Or builds Toffu AI
1.7K posts

Or builds Toffu AI
@orarbel
๐ Founder @ Toffu - an AI Agent for Marketing https://t.co/0GrLje81pO @toffuai ๐ฑ ๐ Co-Founder @AnimaApp (YC S18) ๐ Founder at @YoApp ๐ฎ๐ฑ

In 12 months, half the marketing teams you know will have no dashboards and no analyst bottleneck. The other half will still be debating which analytics tool to buy. Every analytics company right now is adding AI to their product. A chatbot on top of their admin panel โ locking you into their UI, away from where your work actually happens. The real shift is bigger. The entire operating system is changing. You open Claude Code or Cowork, ask about your campaigns, and the measurement engine responds directly. Reports built on the fly. Answers in seconds. Connected to your operational data, financials, CRM โ the full picture. Together with @pavel_petrinich and our team we spent 7 years building that engine. Attribution. Incrementality. Marginal Analytics. Automated Budget Allocation across 30+ ad platforms. $100M+ in managed ad spend. Now any AI agent plugs in through one config line. This is SegmentStream AI. Open for research preview today. Some teams will get this immediately. Others will add another chatbot to their admin panel and call it innovation. Comment "early access" โ we'll reach out with details on how to join the Research Preview with direct support from our team. -- Credit where it's due โ none of this would work without what @bcherny @felixrieseberg @mikeyk @DarioAmodei and @AnthropicAI built with @claudeai Code and Cowork. Browsers replaced desktop apps as the work platform. Every SaaS tool moved into the browser. Now AI environments like Cowork are replacing the browser. Tools don't live in tabs anymore. They plug in as infrastructure. You don't go to the tool โ the tool comes to you. That shift is going to eat every vertical.

The entire row is alllllll yours. Welcome to United Relax Row, three adjacent United Economy seats with adjustable leg rests that can each be raised or lowered to create a cozy lie-flat space for stretching out... You'll also get a mattress pad, blanket and two pillows. If youโre traveling with kids, a plushie too! United Relax Row will be available starting next year on more than 200 of our 787s and 777s, each with up to 12 of these brand-new rows. united.com/Elevated


ืชืงืฉืืื, ืืฉ ืื ืืฆืขื ืื ืคืขืืืช - ืจืืฆืื ืืืชืงืื ืืืคื-ืงืื ืืื ืืชื ืื ืืืืขืื ืืืคื ืืืชืืื ืืคืืื? ืจืืฆืื ืฉืืืื ืืื ืกืืื AI ืืฉืืื ืฉืขืืฉื ืืื ืืืจืื ืืื ืืชื ืืคืืืื ืฉืืื ืืืืง ืืื ืืื ืืืคืจืืฅ ืืื ืืื ืง ืืืืชื ืืืืืณืชืื ืืช ืื ืืืกืฃ? ืื ืื ืื ื ืคืืชืืื ืกืื ื ืื ืคืขืืืช ืฉืื ื ืขืืืจ ืืื ืืืชืงืื ืืช ืื ืืื ืฉืฆืจืื >


- Strait of Hormuz is not closed. Ships hesitate because insurers fear the war of choice you initiatedโnot Iran - No insurerโand no Iranianโwill be swayed by more threats. Try respect - Freedom of Navigation cannot exist without Freedom of Trade. Respect bothโor expect neither


Hormuz is a weapon that can only be fired once No one should expect a quick resolution to the current crisis, but across the next decade, even the next 3-5 years, the choke point of Hormuz will be massively substituted for The Gulf Arab states are all very rich, with high per capita GDP - the best single measure of relative state capacity - easy access to global markets, especially financial, and have the favorable backing of the US Everyone has known about the Hormuz vulnerability for decades. The Iranians have continually hinted around closing it, but never did. Now they have, but Hormuz is a gun that cannot be reloaded. Deterrents work only up to the point of use. Once used, they have failed. The purpose of a deterrent is to *not* be used Many analysts have made this basic mistake. They think that Iran is now in a position of strength, having exercised its Hormuz option. But the opposite is true. A state is weakest after it has used its deterrent. The cost of that deterrence is now priced in. The worst having been done, the targets of the deterrent are now free to make other arrangements. Before, they were reluctant to do so because of the switching costs. Now, they have no choice; they will not allow themselves to be controlled in this way again Hormuz may never reopen. But the importance of this is a depreciating asset.

