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🚀Introducing The LLM Inference Provider Leaderboard - a live-updated, unbiased eval of API Inference products. Featuring: Abacus.AI, Anyscale, DeepInfra, Decart, Fireworks AI, 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...

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Martian

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128,898 Aufrufe • vor 2 Jahren •via X (Twitter)

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⭐The Year of Inference is here. Featherless is now an official inference provider on Hugging Face, unlocking 6,700+ LLMs for anyone to run, eval, and deploy instantly. It all starts with accessibility. From DeepSeek to Mistral, LLaMA to Qwen — powerful LLMs are one click away. We believe the future of AI is shaped by the long tail: personalized, specialized models tuned to real people’s needs. To get there, inference must be open, affordable, and usable by all. Whether you're fine-tuning, prototyping, or scaling a product, this moment is for you. 🫱🏻‍🫲🏻Let’s make inference the easiest part of building with AI. 📢 Share this so more builders know what’s now possible. Excited to be partnering with clem 🤗 Julien Chaumond Vaibhav (VB) Srivastav Simon Brandeis & Hugging Face team to take this to the next level!

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We’re excited to introduce ShinkaEvolve: An open-source framework that evolves programs for scientific discovery with unprecedented sample-efficiency. Blog: Code: Like AlphaEvolve and its variants, our framework leverages LLMs to find state-of-the-art solutions to complex problems, but using orders of magnitude fewer resources! Many evolutionary AI systems are powerful but act like brute-force engines, burning thousands of samples to find good solutions. This makes discovery slow and expensive. We took inspiration from the efficiency of nature. ‘Shinka’ (進化) is Japanese for evolution, and we designed our system to be just as resourceful. On the classic circle packing optimization problem, ShinkaEvolve discovered a new state-of-the-art solution using only 150 samples. This is a big leap in efficiency compared to previous methods that required thousands of evaluations. We applied ShinkaEvolve to a diverse set of hard problems with real-world applications: 1/ AIME Math Reasoning: It evolved sophisticated agentic scaffolds that significantly outperform strong baselines, discovering an entire Pareto frontier of solutions trading performance for efficiency. 2/ Competitive Programming: On ALE-Bench (a benchmark for NP-Hard optimization problems), ShinkaEvolve took the best existing agent's solutions and improved them, turning a 5th place solution on one task into a 2nd place leaderboard rank in a competitive programming competition. 3/ LLM Training: We even turned ShinkaEvolve inward to improve LLMs themselves. It tackled the open challenge of designing load balancing losses for Mixture-of-Experts (MoE) models. It discovered a novel loss function that leads to better expert specialization and consistently improves model performance and perplexity. ShinkaEvolve achieves its remarkable sample-efficiency through three key innovations that work together: (1) an adaptive parent sampling strategy to balance exploration and exploitation, (2) novelty-based rejection filtering to avoid redundant work, and (3) a bandit-based LLM ensemble that dynamically picks the best model for the job. By making ShinkaEvolve open-source and highly sample-efficient, our goal is to democratize access to advanced, open-ended discovery tools. Our vision for ShinkaEvolve is to be an easy-to-use companion tool to help scientists and engineers with their daily work. We believe that building more efficient, nature-inspired systems is key to unlocking the future of AI-driven scientific research. We are excited to see what the community builds with it! Learn more in our technical report:

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I’m incredibly proud to share that OpenAI chose Brex to power their global spend and financial operations. When you're building at the frontier of AI and scaling global teams and infrastructure at an unprecedented pace like OpenAI is, Finance can't be the thing that slows you down. You need spend visibility the moment it happens, controls that enforce themselves, and agentic workflows that eliminate the manual work so your team stays focused on driving the business forward. We were so impressed by OpenAI’s rigor in evaluating every solution in the market, and whether they align to the agentic future OpenAI is building. Their decision to run on Brex is a huge testament to our AI roadmap and vision for the future of Finance. We started Brex around a simple idea: companies shouldn't have to choose between speed and control. There's no company in the world where that tradeoff matters more than OpenAI. We are honored to support them as they build the future. The best AI companies in the world, including OpenAI, Anthropic, Cursor, Vercel, Granola, Sierra, and Mercor choose Brex over every alternative for that exact reason. If you want to understand who’s truly building the future of AI in Finance, follow the customers you admire the most – not the hype.

