basics. Keep it next to your computer!
Open cheat sheetColab Workshop Notebook
Hands-on notebook for building your first AI application. Includes Email Analyzer, Meeting Summarizer, and Product Description Generator.
Open in ColabAnthropic Documentation
Official documentation for Claude API. The source of truth for building with Claude.
Read docsAPI Console
Get your API key, monitor usage, and manage billing for Claude API access.
Get API keyPrompting Guide
Comprehensive resource covering all prompt engineering techniques with examples and research.
Learn moreAnthropic Cookbook
Code examples and recipes for common Claude use cases. Perfect for reference.
View examplesAgentic AI Deep-Dive
Visual explainer: Chatbot vs Agent, the Agent Loop, and the NanoClaw case study. Perfect for review.
View deep-diveNanoClaw for Beginners
No programming experience needed. Understand how a production AI agent works through business analogies, pseudocode, and just ~20 key lines of real code. Interactive detective challenges included.
Start learningInside NanoClaw: Full Code Walkthrough
Ready for more? Read real production agent code file-by-file. See how index.ts, ipc-mcp.ts, and db.ts map to the Agent Formula. ~700 lines that power 10,500+ GitHub stars.
Explore the codeAgent Workshop Notebook (Claude)
Build your first AI agent with 3 tools: calculator, stock lookup, company info. Watch Claude reason about which to use. Requires an Anthropic API key.
Open in ColabAgent Workshop Notebook (Gemini)
Same agent workshop using Google Gemini instead of Claude. Identical tools and structure — just a different LLM backend. Requires a Google API key.
Open in ColabLovable
AI-powered full-stack builder. Describe your app, get working code with backend, database, and deployment.
Start buildingBolt.new
Instant web apps from prompts. Great for rapid prototyping and iteration.
Try BoltClaude Artifacts
Create interactive tools, visualizations, and mini-apps directly in Claude conversations.
Open ClaudeAnthropic Tool Use Docs
Official documentation for giving Claude tools. The foundation of building AI agents.
Read docsReal-World Agent Notebook (Claude)
Build an agent with real APIs: Wikipedia search, web page fetcher, error handling, and conversation memory. Uses Claude/Anthropic SDK.
Open in ColabReal-World Agent Notebook (Gemini)
Same real-world agent workshop using Google Gemini. Identical tools and structure — different LLM backend. Requires a Google API key.
Open in ColabWikipedia REST API Docs
Free, no-key API for page summaries, search, and more. The real API your agent uses in today's workshop.
Read docsBeautiful Soup Documentation
Python library for parsing HTML and extracting text from web pages. Powers the web fetcher tool in today's notebook.
Read docsSession 6 Lecture Guide
Projectable lecture companion — visual slides for the full Session 6 lecture with key diagrams, code comparisons, and interactive navigation.
Open lecture guideAdvanced Agent Patterns
Visual explainer: ReAct reasoning, Chain-of-Thought planning, multi-agent architectures, and MCP. The patterns that power production AI agents.
View patternsReAct Agent: Live Walkthrough
Watch a ReAct agent think step-by-step: search, evaluate sources, extract facts, and synthesize a research report. Interactive trace with real data.
Watch the agentResearch Agent Workshop Notebook
Take your Session 5 tools, change one system prompt, and watch the behavior transform. Three-level comparison, failure exploration with real APIs, and a structured report generator.
Open in ColabAnthropic Agent Documentation
Official guide to building agentic systems with Claude. Covers tool use, multi-step reasoning, and best practices for production agents.
Read docsModel Context Protocol (MCP)
The open standard for connecting AI agents to tools and data sources. Think USB-C for AI. Browse 1,000+ available servers.
Explore MCPBuilding Effective Agents (Anthropic)
Anthropic's guide to building effective agents. Practical patterns, common pitfalls, and when to use agents vs. simpler solutions.
Read guideReAct: Synergizing Reasoning and Acting
The original research paper that introduced the ReAct pattern. Showed that interleaving reasoning and action dramatically improves agent performance.
Read paperClaude Code
Anthropic's agentic coding tool. A real-world example of everything we discussed: ReAct reasoning, tool use, multi-step planning, MCP.
