Fact-Based Agent Learns Over Time

Knowledge is Eventually Consistent // MLOps Podcast #335 with Devin Stein, CEO of Dosu.

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// 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

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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