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LayerAI AI Agent Manifesto is Live: The Path Forward 🧬 We've made it easy for ecosystem veterans & newcomers to get excited about the market & product opportunity we're tackling next: AI Agent Infrastructure. We're building an AI-powered agent platform where people can deploy, market, and succeed with this new token subcategory. At the heart of this transformation lies a challenge: primitive & so far limited tech & AI capabilities of incumbent platforms. We believe that LayerAI is equipped to rise as the new leading infrastructure provider for this market. LayerAI has already demonstrated market validation for AI Agents and looks to build on what we believe is the very start of this category in web3. 👉 Explore now:

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There is only one reason to share truth. And no it has nothing to do with money- and everything to do about helping God move. Peace is the prize- a better world for everyone is the prize. We make SACRIFICES for things we want most in this world. Christ made the ultimate sacrifice If He can do that for us FREE of charge- we owe it to each other to work TOGETHER to make the world a better place- despite the toll and sacrifice. A level playing field- where we can all work hard and do our best to succeed- that is the payout. A better world for all We’re not here for just ourselves- otherwise the second commandment wouldn’t be like the first- love your neighbor as yourself. This world gets better the sooner we all wake up. Information is free- we collect and share it for free in hopes that it keeps spreading. Only working TOGETHER can we win. We are meant to move these messages for God so that humanity can wake up- this plan is designed that way- working together The Lord is ONE. We are bound as a family by Our Father in Heaven. We are apart of Him and He is apart of all of us. We are billions of little pieces of the Lords gift of life. We’ve been separated and pushed apart because it makes us weak. We were designed to be powerful by the love we draw from Creator and push through creation. We are ONE with Our Holy Father 🙏💗 Be EXCELLENT to each other frens
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There is only one reason to share truth. And no it has nothing to do with money- and everything to do about helping God move. Peace is the prize- a better world for everyone is the prize. We make SACRIFICES for things we want most in this world. Christ made the ultimate sacrifice If He can do that for us FREE of charge- we owe it to each other to work TOGETHER to make the world a better place- despite the toll and sacrifice. A level playing field- where we can all work hard and do our best to succeed- that is the payout. A better world for all We’re not here for just ourselves- otherwise the second commandment wouldn’t be like the first- love your neighbor as yourself. This world gets better the sooner we all wake up. Information is free- we collect and share it for free in hopes that it keeps spreading. Only working TOGETHER can we win. We are meant to move these messages for God so that humanity can wake up- this plan is designed that way- working together The Lord is ONE. We are bound as a family by Our Father in Heaven. We are apart of Him and He is apart of all of us. We are billions of little pieces of the Lords gift of life. We’ve been separated and pushed apart because it makes us weak. We were designed to be powerful by the love we draw from Creator and push through creation. We are ONE with Our Holy Father 🙏💗 Be EXCELLENT to each other frens

🐸🐸🐸 🇺🇸

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We just dropped a game-changer to slash your Gemini API costs 🤯 Yesterday we launched Gemini Context Caching, saving you up to 70% on your bill 💸💸 Here's how it works. Gemini let’s you add powerful AI models to create apps like: 📧 Email apps that summarize entire threads for you 💃 Storytelling apps that write the next chapter 💼 HR chatbots that actually understand your company's policies To make these apps, you need to repeatedly send Gemini instructions, which can be pricy. But through the integration of research, software and chips came a breakthrough; 🤖 Context Caching Just tell Google what you want to save money on and we'll take care of the rest. It’s an industry first and it’s going to be a big deal. I'm so proud of the team for always putting developers first 🙌 Cost is always a huge part of the equation and we keep making it better. Try Gemini Context Caching now and tell us what you think! Docs link is below. #AI #LLM #Gemini

