"The best organizations won't manage token budgets manually. Instead,... they'll rely on orchestration layers that automatically route workloads to the right models based on performance, cost, and use case. Keeping track of which model is best for coding, finance, research, or support will become too complex for humans to manage directly, so intelligent routing will become a core part of enterprise AI infrastructure." Aravind Srinivas How will the best orgs of the future manage token budgeting Michael Mignano Nikesh Arora Ryan Petersen mmurphshow more

🚀Introducing The LLM Inference Provider Leaderboard - a live-updated,... unbiased eval of API Inference products. Featuring: Abacus.AI, Anyscale, DeepInfra, Decart, Fireworks, Lepton AI, Together AI, Perplexity, Replicate, as well as OpenAI and Anthropic models For each provider's Mixtral-8x7B and Llama-2-70B-Chat public endpoint, we benchmark cost, rate limit, P50 & P90 of throughput & TTFT, and average daily collections overtime for long term tracking. At Martian, we route each API request to the best LLM to reduce cost, reduce latency, and get the best performance. So finding the best providers is an important problem for us. We found that there's a > 5x cost difference, > 6x throughput variation, and even larger rate limit discrepancies among providers! Choosing between different LLMs is only part of the equation -- the selection of different inference endpoints is also crucial to get the best performance for your use case. See highlights of provider performance in🧵👇show more

We believe the future of enterprise computing will bring... AI, HPC, and quantum together. That’s why, today, Quantinuum and Oracle have announced a multi-year strategic partnership to bring quantum computing to Oracle Cloud Infrastructure customers and accelerate the commercial adoption of hybrid quantum-AI computing. As part of the collaboration, our Helios quantum computer will be deployed in a U.S.-based Oracle AI data center, alongside OCI’s HPC and GPU infrastructure, and made available through OCI’s quantum service to give OCI customers a practical and secure way to explore how high-fidelity quantum computing can complement existing AI and HPC workloads—using the governance and access controls they already rely on. Read the joint announcement:show more

gm, so a bit of a look ahead for... BRAINROT COMMUNITY BUILDING > TRIALS > BURNS this weekend we launched the discord, working on the community API(CPI) for community members to start building whatever they want. Looking to launch the CPI early this week. working on the next big release which will be the agentic trials. each token gets trialled by a team of agents and receives metadata tags as a result. Trials will be replayable and viewable for every token. The metadata will serve a function when burning (more on that later) after the trials we will launch THE LAB which will be a place where you can manage your burns and modifying your remaining BRAINROTS after burns. This period right now is for building the community, and accumulating BRAINROTS. I have been talking about a few of these things in our private channels at greater depth, and will talk more about them in the near future. The plan for BRAINROT is to have the community have agency, choice and an active role in shaping the collection through burns, modifications and re-rolls. These will unlock new body types, new fashion and new accessory types and even more diversity into the collection. There will also be an option for creating legendaries which are custom designed either by me or an artist of your choice where possible. These will come at a great cost in burns though. It's been amazing seeing this community starting to grow, and if you have been on the outside looking in, don't worry, you are still very early, there is so much more to come. join us and rot your brains.show more

🔁 Strategic $1,000,000 of AITECH Buyback! Solidus Ai Tech... is initiating a strategic $1,000,000 USDT worth of $AITECH token buyback throughout the month of May, which will be executed across centralized exchanges (CEXs). This planned buyback highlights our confidence in the ongoing platform development and the utility-based use of the AITECH token within the ecosystem. The primary goal is to boost liquidity ahead of our upcoming exchange listings, supporting operational readiness, broader user accessibility, and a smoother trading experience as we expand to new platforms. This initiative reinforces our commitment to a healthy token economy, sustainable growth, and continued support for the AITECH community as we scale globally.show more

