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Hands-on AI Cookbook

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jamesgray-ai/handsonai

Hands-on AI Cookbook

jamesgray-ai/handsonai

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Business-First AI Framework
Business-First AI Framework
- Use AI as Your Coach
  Use AI as Your Coach
  - Overview
  - Framework Coach Guide
- Step 1: Analyze Workflows
- Step 2: Deconstruct Workflows
- Step 3: Build AI-Powered Workflows
  Step 3: Build AI-Powered Workflows
  - 3.1: Design
  - 3.2: Construct
  - 3.3: Run
  - Worked Examples
    Worked Examples
    
    Deterministic Automation
    
    AI Collaborative
    
    Autonomous Agent
    
    Full Example: Content Calendar Planning
- Questions
  Questions
  - Find workflows worth applying AI to
  - Identify the right AI tools for a workflow
Agentic Building Blocks
Agentic Building Blocks
- Model
- Prompts
  Prompts
  - Prompt Engineering
    
    Prompt Engineering
    
    Zero-Shot Prompting
    
    Few-Shot Learning
    
    Chain-of-Thought
    
    Direct Instruction
    
    Contextual Prompting
    
    Role Prompting
    
    Output Formatting
    
    Multi-Turn Conversation
    
    Self-Consistency and Reflection
    
    Emotional Prompting
    
    Reframing Prompts
    
    Style Unbundling
    
    Summarization and Distillation
    
    Real-World Constraints
    
    Resources
  - Questions
    Questions
    
    What is a system prompt?
- Context
  Context
  - Context Graphs
- Projects
  Projects
  - Project Instructions
- Skills
  Skills
  - Questions
    Questions
    
    Difference between a skill and an agent
    
    Do plugin skills conflict with custom skills?
- Agents
  Agents
  - Programming Frameworks
  - Capability Patterns
    
    Capability Patterns
    
    Reflection
    
    Tool Use
    
    Planning
    
    Multi-Agent Collaboration
    
    Memory
    
    Guardrails
    
    Human-in-the-Loop
  - Orchestration Patterns
    
    Orchestration Patterns
    
    Sequential
    
    Parallel
    
    Router
    
    Hierarchical
    
    Handoff
    
    Evaluator-Optimizer
    
    Group Chat
    
    Decentralized
  - Resources
- MCP
  MCP
  - Questions
    Questions
    
    How do I connect an MCP server to Claude Code
- API
  API
- SDK
  SDK
Use Cases
Use Cases
- Content Creation
  Content Creation
  - Resources
- Research
  Research
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- Coding
  Coding
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- Data Analysis
  Data Analysis
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- Ideation & Strategy
  Ideation & Strategy
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  Automation
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Platforms
Platforms
- Claude
  Claude
  - Getting Started
    Getting Started
    
    Claude Personalization
  - Projects
    Projects
    
    Claude Projects
  - Agents
    Agents
    
    Building Agents on Claude
    
    Scheduling Subagents
    
    Troubleshooting
  - Skills
    Skills
    
    Discover Your Best Claude Skills
    
    Resources
  - Questions
    
    Questions
    
    Best way to name agent skills?
    
    Schedule an automated subagent
  - Topics
    
    Topics
  - Resources
- Google Gemini
  Google Gemini
  - Agents
    Agents
    
    Building Agents on Google
  - Questions
  - Topics
    
    Topics
  - Resources
- M365 Copilot
  M365 Copilot
  - Agents
    Agents
    
    Building Agents on M365 Copilot
  - Topics
    
    Topics
  - Resources
- OpenAI
  OpenAI
  - Agents
    Agents
    
    Building Agents on OpenAI
  - Questions
  - Topics
    
    Topics
  - Resources
Builder Stack Setup
Builder Stack Setup
- Terminal Basics
- AI Code Editor
- Git
- GitHub
- CLIs
- AI Registry
- Voice to Text
Product & Engineering
Product & Engineering
Patterns
Patterns
- Workflow Architecture Patterns
  Workflow Architecture Patterns
Learn with James
Learn with James
- Agentic AI for Leaders
  Agentic AI for Leaders
  - Setup Checklist
- Claude for Builders
- Questions
  Questions
  - Corporate AI Training
What People Built

Research Resources¶

Curated external resources for the Research use case.

Resource	Source	Notes

February 14, 2026 February 14, 2026