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Math Academy
Math Academy
8 episodes
4 days ago
Stories, challenges, and discoveries from the front lines of building the ultimate math learning system.
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Education
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All content for Math Academy is the property of Math Academy and is served directly from their servers with no modification, redirects, or rehosting. The podcast is not affiliated with or endorsed by Podjoint in any way.
Stories, challenges, and discoveries from the front lines of building the ultimate math learning system.
Show more...
Education
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#4, Part 2 – Knowledge Graph Engineering: Mental Models & War Stories
Math Academy
1 hour 20 minutes 12 seconds
1 month ago
#4, Part 2 – Knowledge Graph Engineering: Mental Models & War Stories

What we covered:

– Building a knowledge graph is like city planning & road construction. Too many prerequisites leading into a single topic creates a cognitive traffic jam.

– Elegantly rewiring a live knowledge graph: the evolution of our tooling and automatic validations. How to avoid staging servers & migrations and NOT have it blow up in your face.

– UI work takes time and adds complexity, so we spend it on the customer. Internal tools are almost entirely command-line; clickable buttons are for customers.

– Justin's transition from research coding to real-time systems. He started with mathy, notebook-driven quant code and had to learn production engineering the hard way. Once he did, it was a massive level-up.

– Alex's plan for dealing with "content papercuts" - small issues that pile up. Inspired by Amazon’s “papercuts team.”

– Our upcoming differential equations course, the last course in the core undergrad engineering math sequence.


Timestamps:

00:00:00 - Building a production-grade knowledge graph is like city planning and road construction

00:07:26 - Elegantly rewiring a live knowledge graph: the evolution of our tooling and automatic validations

00:24:47 - Justin's transition from research coding to real-time systems

00:44:51 - Alex's plan for dealing with "content papercuts" - small issues that pile up

00:58:02 - Our upcoming differential equations course

Math Academy
Stories, challenges, and discoveries from the front lines of building the ultimate math learning system.