Anthropic filed an S-1 for a Nasdaq listing under the ticker ANT, while OpenAI works toward a private round at a $1.25T1 valuation. Meta separately plans to raise up to $95 billion in equity for AI infrastructure.
Sungkyunkwan University's SAG framework calls on a critic only when a step looks uncertain. In an arXiv preprint, task failure falls from 75.4% to 21.7% at roughly a third of the compute.
Source: techxplore.comcto.new wraps chat-driven agent teams around a website builder, Stripe payments and a business inbox. A solo operator can go from idea to a site that takes money inside a single workspace.
In Jinan, AgiBot ran full-size Expedition A3 humanoids through a routine of almost six minutes. It included jumps, flips, wave patterns and shifting formations.
Anthropic filed an S-1 with the SEC for an IPO, as OpenAI nears a $30B3 private round at a $1.25T1 valuation.
Why it mattersAnthropic customers will soon see its audited revenue and losses in a public filing, giving them a firmer read on the vendor's durability than OpenAI's privately set valuation offers.
Continue readingThe Nasdaq rose 0.82% and the S&P 500 gained 0.70% while WTI crude fell 1.87%, so equities advanced even as oil slid; the crypto Fear & Greed index held at 48 (Neutral).
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View the media kit →The Rundown's main feature is a new Microsoft Copilot course led by Shane Young, a Microsoft MVP of 21 years, who maps the Copilot ecosystem and matches each task to the simplest safe option. It covers choosing between Copilot Chat, app Copilots, cowork and Copilot Studio, grounding prompts in files, and licensing and data protection checks before company data is used.
TLDR Founders argues that AI changes what marketing teams need from shared storage: a history of every change and the reason for it, a safe way to revert, and independence from any single AI vendor. It says GitHub provides all three without technical support and predicts marketing teams will be on GitHub within a year.
Agents Hit 78% on One-Third the Compute
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cto.new's pricing page offers a free-forever plan with a full AI team attached, so the only real cost of trying it is deciding what you will let the agents touch.
cto.new wraps chat-driven agent teams around a website builder, Stripe payments and a business inbox, which gets a solo operator from idea to a site that takes money inside one workspace. Freelancers and one-person agencies should start on the free plan with a single scoped job, because public complaints about Premium credit limits and unreachable support argue for keeping your domain and revenue on a short leash until it earns trust.
Got free access to strong agents that understood a GitHub repo and tested changes before merging, which substantially improved older projects.Paraphrased · Product Hunt
Lumi.new builds websites, launch pages and ecommerce shops through a chat-based workflow with no coding, then publishes them in one click. Describe the page you need, review what it generates, then adjust the styling and layout before going live. It is freemium, with paid options starting at $2512/month, so test a throwaway launch page on the free tier before committing.
Try itTOOOLS.design is a free, curated directory of more than 2,40013 design tools that has been updated weekly since 2019. Version 2.0 was rebuilt from scratch with an AI search that understands natural-language questions. Type what you are trying to do, such as 'prototype a mobile onboarding flow', then filter the results by price, category and use case. Subscribe to the weekly newsletter if your team needs a steady feed of new resources.
Try itSynikaa offers two emotionally intelligent AI characters, Haru and Natori, who listen, respond with real facial expressions and remember past conversations, so they grow with you over time. Use it as a low-pressure space to talk through your day or rehearse a difficult conversation out loud. It has free options. Treat it as a reflective companion, and turn to a qualified professional for serious mental health support.
Try itHairstyle AI generates different hairstyles from photos you upload, so you can see a cut or color on your own face before booking an appointment. Upload several well-lit, front-facing shots for more convincing results. Then bring your favorite renders to your stylist as a reference.
Try itLLM agents combine models with execution harnesses, so agentic benchmark performance reflects their joint behavior. We argue that harnesses should therefore be evaluated through their interactions with underlying models.
VitaBench VCR is near ceiling: every core configuration has a VCR of at least 98%, and the within-benchmark additive residuals lie within one percentage point of zero.Read the paper
The paper comes from the Firecrawl Research Index: arXiv, indexed in the last 7 days and submitted this month or last, picked by today's research theme. Quotes are verbatim.
Build a switch-over plan. Keep one prompt set that runs on both a Claude model and a GPT model. A pricing or terms change after the listings then costs you an afternoon, not a rewrite.
Gate your critic calls. Borrow the SAG idea: run a critic pass only on steps where your agent's confidence is low. Log failure rate and token spend before and after the change.
Trial cto.new on a throwaway project. Ask its agent team to ship a one-page site with a Stripe checkout in test mode, and note where you still had to step in. Then browse TOOOLS.design, a directory of more than 2,400 design tools, for layout references.
Anthropic heading to Nasdaq and Meta planning up to $95 billion in equity for AI infrastructure show how much money is chasing model capacity, and Android Bench shows the leaderboard reshuffling as new models land, with GPT-6.1 Sol posting a 29.3%4 pass rate at a $99.505 average cost. Builders get the most from that churn by keeping models interchangeable and measuring cost per passed task on their own workloads. The SAG result hints that smarter control flow around a model can matter as much as the model itself. This week, wire up one eval that tracks pass rate and spend across two providers.
Source: mezha.netMethod names the computation path behind the row, from a closed vocabulary: as published, yfinance close, 03B search corroboration, 04R dossier scoring, not recorded.
A figure is money, a percentage, a spelled magnitude, a multiple, a rate carrying its unit, a score over its denominator, a thousands separated number or an index close. Bare integers and years are not counted, so a phrase like "over 100 integrations" carries no mark. A chart's own scale line is the axis of the level above it and is counted once, with that level.
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