Edition ·

July 3, 2026

Channel3

Database of every product on the internet

Channel3 Is Building the Product Graph That Shopping AIs Actually Need

Every AI shopping agent needs a product database. Channel3 built one that covers millions of products from thousands of brands, with sub-2-second lookups and built-in monetization.

Topological

Topological Is Making Physics Simulations 1,930x Faster and Engineers Are Paying Attention

Topology optimization is one of the most compute-intensive tasks in mechanical engineering. Topological built a foundation model called UToP that does it nearly 2,000 times faster than conventional methods with less than 5% error.

AIEngineering

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