Knowledge is Eventually Consistent // Devin Stein // #335

Knowledge is Eventually Consistent // MLOps Podcast #335 with Devin Stein, CEO of Dosu.Grateful to  @Databricks  and  @hyperbolic-labs  for supporting our podcast and helping us keep great conversations going.Join the Community: https://go.mlops.community/YTJoinInGet the newsletter: https://go.mlops.community/YTNewsletter// AbstractAI as a partner in building richer, more accessible written knowledge—so communities and teams can thrive, endure, and expand their reach.// BioDevin is the CEO and Founder of Dosu. Prior to Dosu, Devin was an early engineer and leader at various startups. Outside of work, he is an active open source contributor and maintainer.// Related LinksWebsite: https://github.com/devsteinhttps://www.youtube.com/watch?v=sC8aW47DqPghttps://www.youtube.com/watch?v=PuM0Gd3txfQhttps://www.youtube.com/watch?v=ah6diDQ9wywhttps://www.youtube.com/watch?v=x22FEQic8lg~~~~~~~~ ✌️Connect With Us ✌️ ~~~~~~~Catch all episodes, blogs, newsletters, and more: https://go.mlops.community/TYExploreJoin our Slack community [https://go.mlops.community/slack]Follow us on X/Twitter [@mlopscommunity](https://x.com/mlopscommunity) or [LinkedIn](https://go.mlops.community/linkedin)] Sign up for the next meetup: [https://go.mlops.community/register]MLOps Swag/Merch: [https://shop.mlops.community/]Connect with Demetrios on LinkedIn: /dpbrinkmConnect with Devin on LinkedIn: /devstein/Timestamps:[00:00] Devin's preferred coffee[00:53] Facts agent overview[03:47] Decision state detection[07:55 - 8:41] Databricks ad[08:42] Context-dependent word meanings [15:25] Fact lifecycle management[24:40] Maintaining quality documentation[30:10 - 31:06] Hyperbolic ad[31:07] Agent collaboration scenarios [38:22] Knowledge maintenance[44:10] Deployment and integration strategies[48:13] Flywheel data approach[51:54] Horror story engineering function[54:32] Wrap up