Try Claude CodeRAG Agent: Live Walkthrough
Watch a RAG agent search company documents, rank results, detect outdated data, and generate a cited answer. Interactive animated trace with real CloudSync data.
Watch the agentSession 7 Lecture Guide
Projectable lecture companion — visual slides for the full Session 7 lecture with RAG architecture diagrams, failure mode analysis, and interactive navigation.
Open lecture guideKnowledge Agent Workshop Notebook
Build a company knowledge agent with document loading, search, and RAG. Uses Claude's long context window — no vector DB needed.
Open in ColabAnthropic RAG Documentation
Official guide to building RAG systems with Claude. Covers chunking strategies, retrieval patterns, and best practices.
Read docsClaude's Long Context Window
Claude can process 200K tokens at once. Learn how to use long context as a simpler alternative to traditional vector search for smaller document sets.
Read docsSpeaker Notes — Professor's Command Center
Private dashboard with talking points, demo cues, discussion prompts, and live timers for each lecture section. Open on your laptop while projecting the lecture guide.
Open speaker notesWorkshop Timer
Full-screen projectable 45-minute countdown with 3 phases, auto-transitions, audio chimes, and troubleshooting tips for the hands-on Colab session.
Start timerRAG Failure Modes Demo
Interactive demo of three RAG failure scenarios — outdated documents, contradictions, and unanswerable questions. Toggle between broken and fixed agent behaviors.
Explore failuresHomework Guide — Build Your Knowledge Agent
Step-by-step walkthrough for the Session 7 homework: build a RAG agent, stress-test it, evaluate accuracy, and design a real-world proposal. Includes starter code and rubrics.
Start homeworkHomework Notebook — Build Your Own Knowledge Agent
Colab notebook for the Session 7 homework. All RAG infrastructure is pre-built — pick your domain, load your documents, test your agent, break it, and evaluate it.
Open in ColabMulti-Agent Workshop Notebook
Build a Researcher → Analyst → Editor pipeline. Learn agent communication, handoffs, and quality control in a multi-agent system.
Open in ColabSpeaker Notes
Professor's command center with talking points, demo cues, discussion prompts, and section timers for the full 2.5-hour session.
Open notesWorkshop Timer
45-minute projectable countdown with 3 phases: Build Researcher (15 min), Build Analyst (15 min), Add Editor + Run Pipeline (15 min).
Start timerPipeline Demo — Live Trace
Interactive step-by-step visualization of a Researcher → Analyst → Editor pipeline. Watch data transform at each handoff with play/pause controls.
Launch demoHomework Guide
Step-by-step walkthrough for all 4 homework tasks: extend your pipeline, analyze distortion, design for your industry, and read about orchestration.
View guideIndustry Agent Starter Notebook
Starter templates for Marketing, Finance, HR, and Operations agents. Pick your track and build.
Open in ColabAI Risk by Industry
Anthropic's perspectives on AI safety. Context for understanding domain-specific risks in your agent applications.
Read guideGuardrails Workshop Notebook
Add approval gates, confidence thresholds, input/output guardrails, and cost tracking to your industry agent.
Open in ColabAnthropic Safety Documentation
Official guide on protecting against prompt injection and building safe AI applications with Claude.
Read docsEvaluation Pipeline Notebook
Build a 20-case test suite, automated runner, and LLM-as-judge evaluator. Includes consistency testing and failure analysis.
Open in ColabAnthropic Evaluation Guide
Official guide to testing and evaluating Claude-based applications. Covers test design, automated scoring, and quality metrics.
Read docsFinal Project Page — Build Your Agent
All Final Project details for this semester: deliverables, problem ideas, starter resources, and FAQ. Submit your notebook + 1-page brief on Canvas by Tue May 5 at 11:59 PM.
Open project pageAll Session Resources
Review any session's materials — agent patterns (S6), RAG (S7), multi-agent (S8), industry agents (S9), guardrails (S10), evaluation (S11).
Browse sessionsPeer Voting Form
Rate each team's demo on four criteria: Does it work? Is the problem real? Would you trust it? Compelling demo?
Open formCourse Materials PDF
Download the complete AI: From Neurons to LLMs reference document.
Download PDF