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Simon Edwardsson's Projects and Writing

A personal site about practical experiments with AI, software, hardware, music, and language learning.

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The beginning of the file, from our validated copy saved 2026-10-21T08:08:10.164Z. Cached copy · Source on simedw.com

# Simon Edwardsson's Projects and Writing

> A personal site about practical experiments with AI, software, hardware, music, and language learning.

Simon Edwardsson is co-founder of V7 and writes detailed, first-hand accounts of systems he builds, including what worked, what failed, and what he learned.

## Projects

- [Featured projects](https://simedw.com/projects/): A visual overview of selected work.
- [RollTab](https://simedw.com/2026/08/20/midi-autocomplete/): A 125M-parameter model that continues piano performances entirely on an iPhone.
- [Ear](https://simedw.com/2026/01/31/ear-pronunication-via-ctc/): An on-device model that shows what your Mandarin sounded like, syllable by syllable.
- [Spegel](https://simedw.com/2025/06/23/introducing-spegel/): An AI browser that rewrites the web for your terminal.
- [LangSeed](https://simedw.com/2025/12/15/langseed/): A language-learning app that explains new words using only words you already know.
- [Magic Eye](https://simedw.com/2026/03/10/magic-eye/): A generator, decoder, and macOS screensaver for images hidden inside patterned noise.

## Writing

- [Training a 125M-parameter Model to Autocomplete Piano](https://simedw.com/2026/08/20/midi-autocomplete/): RollTab is a real-time piano MIDI autocomplete model and iPhone app.
- [How to force AI agents to use an egress proxy](https://simedw.com/2026/06/05/proxy-agents/): How we make a proxy the only way out of an AI agent sandbox.
- [Building a Magic Eye Generator and Decoder](https://simedw.com/2026/03/10/magic-eye/): Magic Eye autostereograms encode depth using repeated pixel patterns. This post shows how to generate them and how to recover the depth map.
- [A 9M-parameter Mandarin pronunciation tutor](https://simedw.com/2026/01/31/ear-pronunication-via-ctc/): Mandarin pronunciation is hard, so I trained a 9M-parameter CTC model on 300 hours of speech to grade my pronunciation. It runs entirely on-device.
- [Coding Agents are Good First-Time User Testers](https://simedw.com/2026/01/18/agent-user-testing/): Coding agents encode years of software conventions. Their confusion is often a signal that your interface is asking too much of a new user.
- [Learning a Language Using Only Words You Already Know](https://simedw.com/2025/12/15/langseed/): LangSeed is a proof-of-concept language learning app that defines new words using only the vocabulary you already know, with emojis bridging semantic gaps
- [You need an #ideation channel](https://simedw.com/2025/12/09/ideation/): Product decisions shouldn't be democratic, but great ideas can come from anywhere.
- [Is Gemini 2.5 good at bounding boxes? Sort of...](https://simedw.com/2025/07/10/gemini-bounding-boxes/): I decided to write a small benchmark and check Gemini 2.5 performance on MS-COCO, focusing on object detection.
- [Books are malleable](https://simedw.com/2025/06/30/books-are-malleable/): What if we could modify books as easily as we tweak open-source software? Perhaps we already can.
- [Spegel -
…

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