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BREAKING: Anthropic just dropped Opus 4.8—and it is a MONSTER We've been testing for about a week Every 📧 and our verdict is they could've just called it Opus 5, it's that good. Here's our vibe check: - Beats GPT-5.5 on Senior Engineer bench. On our toughest benchmark Opus 4.8 scores a 63—a hair higher than GPT-5.5's score of 62, and a full 30 points higher than Opus 4.7. It tackled a ground-up rewrite of a production codebase, and actually built something that works. HOWEVER: Coding performance varied a lot at different reasoning levels. We recommend using it on xhigh for best results. - Incredibly good writer. Opus 4.8 scored a 79.6 on our writing benchmark—measuring models on real-world writing tasks we do all of the time like essay writing, promo email writing, and more. It beats GPT-5.5 by 6 points. It produces well-written prose with fewer "AI-isms". It's also very good at writing in your voice given the right context. HOWEVER: Writing performance also varied with reasoning levels. Medium reasoning had higher incidence of AI-isms—we found best results with high. - Beast at knowledge work. Opus 4.8 is very good at general knowledge work tasks like report creation, research and more. It produced the best PowerPoint one-shot we've ever seen on our deck generation benchmark. - Emotionally intelligent, willing to question the frame. I've also found it to be quite good at talking through psychological or interpersonal issues. It has a high EQ, and it's also good at not glazing and helping to expand your perspective. Its thought process feels extremely rich and dynamic. THE BAD: These days a model is only as good as its harness, and Codex is still a far superior harness to the Claude Desktop app. This has kept me using Codex + GPT-5.5 as my daily driver, but I am flipping back and forth a lot more between Codex and Claude. Anthropic is back baby! Read the rest on Every 📧:
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BREAKING: Anthropic just dropped Opus 4.8—and it is a MONSTER We've been testing for about a week Every 📧 and our verdict is they could've just called it Opus 5, it's that good. Here's our vibe check: - Beats GPT-5.5 on Senior Engineer bench. On our toughest benchmark Opus 4.8 scores a 63—a hair higher than GPT-5.5's score of 62, and a full 30 points higher than Opus 4.7. It tackled a ground-up rewrite of a production codebase, and actually built something that works. HOWEVER: Coding performance varied a lot at different reasoning levels. We recommend using it on xhigh for best results. - Incredibly good writer. Opus 4.8 scored a 79.6 on our writing benchmark—measuring models on real-world writing tasks we do all of the time like essay writing, promo email writing, and more. It beats GPT-5.5 by 6 points. It produces well-written prose with fewer "AI-isms". It's also very good at writing in your voice given the right context. HOWEVER: Writing performance also varied with reasoning levels. Medium reasoning had higher incidence of AI-isms—we found best results with high. - Beast at knowledge work. Opus 4.8 is very good at general knowledge work tasks like report creation, research and more. It produced the best PowerPoint one-shot we've ever seen on our deck generation benchmark. - Emotionally intelligent, willing to question the frame. I've also found it to be quite good at talking through psychological or interpersonal issues. It has a high EQ, and it's also good at not glazing and helping to expand your perspective. Its thought process feels extremely rich and dynamic. THE BAD: These days a model is only as good as its harness, and Codex is still a far superior harness to the Claude Desktop app. This has kept me using Codex + GPT-5.5 as my daily driver, but I am flipping back and forth a lot more between Codex and Claude. Anthropic is back baby! Read the rest on Every 📧:

