📂 Avatars 👁 1.9k views 🕐 May 29, 2026

nanoGPT

nanoGPT is a project that helps users understand how GPT works by.

nanoGPT is a project that helps users understand how GPT works by representing the internal mechanisms of a transformer in a spreadsheet. It is based on Andrej Karpathy's NanoGPT structure and includes roughly 85,000 parameters. The spreadsheet is color-coded, with purple representing parameters, green representing values, and orange representing intermediate values. The nanoGPT pipeline is packed in a spreadsheet, allowing users to visualize the entire structure and data flow. The spreadsheet is fully interactive and configurable, making it easier for users to understand the mechanisms and calculations involved. The project is useful for visual thinkers who want to understand how GPT works, and it can be used to build more complicated models. The spreadsheet does not contain actual trained weights and parameters, so users should not expect it to calculate correct results without updating the parameters.

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Features
Color-coded spreadsheet
The spreadsheet is color-coded, with purple representing parameters, green representing values, and orange representing intermediate values.
Interactive and configurable
The spreadsheet is fully interactive and configurable, making it easier for users to understand the mechanisms and calculations involved.
Based on NanoGPT structure
The project is based on Andrej Karpathy's NanoGPT structure, which includes roughly 85,000 parameters.
Visual representation
The spreadsheet provides a visual representation of the GPT architecture, making it easier for users to understand the data flow and mechanisms involved.
Verdict
Best forTeams doing Avatars work who need consistent output without a steep learning curve.
Skip ifYou only need this once or twice; the subscription cost won't pay off for occasional use.
Helps users understand GPT architecture: The project provides a visual representation of the GPT architecture, making it easier for users to understand the data flow and mechanisms involved.
Interactive and configurable: The spreadsheet is fully interactive and configurable, making it easier for users to understand the mechanisms and calculations involved.
Based on NanoGPT structure: The project is based on Andrej Karpathy's NanoGPT structure, which includes roughly 85,000 parameters.
Limited to character-based prediction: The project is limited to a character-based prediction system, which may not be suitable for more complex tasks.
Requires updating parameters: The spreadsheet does not contain actual trained weights and parameters, so users should not expect it to calculate correct results without updating the parameters.
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Frequently Asked Questions
nanoGPT is a project that helps users understand how GPT works by representing the internal mechanisms of a transformer in a spreadsheet.
The nanoGPT pipeline is packed in a spreadsheet, allowing users to visualize the entire structure and data flow. The spreadsheet is fully interactive and configurable, making it easier for users to understand the mechanisms and calculations involved.
The project is limited to a character-based prediction system, which may not be suitable for more complex tasks. The spreadsheet does not contain actual trained weights and parameters, so users should not expect it to calculate correct results without updating the parameters.
Yes, the nanoGPT project is available on GitHub and can be accessed for free.
There are no explicit mentions of alternatives to nanoGPT, but users can explore other GPT models and projects that provide similar functionality and understanding of GPT architecture.
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nanoGPT
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