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Day 8 · ~11 min●

Five functions this week. Every one of them ran against a live model. How does calling an AI from Python feel now compared to using the chat window?

Completely different. The chat window is for exploration. Python is for building something you can call from a script.

That's exactly the shift. You stopped being a user and started being a builder. run_agent, word_count_of_output, summarize_text, classify_sentiment, summarize_then_classify — five functions that form the Week 1 toolkit.

The two-agent chain clicked on Day 7. Summarise first to compress the noise, then classify the clean signal. I kept thinking about how to extend it.

Before we extend it, let's make sure the foundation is solid. Week 2 depends on understanding how agents return data — and Week 3 depends on Week 2.

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Day 8 · ~11 min●

Five functions this week. Every one of them ran against a live model. How does calling an AI from Python feel now compared to using the chat window?

Completely different. The chat window is for exploration. Python is for building something you can call from a script.

The two-agent chain clicked on Day 7. Summarise first to compress the noise, then classify the clean signal. I kept thinking about how to extend it.

Before we extend it, let's make sure the foundation is solid. Week 2 depends on understanding how agents return data — and Week 3 depends on Week 2.