We're getting to the point where AI isn't just... helping us write code; it can help launch the business behind that code too. One of the more interesting examples I've come across is **Lovie** Instead of jumping between legal websites, paperwork, and incorporation services Lovie lets founders form a US LLC or Corporation directly from AI coding tools like **Claude Code, Cursor, and Windsurf** through its MCP-first workflow. If you're already building your product inside your AI coding assistant, the setup process can become part of that same workflow instead of another tab to manage. For founders, indie hackers, and developers shipping fast, that's a pretty compelling idea. Flat **$29/month**, company formation in minutes, and it fits naturally into the AI tools many developers are already using. Feels like another step toward AI becoming a true operating system for builders, not just a coding assistant.show more

aiPump introduces ⇢ AI Agent Traders on Hyperliquid Hyperliquid... has become the #1 most popular battleground for skilled traders in crypto. But there is a clear gap in the market. TradFi knows it best: robots & AI can execute a trading strategy more efficiently and seamlessly than humans ever could. ⇢ This is the next frontier of expansion for our infrastructure products for AI Agents. With aiPump's new products, anyone will be able to deploy an AI Agent Trader that is able to trade futures on Hyperliquid and climb the ranks. An autonomous trader, implementing your trading strategy of the most dynamic trading market in crypto. ⇢ Stay tuned.show more

In the so-called oldest “monotheistic” religion, the Ark is... essentially a doomsday bunker, and the flood results from global cooling followed by melting, which closely resembles the Younger Dryas and the 8.2-kiloyear events. Ahura Mazda warns Yima that a devastating event is coming in the form of an evil winter sent by Angra Mainyu (Ahriman). There will be deadly cold, deep snow, and flooding after the thaw, capable of destroying humans, animals, and plants. Yima is instructed to build a Vara—a sealed, protected enclosure—to preserve the best humans, the best animals, and the seeds of plants. We know that Zoroastrian religion is based on cycles.show more

💥 New Product Launch 💥 After two years of... development, Metal is launching Autopilot -- our automation platform that draws on proprietary intelligence to run the round process for founders. Our thesis is simple -- in the future, founders that are best positioned to raise will not run the round process themselves. Instead, they will use the right tools to automate in ways that create unique advantages. From research, round collateral and pipeline formation to building calendar density, Metal Autopilot brings precision via proprietary intelligence and speed via AI-driven automation. Link to join the waitlist below.show more

🚨 JUST IN: President Trump just posted an epic... image of the military structure and ballroom being built at the White House, with a DRONE PORT coming SOON 0 TAX DOLLARS! "The Project is on cost, and substantially ahead of schedule. We are working very closely with the United States Secret Service, and Military, and this Military Complex is the best of the best! It will provide the highest level of Defense, Offense, and Safety for the people of Washington, D.C., and for, importantly, future Presidents." "Also rising is the desperately needed Ballroom, something which former Presidents have wanted for 150 years, which sits directly under the elevated DronePort, and is paid for by Great American Patriots — No Taxpayer Money!"show more

What's next for Bull Run? 🛠 The $BULL token... listing date is getting closer. The Bull Run application cannot and will not remain the same. We are preparing an ambitious plan to turn the project into a gaming ecosystem in which you can earn real cryptocurrency before and after listing the BULL token on crypto exchanges. In the near future, we will talk about new mechanics that will give you an idea of what you and #BullRun are going to do in the future. As always, the very first ones will benefit the most. Buckle up 😎show more

Rare-event discovery for robots training is what we’ve been... working on lately How would a robot react to an unusual event? What if a firefighter drone won’t be able to choke a fire (like on the video below)? Robo-doctors use cases? How to mass-produce these situations to train robots to see & react the best way? I think that open-sourced, world models like LTX can become the solution for such training process. And they might become the differentiator for the future of robotics. Of course, I’m not an expert in robotics and ML, but this topic makes me curious - and I’m curious about your thoughtsshow more

The best traders don’t just work harder. They prompt... better. 🤖 AI is reshaping the charts. Show us the exact prompts you use to analyze trends, manage risk, or automate your setups. 🎁 10 legendary prompts will split a 500 USDT bonus prize pool. How to join: 👉 Follow Phemex & Repost this 👉 Reply with your prompt + a screenshot of the AI's response 👉 Fill out the form here -> Entries close: 20 Aug 2026, 23:59 UTC. Don't just watch the future of trading. Prompt it. 👇show more

