
myui
13.8K posts

myui
@myui
Senior Principal Engineer at Treasure Data. CS Ph.D (Database Systems). Apache Hivemall original creator. Opinions are my own. Feel free to follow/unfollow.


@HedgieMarkets Not sure why companies haven't taken a step back and made real inference infrastructure improvements. DeepSeek has been giving me great results in agent harnesses for 1/10th of the price of these frontier models



The businesses getting the most out of AI right now aren't tech companies. They’re plumbers, agency owners, dentists, Etsy sellers. New data from @OpenAI (cc @RonnieChatterji) makes the pattern clear: tech startups account for about 5% of ~active~ U.S. users doing entrepreneurial work with ChatGPT. The other 95% are spread across services, retail, healthcare, and trades. AI adoption for entrepreneurship isn’t concentrated in tech. It’s happening inside everyday businesses, folding into routine work that used to be slower or outsourced or entirely overlooked.

🚨BREAKING: Meta officially connected Meta Ads to Claude The connector went live on april 29, 2026 The URL is mcp.facebook.com/ads Setup takes about 60 seconds You go to claude settings, add it as a custom connector, authorize via facebook OAuth, and you're in Once connected, claude has full read and write access to your ad account You can tell it what you're selling and who you're targeting, and it builds the entire campaign structure for you Ad sets, targeting, copy, everything It can also monitor your pixel health, upload your product catalog, and generate performance reports 29 tools total, all free during beta This is the workflow agencies charge $3,000 to $5,000 a month for It’s now a one-minute setup inside claude


Agentic AI is reshaping the entire marketing workflow. Campaigns are moving 10–15x faster, personalization is getting sharper, and revenue lift can reach 10–30%. The companies getting ahead are redesigning how marketing gets done end to end. mck.co/42CSSiL