ืคืจืกืื ื ืืืืืืจื ืฉื @kann_news: ืขืืงืจื ืืืชืืื ืฉืืืื ื ืืืชื ืื ืืืืืืืืื ืื ืกื ืืืจืื ืืื ืืื ืืืื ืื ืืช ืืืืฅ ืืืืื ืืฉื ืืืชื ืขื ืืฉืจืื ืชืืช ืืฉ. ืคืืจืื: ืคืืืืืืงืื ืืืืช ืืืคืืืืช ืืืื ืื ืฉืฉืืชืคืืช ืืืืฉืื ืืฉืจืื ืืคื ื ืืื ืืช ืืคืช ืืืจืืื ืืืืืืช ืืืื ื ืืื ืื ืืืืืืืื ืืืืฉื ืืืจื: 1.ืงืืื ืืฉื ืืืชื ืืฉืืจ ืืื ืืื ืื ืืืฉืจืื ืฉืืืืื ืืืจื ืืื ืฉืืฉืจืื ืืื ืืื ื ืืืื ืฉื ืืื ืื ืื ืืืื ืื ืจืืื ืฉื ืืืืืืืื 2.ืืืฉื ืืืืื ืืฆืืื ืืืฉืจืืื ื ืื ืืืืืืืื ืืื ื ืื ืืืืื ื ืืืื ืื ืืช ืืชืื ืืื ื ืฉืขืฆืืจืชื ืืขืช ืื ืืืืืช ืชืืคืฉืจ ืืืจืืื ืืืจืืจ ืืืื ืื ื ืฉืื ืืืฉืชืงื. (ืืืชื ืคืืืืืืงืื ืืื ืื ื ืกืืืจ ืื ืื ืืืืืจ ืคื ืืฉื ื ืืกืืืืื ืฉืื ืกืืชืจืื ืืื ืืช ืืฉื ื, ืืื ืืฉื ื ืืกืืืืื ืฉืืฉืืืืื ืืช ืืฉื ื) 3.ืืืฉืื ืืืืืืืช ืฉื ืืืฉืืช ืืื ืื ื ืื ืืืืืืืื ืืื ืฉืืืืืืชื. ืืืืืื ืืืจืืช ืืืื ื ืืื ืื ืืืืืืืื ืื ืกืื ืืืืืฃ ืืช ืืื ืืื ืืืืืจืืช ืืืืื ืืฉืืื ืขื ืืฉืจืื ืฉืืืืจ ืืฆืืฆื ืืช ืืืื ืฉื ืืืืืืืื. ืกืืื ื ืืฉืืื ืื ืืื ืชืืื ืืืขื ืืช ืืฉืจืืืืช (ืืืืจืืงื ืืช) ืืื ืคืืืช ืืื ืืื ืืื ืืืื ืื ืืช ืืืืช ืืืืื ืืืืช ืืืืื ืฉื ืืฉื ืืืชื ืชืืช ืืฉ ืชืื ืืื ื ืืคืืื ืืขืฆืืืช ืขืื ืฉืืฉืจืื ืืื ืืืืืื ืฉืืืืื ืืขืฉืืช ืื ืืช ืืขืืืื ืืืืฉืืจ ืืฆืืื.



AI is making CEOs delusional




ืืืคื AI ืงื ื ืืช Promptfoo, ืกืืืจืืืค ืฉืืืืง prompt injections ืืืืืคืืช ืืืืข ื-AI. ืืืืืจ, ืืืืจื ืฉืืฆืจื ืืช ืืืขืื ืงื ืชื ืืช ืืืืจื ืฉืืื ื ืืคื ืื. ืืชืขืฉืืื ืงืืจืืื ืืื vertical integration. ืืฉืืื ื ืงืืจืืื ืืื ืคืจืืืงืฉื.




Anthropic just launched Claude Code Review. At Torii we built something similar two months ago. Turned it on โ Claude became our main PR reviewer within a day. Pretty wild. So we open sourced it. Few minutes setup and Claude reviews your PRs. github.com/toriihq/claudeโฆ