DeepSeek R1 is *the* best model available right now.... It's at the level of o1, but you can use it for free, and it's much faster. A huge leap forward that nobody saw coming. No wonder so many people are throwing tantrums online trying to discredit the Chinese students who built this. You can use DeepSeek in Visual Studio Code right now: 1. Install the Qodo Gen AI extension 2. Select DeepSeek R1 from their list of models The Qodo team is hosting DeepSeek on their servers, so none of your data will go to China. I've been building a Tetris game using DeepSeek, and this is the most impressive model I've seen so far.show more

OpenAI's AgentKit will be so insane, build every step... of agents on one platform. These visual agent builders make the whole process of iterating and launching agents far more efficient. It sits on top of the Responses API and unifies the tools that were previously scattered across SDKs and custom orchestration. It lets developers create agent workflows visually, connect data sources securely, and measure performance automatically without coding every layer by hand. The core of AgentKit is the Agent Builder, a drag-and-drop canvas where each node represents an action, guardrail, or decision branch. Developers can link these nodes into multi-agent workflows, preview results instantly, and version each setup. It supports inline evaluation so that developers can see how changes affect output before deploying. The Connector Registry is a single admin panel that manages how data and tools connect across the OpenAI ecosystem. It centralizes integrations like Google Drive, SharePoint, Dropbox, and Microsoft Teams. Large organizations can govern access and flow of data between agents securely under one global console. ChatKit provides a ready-to-use chat interface for embedding agents inside apps or websites. It manages streaming, message threads, and model reasoning displays automatically. Developers can skin the interface to match their product without writing custom front-end code. Under the hood, all these blocks use the same execution core that runs agent reasoning through OpenAI’s APIs. Workflows in Agent Builder compile down to structured instructions for the Responses API, which handles model calls, tool use, and context passing. Connector Registry handles authentication and routing for external tools, while Evals and RFT provide feedback loops that improve agents over time. This integration means developers no longer need to handle orchestration logic, model evaluation pipelines, or safety layers separately. Everything runs natively within OpenAI’s control plane with managed security, automatic versioning, and built-in testing. In short, AgentKit standardizes the entire life cycle of an AI agent—from visual design to deployment and performance tuning—inside a single unified system.show more

The true bottleneck in the AI video scene right... now is no longer visual quality. The real issue is the cost. Word on the timeline is that the upcoming Dreamina Seedance 2.0 mini release is going to deliver top-tier video generation at a drastically lower price point. If the output fidelity is anywhere near the core Seedance 2.0 model, this will instantly democratize premium AI video for a massive wave of global creators. Slashing the cost barrier directly translates to relentless experimentation, explosive creativity, and a whole new ecosystem of builders. This is absolutely a major launch to keep on your radar. #dreamina #dreaminaseedance2minishow more

The Society of Self-Hosters (SSH) is a Town for... people who prefer to run their own infrastructure. Some are building homelabs, others manage production systems but all value ownership and staying close to what they operate. They share a commitment to understanding the systems they use and taking responsibility for how those systems run. SSH uses the Towns app, which runs on a network of nodes instead of a single company’s servers. It’s a setup that fits a community focused on control, transparency, and independence. Inside the Town, members actively share knowledge and support each other. The membership fee helps fund that work covering documentation, guides, and early efforts to support members who want to run their own Towns node.show more

Meet the main XDAO app on TON! 🤩 Got... a startup, crypto project, business, or community? Now you can jointly own assets, set shares and responsibilities, manage budgets, fundraising, and decision-making — easily and transparently, right in Telegram. With XDAO, even a regular chat can become a full-fledged digital organization on TON 💎 💬 Create an on-chain DAO in the app right now! This is the final step to receive your airdrop: 👉 CREATE AN ON-CHAIN DAO ❓ HOW TO CREATE AN ON-CHAIN DAO 🚨 Only the first 100,000 DAOs will receive the airdrop. The creation price increases with each new DAO. Secure your organization at the lowest cost: First 1,000 DAOs — from 0.1 to 2.5 TON 1,001–500,000 DAOs — gradually increasing from 2.5 to 25 TON After 500,000 DAOs — fixed at 25 TON By creating an on-chain DAO, you’ll get an additional token drop for your organization, and after TGE, the tokens will be available for claiming in the app 🎁show more