2024-11-19 {presentation} AI mindset V workshop 2
AI mindset [AI lab V]
- Workshop #2 by Alex & Gleb
- Date: 2024-11-19
Agenda
- Review & group work
- Lab introduction & group intro
- Advanced Prompts
- Promoting techniques, Canvas, Artifacts
- Cases
- Use-case & demo
- Other tools
- Prompts basics
- Self study
- Individual and group practice
Knowledge base
- Links to resources and documentation
- Team and support information
- Connection to tools and utilities
- Video demo: "Editing and creating CustomGPT"
Group Work
Micro groups:
- 10 min (2 min / person)
- Questions to discuss:
- What's your goal for the group?
- What tools do you already use for this?
- What interaction format do you prefer?
- Select 1 spokesperson from the group
Groups
- It's an experiment!
- We can remove inactive participants
- Group will be closed if it doesn't have any value
Main Focus Areas:
- Advanced tech
- Education
- Coaching and therapy
- Business
Meet Alexey (Tech)
- Tech questions
- Marketing + HR + entrepreneurship
- @aozol
Sasha (Business)
- Working with buddy/mentor
- 5-7 hours per week
- Clarify your business ideas and get mentor support
- https://amasty.com/ founder
- @a_stelm
Alex (Education)
Exploring New Learning Methods with AI:
- Delve into various topics like language learning and mastering new domains
- Experiment with available interface solutions and assistants
- Share examples of effective learning using AI
Participant-Driven Structure:
- Open to suggestions on structure and topics
- Everyone participates equally; collaborative environment
AI Practice
- Open any AI chat
- Write about yourself: age, sex, location, business, profession, hobby, animal, anything relevant
- Share your notes and slides
- Ask questions
Principles of Prompt Engineering
- Clarity and Specificity
- Context is King
- Iterative Refinement
- Role and Perspective Setting
- Feedback Integration
Chain-of-thought prompting
The model is guided to generate intermediate reasoning steps before arriving at a final answer. This approach encourages the model to "think aloud," breaking down complex problems into smaller, more manageable parts.
Example:
Question: If a store is offering a 20% discount on an item that originally costs $50, and an additional 10% off the discounted price during a sale, what is the final price?
Chain of Thought:
- Calculate first discount (20% of $50 = $10)
- Subtract first discount ($50 - $10 = $40)
- Calculate additional discount (10% of $40 = $4)
- Subtract additional discount ($40 - $4 = $36)
- Final Answer: $36
Zero/few-shot prompts
Examples of effective prompting strategies with minimal examples or context.
Multimodal prompting
Combining different types of inputs (text, images, diagrams) for more effective communication with AI.
Anthropic prompt design principles
- Be Clear and Specific
- Use Examples (Multishot Prompting)
- Encourage Step-by-Step Reasoning
- Iterative Refinement
- Leverage Claude's Knowledge
- Use Role-Playing
Claude Workbench
https://console.anthropic.com/workbench/
Prompt generators
- Anthropic prompt generator
https://console.anthropic.com/dashboard
Prompt guides
- Claude
- OpenAI
- General
Other Tools
-
Perplexity
- Online search
- https://www.perplexity.ai/
-
OpenRouter
- Different models
- API calls
- https://openrouter.ai/
-
Obsidian
- Local notes
- AI plugins
- https://obsidian.md/
-
GPT Researcher
- Autonomous agent
- https://github.com/assafelovic/gpt-researcher
Self-study
What to do next?
- Try prompt techniques
- Try using other AI tools
- Use Obsidian publish for summaries and tools
- Join co-working and office-hours sessions
- Share your progress in the group
- Join group work
Sharing
Micro groups:
- 5 min
- Discuss what resonated with you
- What do you want to practice next week?