Akshay Walimbe

Chapter 2: How AI Actually Thinks (The Only Technical Chapter)

Every prompt from Chapter 2 of Talking to AI — Second Edition. Tap Copy on any prompt and paste it into your AI tool of choice. 10 prompts from this chapter.

Prompt 1: Tokenize a Sentence

Tokenize the following sentence and show me how many tokens it uses: The quick brown fox jumps over the lazy dog.

Prompt 2: Context Window Calculation

I have a 200,000 token context window. Roughly how many pages of a standard novel can I paste into you before you run out of space? Show your calculation.

Prompt 3: Metaphor for How the Internet Works

Give me a metaphor for how the internet works.

Prompt 4: Hallucination Test

Tell me about the scientific research published by Dr. [make up a plausible-sounding name] at Stanford University on quantum computing in 2024. Include the paper title and key findings.

Prompt 5: Explain Training vs Fine-Tuning vs Prompting

Explain the difference between training, fine-tuning, and prompting an AI model. Use the analogy of a chef: training is culinary school, fine-tuning is specialising in Italian cuisine, and prompting is the customer's order. Keep it under 200 words.

Prompt 6: Token Economy Breakdown

Take this sentence and break it into tokens: 'Artificial intelligence is transforming how we communicate with technology.' How many tokens is it? Now take this sentence: 'AI is changing how we talk to tech.' How many tokens is this one? Which prompt would cost me less to send to an API?

Prompt 7: Temperature Simulation

I want you to answer the following question three times, each time with a different level of creativity. First, be as predictable and factual as possible. Second, be balanced and natural. Third, be wildly creative and unexpected. The question is: What is the meaning of life?

Prompt 8: AI Self-Verification Exercise

Tell me about the landmark 2024 study by Dr. Ramesh Krishnamurthy at MIT on the effects of AI-generated music on human emotions. Include the sample size and key findings.

Prompt 9: Explain Transformers Simply

Explain to me like I am a curious 12-year-old: what is a transformer in AI, and why is it called a transformer? No jargon, no math, just a clear analogy.

Prompt 10: Creativity Levels in Professional Writing

I am writing a professional email to my manager requesting a deadline extension. Give me two versions: one written with low creativity (very formal and predictable) and one written with high creativity (more persuasive and unexpected). Label each version.

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