Watch the mechanism move

Labs

Small, local experiments that isolate one idea without pretending a teaching model is an X-ray of a real AI system.

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Teaching simulation

Token-by-token generation

Inspect candidate tokens, change the temperature, and compare two sequences generated with the same pseudo-random seed.

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Prepared demonstration

One text, several tokenizations

Compare two fictional vocabularies and see how the same text becomes sequences of different lengths.

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Prepared reasoning

Reproducibility diagnosis

Compare two fictional runs and isolate the roles of context, model, decoding, seed, and numerical environment.

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Local fictional corpus

Check a claim

Connect claims to evidence and distinguish direct support, contradiction, and insufficient evidence.

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Local fictional budget

Build a context window

Allocate limited capacity across instructions, conversation, a retrieved document, and the answer.

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Teaching grid

Compose an AI system

Combine a model, interface, tools, memory, and an action loop to compare chatbots and agents.

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