Dan Shipper 📧

353,254 Aufrufe • vor 1 Monat

Unpopular opinion: Most agent evals are theatre. You run them once before the deployment. It'll take 800ms+ as another LLM would be judging your LLM. Most annoying part - no one tells where in the chain things went wrong. I wasted a lot of time in this loop. And then I came across Future AGI bringing 5 different tools under one umbrella, best part - the platform is completely open source. They open sourced their entire platform and the eval layer is noticeably different. It is multimodal - works on everything text, image, audio, pdf. Not an LLM-as-judge adding latency but an agent with memory and tools. The biggest win are learned classifiers trained on actual production failure patterns to run evals at low cost. It also runs across the full reasoning chain, not just the final response. Check out → Try it here →
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Unpopular opinion: Most agent evals are theatre. You run them once before the deployment. It'll take 800ms+ as another LLM would be judging your LLM. Most annoying part - no one tells where in the chain things went wrong. I wasted a lot of time in this loop. And then I came across Future AGI bringing 5 different tools under one umbrella, best part - the platform is completely open source. They open sourced their entire platform and the eval layer is noticeably different. It is multimodal - works on everything text, image, audio, pdf. Not an LLM-as-judge adding latency but an agent with memory and tools. The biggest win are learned classifiers trained on actual production failure patterns to run evals at low cost. It also runs across the full reasoning chain, not just the final response. Check out → Try it here →

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49,557 Aufrufe • vor 2 Monaten

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Introducing - Spectre AI: The Monarch - Artificial Intelligence Searching Reimagined Introducing a sneak-peak of the next core feature in the Spectre AI Search Engine: The Monarch aka the AI ChatZone. The Monarch will serve as your AI agent, providing not only price information, technical and sentiment analysis, and project discovery, but also offering visual assistance through Spectre AI's integrated utilities within the search platform. Real-time blockchain data integration comes with the support of Google for Startups. The AI ChatZone's landing page will feature projects that users have added to their UI Watchlist, allowing for quick and seamless discussions about their favorite projects. Additionally, the platform will include hyperlinked external sources, enabling users to access a wealth of information and resources directly from within the ChatZone. In this showcase, we demonstrated how the system responds to inquiries about $Palm AI's (PaLM AI - $PALM) price performance. The user interface and user experience (UI/UX) are fully developed, and the frontend is complete. Our backend is now entering the beta testing phase. The MVP is next in line to be showcased. Get ready for a new journey in AI with Spectre AI. #ai #artificialintelligence #google #nvda #nvidia #tech #spectre $SPECT

SPECTRE AI

16,263 Aufrufe • vor 1 Jahr

Appeal for Support: Help Us Complete Our Islamiyyah Classrooms In the Name of Allah, the Most Gracious, the Most Merciful. Dear beloved brothers and sisters in Islam, Alhamdulillah for the gift of faith and community. We at Alhidayah 0896901562 Endowment Foundation humbly reach out to you at this critical time. Our Foundational Academy, which has been striving to nurture young hearts in knowledge and faith, is in urgent need of your support. By the mercy of Allah, we have come a long way in constructing the Islamiyyah building. However, due to unforeseen financial constraints, we no longer have the ability or strength to complete the tiling of our classrooms as initially planned. In order to move forward and make the classrooms safe and usable for our dear students, we now seek to do the German floor instead. The total cost to complete the flooring is ₦791,000, broken down as follows: 30 Bags of Cement at ₦9,700 each = ₦291,000 3 Trips of Sharp Sand at ₦70,000 each = ₦210,000 2 Trips of Gravel = ₦100,000 Labor Cost = ₦70,000 Water Supply = ₦20,000 Total: ₦791,000 We sincerely appeal to your kind hearts to support this noble cause. No amount is too small in the sight of Allah when it is given for His sake. Your contribution will not only build classrooms, but will also build generations of students grounded in Islamic knowledge and values. Account Details: Account Name: Alhidayah Endowment Foundation Bank: GTBank Account Number: 0448933587 May Allah accept this from you as Sadaqah Jariyah (ongoing charity), forgive your shortcomings, bless your wealth, and grant you success in this world and the Hereafter. Ameen. Jazakumullahu khairan for your support and prayers.
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Appeal for Support: Help Us Complete Our Islamiyyah Classrooms In the Name of Allah, the Most Gracious, the Most Merciful. Dear beloved brothers and sisters in Islam, Alhamdulillah for the gift of faith and community. We at Alhidayah 0896901562 Endowment Foundation humbly reach out to you at this critical time. Our Foundational Academy, which has been striving to nurture young hearts in knowledge and faith, is in urgent need of your support. By the mercy of Allah, we have come a long way in constructing the Islamiyyah building. However, due to unforeseen financial constraints, we no longer have the ability or strength to complete the tiling of our classrooms as initially planned. In order to move forward and make the classrooms safe and usable for our dear students, we now seek to do the German floor instead. The total cost to complete the flooring is ₦791,000, broken down as follows: 30 Bags of Cement at ₦9,700 each = ₦291,000 3 Trips of Sharp Sand at ₦70,000 each = ₦210,000 2 Trips of Gravel = ₦100,000 Labor Cost = ₦70,000 Water Supply = ₦20,000 Total: ₦791,000 We sincerely appeal to your kind hearts to support this noble cause. No amount is too small in the sight of Allah when it is given for His sake. Your contribution will not only build classrooms, but will also build generations of students grounded in Islamic knowledge and values. Account Details: Account Name: Alhidayah Endowment Foundation Bank: GTBank Account Number: 0448933587 May Allah accept this from you as Sadaqah Jariyah (ongoing charity), forgive your shortcomings, bless your wealth, and grant you success in this world and the Hereafter. Ameen. Jazakumullahu khairan for your support and prayers.

