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heyy-meraki

10 karma · joined September 14, 2026

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heyy-meraki··on Building a conversation engine in Python that shows how LLMs fake memory
This one is the build that goes with yesterday's theory article.

You will write a Python script that holds a conversation with an LLM, watch the messages list grow with every exchange, and see for yourself why the model seems to remember things. Step by step with everything explained.

heyy-meraki··on What happens when you send a message to an LLM (the API call explained)
This is for you if you have ever wondered what happens when you send a message to an LLM.

aie_2.0 goes inside the API call, what you are sending every time, the controls you have over what comes back, and what is inside the response.

heyy-meraki··on Building your first LLM API call in Python (step by step)
Today we are looking at the build that goes with yesterday's introduction to ai engineering.

If you read aie_1.0 and wanted to see what an LLM API call looks like in code, this is it.

I go step by step, block by block so it is easy to follow along.