Загрузка видео...

Не удалось загрузить видео

На главную

"Consumers are better served when the model provider and the application provider are separate. If the same company owns both, it has an incentive to maximize token consumption rather than optimize for efficiency and customer value. An independent application layer creates competition between models, forcing them to be faster,...

29,948 просмотров • 1 месяц назад •via X (Twitter)

Комментарии: 0

Нет доступных комментариев

Здесь появятся комментарии из оригинального поста

Похожие видео

Most developers can't explain how Single Sign-On (SSO) works. ​ This was one of my favorite questions during technical interviews. I love to ask about it because it's not a trivial topic. ​ Here is a 5-minute overview of how Single Sign-On works. ​ We all hate passwords; the less we use them, the better, and SSO helps with that. ​ When you log in to Google once and visit YouTube, Gmail, Drive, and any other connected service without re-entering your password, three players are working behind the scenes: ​ • A user trying to access an application. You, in this case. • The application you want to access. For example, YouTube. • An Identity Provider (IDP) that will verify your identity. Google, in this case. ​ Here is what happens when you try to access one application for the first time: ​ 1. You try to log in to YouTube, and the application redirects you to the Identity Provider (IDP) for authentication. ​ 2. The IDP (Google) checks your credentials and confirms your identity. It creates a new session for you on its server and sets a session cookie in your browser. ​ 3. The IDP also creates a token for YouTube—a small piece of data that contains information about your identity. ​ 4. Your browser grabs the token and presents it to YouTube. ​ 5. YouTube checks the token, and if it is valid, lets you in. ​ But then you want to access Google Drive: ​ 1. You go to Google Drive, and the application redirects you to the IDP. ​ 2. The IDP recognizes that you are still logged in because you have the session cookie. It doesn't need to ask for your credentials. ​ 3. Instead, the IDP generates a new token for Drive. ​ 4. Your browser grabs the token and presents it to Google Drive. If the token is valid, Drive lets you in. ​ You can now access multiple applications without re-entering your password. This is probably one of the best things we've invented since sliced bread! ​ But, of course, implementing Single Sign-On is a nightmare! If you are a developer, don't try to reinvent the wheel. I've been implementing SSO since dinosaurs were around, and I can tell you you want to check out Auth0. ​ Auth0 makes implementing SSO 100x easier. They just updated their free plan, and you get a lot without having to pay a single cent. 25,000 monthly active users, unlimited social connections, and you can go to production with custom domains. FOR FREE! ​ They are sponsoring this post. To save your time, keep your sanity, and have a really solid and secure solution, head over to their website: ​

Santiago

204,895 просмотров • 1 год назад

The most dangerous thing a company can do right now is rent intelligence from the same place as its competitors (Save this). You cannot rent intelligence from the same place that rents it to your competitor as Chamath Palihapitiya points out. If every company in an industry is feeding their workflows into the same frontier model, they are all converging on the same outputs, the same decisions, the same product improvements. The model becomes the equalizer and everyone pays a premium to become more mediocre. This is happening exactly as Chamath predicted, and the evidence is now concrete. Anthropic and OpenAI have established what analysts are now openly calling an emerging model layer duopoly. Anthropic crossed $45 billion ARR in may 2026, more than tripling from $9 billion at the end of 2025, OpenAI was at roughly $24 to $33 billion ARR at the same time. Together, the two companies combined could hit $160 to $240 billion ARR by end of 2026 and Anthropic and OpenAI now control 88% of enterprise LLM spend. That concentration is the structural problem Chamath is pointing at. And Anthropic isn't just winning on merit because it's actively lobbying for regulatory outcomes that would make that duopoly permanent. Dario Amodei has explicitly framed open source models as unsafe, pushing a safety agenda that, if enshrined in regulation, would effectively make it illegal for enterprises to use the cheaper, private, sovereign alternatives locking them into a closed model dependency by government decree rather than by choice. So you have market forces producing a duopoly, and potential regulatory capture moving to enforce it from the top down. This is exactly why the Nvidia Palantir partnership is not just a product announcement but rather a strategic counter to that duopoly. The logic is straightforward from both sides because If you're Palantir, sitting at the application layer, the last thing you want is to be permanently beholden to Anthropic or OpenAI for the intelligence that powers your product. You want competitive model options, sovereignty and be able to tell enterprise customers they can run AI on their own infrastructure with their own data without any of it touching a frontier lab's servers. If you're Nvidia, sitting at the chip layer, an Anthropic-OpenAI duopoly is an existential concentration risk. Right now, Meta, Google, Microsoft, Amazon, and dozens of other companies buy Nvidia's hardware. If the model layer consolidates into two players, both of which are building their own chips Nvidia faces a monopsony where its best customers are building the tools to displace it. A healthy open source ecosystem where thousands of enterprises train, fine tune, and deploy their own models is Nvidia's ideal market structure. More buyers, more diversity, more demand, less pricing leverage from any single customer.

Milk Road AI

34,298 просмотров • 27 дней назад