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Jon Shulkin
@jon
Joined November 2011
435 Following    6.9K Followers
Answering the questions on the brain. Karpathy method didn’t fully solve the private data file enablement problem. What did work was conversion to text, indexing, embedding, and chunking the files, building a wiki, then using Grok Build over the top of the file vault as the intelligence layer with a MCP. Requires an always on device.
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