LinkedIn: Audrey AK!13

AI Data Crisis and Failed Markets

This is a nice short paper/read on how (relatively) small the training data for AI systems are, and due to data moats and hoarding, advances in AI models may start to become limited.

When a data owner shares a piece of data, the owner loses all control over how it will be used, copied, and shared further. When the owner sells a piece of data, they don’t sell the original data — they sell a copy. When a dataset is copied, the global supply goes up, the price goes down, and every customer becomes a competitor for the future sale and use of that data.

This is a nice paper covering this topic and other elements of the AI data crisis.

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Open Source: FitIndex to FitBit (For Garmin Connect)

I got tired of being locked into FitIndex’s ecosystem when I wanted to move my weight tracking data to Garmin Connect. Their CSV export format doesn’t play nicely with other platforms, so I built (Thanks Claude Code!) a simple Node.js converter that transforms FitIndex exports into Fitbit’s CSV format (which most fitness platforms actually support). It handles the timestamp conversion, cleans up the data, and spits out a file you can import anywhere. Nothing fancy, just solves the annoying problem of data portability between fitness apps.

GitHub – paschmann/FitIndexToFitBit: Small Node.js application which converts FitIndex export files (CSV) to FitBit files which can then be uploaded to Garmin Connect. read more