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FYI, if you are doing anything high stakes w/data & AI, have it create a replication…

FYI, if you are doing anything high stakes w/data & AI, have it create a replication package and verify separately a…

This is a AI post classified by AGK Intelligence as AI research (a tutorial), kept by the AI Radar because it carries real work, not commentary.

FYI, if you are doing anything high stakes w/data & AI, have it create a replication package and verify separately a w/different model. Invariably, even just preparing the package turns up errors (including numbers with no source!), and then you catch more with the other model

Posted by Martin Chorzempa 马永哲 (10.3k followers) 18 h ago · 8 likes · 1.3k views · view the original post on X. Kept by the AI Radar as AI research.

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Every post is read and classified by AGK Intelligence: what it is, which market it belongs to, and whether the link is a real tool. 65.6k posts from 5k X accounts over the last 14 days, 10.4k tools, 19 markets. New posts are collected several times an hour and the full ranking is recomputed every hour — last update 2026-11-06 16:05 UTC. Full method.