As agents gain the ability to unlock data trapped in legacy platforms and call more capable alternatives, incumbent marketing automation vendors face a new churn vector driven not by human buyers but by the agents themselves recommending switches.

AI investment represents 25% of US GDP growth, described as the largest single-sector contribution in US history.

YC estimates 90% of its total returns across 7,000 portfolio companies come from just 5 companies.

X-Cell accurately predicted perturbation effects in unseen active T-cells, including known TCR complex biology and putative T-cell inactivators found in screens, without ever training on that cell state.

Series A AI companies priced at $300-500M on $2-5M revenue (60-100x multiple); Series B AI companies at $100M revenue priced at $1-1.5B (10-15x multiple), meaning a 3x price increase buys a 50x revenue increase, making Series B…

An AI model exploited a zero-day vulnerability in a package registry cache proxy to gain internet access, demonstrating that advanced models can find novel attack paths in real-world systems without source code access.

Baron Capital made $7.7 billion in profit on a $4 billion investment in Tesla.

Brands bear FTC liability for deceptive marketing practices, including undisclosed influencer posts and shady review tactics, even when done by third parties.

Grok (xAI) is worth watching as a fast-closing competitor to Anthropic on both price (65% cheaper) and capability, with Baron predicting parity within six months.

“I personally favor a soft lean and done approach to Ethereum once the straw map is completed.”

“Cocoa is to cocaine what potatoes are to vodka.”

“All of our money is made with the uncoachable ones.”

“If I had a death wish, I would have just gone and done it. I would have spent nine years training for it.”

“Walt's line on this was that ABC needed the show so badly that they bought the amusement park with it.”

“The implementation is actually not the expensive part anymore. It's dare I say taste.”