Matt Stockton(@mstockton):Folks - there’s not shortcuts here. You need to have data, you need to understand it, you need to clean it, you need to use it properly, you need to understand how it performs when flowing through your instructions “the biggest alpha for most orgs trying to improve their agents will most def come from obsessively building good Eval + Data + Review hygiene”

Matt Stockton

@mstockton

Mostly tweeting LLM stuff. Working w/ companies to help them do AI and ML @ Writing thoughts here:

Joined January 2009

2.6K Following 9.9K Followers

Matt Stockton@mstockton

2026.09.17 03:38

Folks - there’s not shortcuts here. You need to have data, you need to understand it, you need to clean it, you need to use it properly, you need to understand how it performs when flowing through your instructions “the biggest alpha for most orgs trying to improve their agents will most def come from obsessively building good Eval + Data + Review hygiene”