Denis Yarats

x.com/i/article/2032…

x.com/i/article/2032…

This isn’t accurate. The secure sandbox of Perplexity Computer creates a temporary proxy token for every user session. We choose not to hide it from the user because it’s their token. (They can do whatever they want with it, but I don’t recommend posting it on X) It’s not an API key, it’s a short-lived proxy token associated with the session and user. It’s located in the sandbox, because that’s the point of the sandbox. Anything run through it is billed back to your account. Billing is async, which may have caused this user’s confusion. Don’t worry, as soon as we saw this post we ensured this user’s session token was revoked for security. The session he describes generated 197 billing events. We shared billing details with him directly but can’t publicly. (Billing is done at the proxy, and every cost is attached to the proxy token.) Thank you @YousifAstar for creative security research and collaborative spirit. Everyone else - email is a slow way to reach us! We have a thriving VDP that helps keep all of our products secure. perplexity.ai/hub/security-v…

Advanced Machine Intelligence (AMI) is building a new breed of AI systems that understand the world, have persistent memory, can reason and plan, and are controllable and safe. We’ve raised a $1.03B (~€890M) round from global investors who believe in our vision of universally intelligent systems centered on world models. This round is co-led by Cathay Innovation, Greycroft, Hiro Capital, HV Capital, and Bezos Expeditions, along with other investors and angels across the world. We are a growing team of researchers and builders, operating in Paris, New York, Montreal and Singapore from day one. Read more: amilabs.xyz AMI - Real world. Real intelligence.

We run the entire go-to-market with Perplexity Computer. I’ve had 3 exits and I spent years building real GTM teams. I know how much time, hiring, alignment, and iteration it takes to create a high-performing growth + sales machine that actually works together. With my new project, I’m testing a different approach - one that simply wasn’t available before. Context: @OpenMercato is an open-source framework for building enterprise applications using AI-assisted engineering (CRM, ERP, logistics, internal systems) designed to be production-ready from day one. We run the entire go-to-market with Perplexity Computer. Marketing It created a GTM strategy tailored to our actual traction (GitHub activity, early adopters, positioning) and continuously updates it. Every day it generates concrete marketing opportunities: content ideas, ready-to-post comments in my voice, real-time threads to join, conference CFP applications, newsletter pitches. It scans the entire industry landscape to detect new signals and trigger real-time marketing - when a topic trends, we’re already in the conversation. Sales On the sales side, it analyzes every single lead: role, company size, industry, public footprint, context of the contact person - and suggests the best next action. It prepares contextual updates for ongoing deals, surfaces risks and leverage points, and turns onboarding emails into informed founder-led conversations. What used to require a growth + SDR + ops stack now runs as one autonomous system. Big Thanks to @AravSrinivas and to the Perplexity Team!

Ok, this is insane...🤯 I've just built the most comprehensive RAG system (UX Knowledge base) for me to use in my projects with @perplexity_ai . > Instant, research-backed best practices (548 items) for design > 10X the output quality for Project Aristotle with a grounded knowledge layer: project-aristotle.vercel.app > Ability to present design decisions to stakeholders with cited rationale and data. Data is the new oil. Already shared it with those who pre-purchased @AgenticUi in January as a token of appreciation for support.

Very rarely do I say this: Perplexity Computer is insane. I just automated ~80% of the work I normally do while promoting @OpenMercato . Research. Positioning angles. Competitive scans. Content drafts. Iterations. If you’re in marketing and you’re not experimenting with this kind of tooling, you’re playing last year’s game.