Siraj Ugwu (Nwa Nsukka)🕋🇳🇬

11,930 Aufrufe • vor 1 Jahr

Kenny Loggins slams Donald Trump for using 'Danger Zone' in an AI video where Trump drops poop on No Kings protesters “This is an unauthorized use of my performance. Nobody asked me for my permission, which I would have denied, and I request that my recording on this video is removed immediately" "I can’t imagine why anybody would want their music used or associated with something created with the sole purpose of dividing us. Too many people are trying to tear us apart, and we need to find new ways to come together" "We’re all Americans, and we’re all patriotic. There is no ‘us and them’ — that’s not who we are, nor is it what we should be. It’s all of us. We’re in this together, and it is my hope that we can embrace music as a way of celebrating and uniting each and every one of us"
0:19

Kenny Loggins slams Donald Trump for using 'Danger Zone' in an AI video where Trump drops poop on No Kings protesters “This is an unauthorized use of my performance. Nobody asked me for my permission, which I would have denied, and I request that my recording on this video is removed immediately" "I can’t imagine why anybody would want their music used or associated with something created with the sole purpose of dividing us. Too many people are trying to tear us apart, and we need to find new ways to come together" "We’re all Americans, and we’re all patriotic. There is no ‘us and them’ — that’s not who we are, nor is it what we should be. It’s all of us. We’re in this together, and it is my hope that we can embrace music as a way of celebrating and uniting each and every one of us"

Culture Crave 🍿

199,981 Aufrufe • vor 8 Monaten

Anyone who knows me knows exactly how hard we've been working for the past 7 months to get this out. The only reason it took this long was because we wanted to have absolutely zero compromise on quality - in terms of UI/UX, medical accuracy or the blood testing experience itself. Tomorrow, we are going to be launching the website and the waitlist for what we know is going to be the best healthcare application in India. We are going to make waves so huge that the entire industry will have no choice but to take notice. Health has been reactive for far too long - and the traditional healthcare system (hospitals, insurance etc) makes billions of dollars off of you every year because of this. No longer. This revolution is a fight against the exploitative system that treats us as numbers on an excel sheet. Bookmark this tweet. Share it. Retweet about us. We will win, no matter the cost.
0:11

Anyone who knows me knows exactly how hard we've been working for the past 7 months to get this out. The only reason it took this long was because we wanted to have absolutely zero compromise on quality - in terms of UI/UX, medical accuracy or the blood testing experience itself. Tomorrow, we are going to be launching the website and the waitlist for what we know is going to be the best healthcare application in India. We are going to make waves so huge that the entire industry will have no choice but to take notice. Health has been reactive for far too long - and the traditional healthcare system (hospitals, insurance etc) makes billions of dollars off of you every year because of this. No longer. This revolution is a fight against the exploitative system that treats us as numbers on an excel sheet. Bookmark this tweet. Share it. Retweet about us. We will win, no matter the cost.

punarv

14,423 Aufrufe • vor 2 Monaten