AI Builders Workshops
A collection of hands-on workshop materials covering AI adoption, career transformation, and building production-ready AI products. These guides include practical frameworks, copy-paste prompts, real conversation transcripts, and step-by-step methodologies.
Table of Contents
3-Day AI Mastery Series
What’s Inside
3-Day AI Mastery Series
Adopt AI Into Daily Life
The companion guide to Day 1 of the Adopt-Advance-Build workshop series. Learn how to integrate AI into your everyday workflow through the 3-Bucket Framework (Research, Do, Create) with practical prompts, real-life scenarios, and advanced meta-prompts for each mode.
Includes:
The 3-Bucket Framework for everyday AI use
50+ copy-paste prompts for research, tasks, and creation
Real-life scenarios from house reappraisals to creating children’s books
Advanced meta-prompts with debate-synthesis methodology
Reflection worksheets and implementation guides
→ Read Adopt AI Into Daily Life
Career Shift and Growth with AI - Roadmap
Day 2 of the workshop series, focused on career transformation. The See-Do-Adapt loop system for recognizing AI shifts in your field, running strategic experiments, and redesigning your professional trajectory.
Includes:
The See-Do-Adapt career evolution framework
Pattern recognition prompts for spotting industry shifts
Experiment templates and friction-to-leverage loops
30-day momentum tracker and execution compass
Real transition stories from fintech to AI building
→ Read Career Shift and Growth with AI - Roadmap
AI Digest App Workshop Structure
Workshop overview covering the complete reality of building AI products. Addresses hidden costs, platform catches, hosting strategies, and system integration mindset for creating production-ready applications.
Includes:
Reality check on pricing and hidden catches across platforms
The vibe-coding approach for AI-assisted development
MVP to refinement workflow patterns
Hosting and deployment cost comparisons
Integration mindset for building reusable modules
Fundamental practices often overlooked in AI builds
→ Read AI Digest App Workshop Structure
AI Digest App Prompt Building Steps
The complete prompt engineering methodology for architecting AI projects. Learn how to talk to AI coding tools like Replit as a senior engineer would, with a systematic conversation flow from problem statement to production-ready prompts.
Includes:
9-round conversation framework for project design
Requirements clarification and architectural proposal templates
Constraint revision and detail collection processes
Master initialization prompt structure
Phased build prompt generation system
Plug-and-play templates for common patterns
→ Read AI Digest App Prompt Building Steps
Unfiltered Vibe Coding Prompt Generation
Real conversation transcript showing the complete vibe-coding process. Watch the actual back-and-forth dialogue that went from “I want to build an app” to a full set of production-ready Replit prompts.
Includes:
9 rounds of actual conversation with ChatGPT
Problem statement and confusion clarification patterns
Architectural decision-making in real time
Requirements evolution and constraint changes
Master initialization and phased prompt generation
Complete methodology from vision to executable phases
→ Read Unfiltered Vibe Coding Prompt Generation
Workshops by Jenny Ouyang • Practical AI for builders and creators