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

Page: https://stenobird.com/podcast/mlops-community/knowledge-is-eventually-consistent-devin-stein-335
Text version: https://stenobird.com/podcast/mlops-community/knowledge-is-eventually-consistent-devin-stein-335.md
Podcast: [MLOps.community](https://stenobird.com/podcast/mlops-community)
Published: 2025-08-17T14:00:34+00:00
Episode link: https://podcasters.spotify.com/pod/show/mlops/episodes/Knowledge-is-Eventually-Consistent--Devin-Stein--335-e36s25a
Audio file: https://anchor.fm/s/174cb1b8/podcast/play/106874474/https%3A%2F%2Fd3ctxlq1ktw2nl.cloudfront.net%2Fstaging%2F2025-7-14%2F405673722-44100-2-18715969337a.mp3
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JSON: https://stenobird.com/v1/public/podcasts/mlops-community/episodes/knowledge-is-eventually-consistent-devin-stein-335
Duration seconds: 3314

## Resource

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/YTJoinIn Get the newsletter: https://go.mlops.community/YTNewsletter // Abstract AI as a partner in building richer, more accessible written knowledge—so communities and teams can thrive, endure, and expand their reach. // Bio Devin 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 Links Website: https://github.com/devstein https://www.youtube.com/watch?v=sC8aW47DqPg https://www.youtube.com/watch?v=PuM0Gd3txfQ https://www.youtube.com/watch?v=ah6diDQ9wyw https://www.youtube.com/watch?v=x22FEQic8lg ~~~~~~~~ ✌️Connect With Us ✌️ ~~~~~~~ Catch all episodes, blogs, newsletters, and more: https://go.mlops.community/TYExplore Join 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: /dpbrinkm Connect 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 int…

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