<p> A tiny OS for your always-on agents </p> <p> <a href="https://www.producthunt.com/products/boss-console?utm_campaign=producthunt-atom-posts-feed&utm_medium=rss-feed&utm_source=producthunt-atom-posts-feed">Discussion</a> | <a href="https://www.producthunt.com/r/p/1281378?app_id=339">Link</a> </p>
<p> Free AI NVR that finds any person or vehicle in seconds </p> <p> <a href="https://www.producthunt.com/products/grablo-spot?utm_campaign=producthunt-atom-posts-feed&utm_medium=rss-feed&utm_source=producthunt-atom-posts-feed">Discussion</a> | <a href="https://www.producthunt.com/r/p/1281375?app_id=339">Link</a> </p>
It comes as some investors have become concerned about the amount of money being spent on AI infrastructure.
<p><strong>Workers have always been monitored by their bosses, first through output targets, and then via computer software labelled ‘bossware’. But AI is transforming the capabilities of these systems, processing huge volumes of data to provide minute-by-minute accounts of activity, and productivity. To find out more, Ian Sample hears from UK technology editor Robert Booth. He explains which sectors are adopting this approach, why they are doing it, and how it could end up being counterproducti
AI is already part of digital forensics and incident response work, with or without a policy in place to govern it. The issue is that these tools are growing more confident in their own output faster than practitioners are developing reliable ways to verify it. Without governance models and validation standards in place, that gap compounds and rarely stays contained to a workstation: an
Low-quality AI-generated content currently dominates children’s media. Maka, a streaming platform run by child development experts, is offering an alternative.
Pasting in the whole chat history cost 20 to 31 times more than looking up notes, and it did no better on the tasks. The post I Tested Four Ways to Give an AI Assistant a Memory. The Obvious One Was the Worst Value. appeared first on Towards Data Science .
Nyobolt is providing power technology for Digit 5 that enables Agility's humanoid to work up to 20 hours a day. The post Agility chooses Nyobolt for ultra-fast charging for Digit 5 humanoid appeared first on The Robot Report .
Much of today’s scientific progress begins with computation. But turning accelerated computing’s potential into scientific progress — modeling climate systems, designing molecules, simulating materials and more — depends on more than breakthrough technology. Especially for smaller labs, early-career scientists or science-based startups, the hardest part of research can be everything that comes before the science: […]
Jimmy Kimmel has reacted to Trump sharing an AI-generated video of himself wrestling a tiger.
Friday is almost here! Before you unplug, here’s one last round of insights and updates. Whether you read them now or save them for later, you won’t want to miss these. In today’s edition: Getting your ChatGPT-hosted lead magnets ready for the move to Sites How to use Claude Design 🗞️ Industry news from Gemini, […] The post Updating to ChatGPT Sites, Using Claude Design Guide, and Industry News appeared first on Social Media Examiner .
Officials say amendments remain under consideration despite minister's pledge to act
Preliminary notice seeks XLUUV builders, payload makers and AI developers, with Excalibur and Herne the obvious candidates
Threat actors are exploiting a critical security flaw in Langflow, according to an alert from Previdian. Langflow is an open-source platform that allows developers to build artificial intelligence (AI) applications and agentic workflows. In February 2025, DataStax, the parent company of Langflow, was acquired by IBM. The vulnerability in question is CVE-2026-105740 (CVSS score: 9.9), a case of
Most teams use AI. Almost none compound it. Eric Siu shows how Single Grain turns repeat work into skills, evals, and loops that improve every week.
AI Gateway Production Index — October 2026 Every month, AI Gateway routes tens of trillions of tokens between production applications and AI labs. That traffic gives us a view of what AI usage actually looks like in today's enterprise, and we publish it here monthly. See the Production Index reports from July , August , and September . October 2026 summary Open-weight models now process more than seven in ten gateway tokens and account for nearly one in four dollars. Their share of spend has mor
AI adoption in the enterprise is growing rapidly, and expanding beyond engineering users. In the last three months, token usage by enterprise companies on AI Gateway has quadrupled, and OpenAI recently reported that from August 2025 to June 2026, non-developer Codex users grew 189x. Our customers call these builders citizen developers. They know their part of the business better than anyone else, and with AI they can create the software they need to ship work faster and deliver better customer e
Agents often handle complex work that continues across runs. As that work evolves, they may need a new environment with different tools, runtimes, or compute. They should be able to continue working with the same files when they change environments. We built Vercel Drives to keep an agent’s files independent of its execution environment. It is now generally available for Vercel Sandbox . Agents can mount the same drive in a new environment configured for the next task and continue where they lef
Python on Vercel is now generally available. Build and run Python applications with the frameworks, libraries, and tools you already use. Vercel automatically detects supported frameworks and configures the build and deployment. Your applications run on Fluid compute, which manages concurrent requests and scales with traffic. Idiomatic Python SDKs let you work with storage, queues, durable workflows, and AI models directly from Python. For full-stack projects, the Python backend and frontend sha
Vercel Token Pass is now in early access for Pro teams. For $30 per month, your team gets $80 in monthly credit for GLM 5.3 and Kimi K3, with more models to come. Use Token Pass with coding agents such as fx, Command Code, and Pi, or build your own personal agent with the AI SDK. Token Pass runs through AI Gateway , so you can choose your tools and switch between included models using your team’s shared credit. Token Pass has Zero Data Retention (ZDR) enabled by default. Requests run through sel
Never making type errors does not mean never making errors
<!-- SC_OFF --><div class="md"><p>PhD student here. My university’s GPU cluster has apparently become a luxury resort. I submit a job requesting a couple of GPUs, and it takes <strong>3–4 business days just to START running.</strong> Meanwhile, my internship company has some pretty sweet compute sitting there, and the intrusive thoughts are winning.</p> <p><strong>Hypothetically speaking (HR, if you’re reading this, I’m asking for a friend):</strong> Has anyone used their internship/company’s GP
The Nordic countries have become the European leader in unicorn startup density, producing the most emerging companies valued at $1 billion or more per capita on the continent. Now, a new chapter for the region is unfolding as countries race to build one of Europe’s most consequential technology ecosystems. The many computing advancements already underway […]
<p> Create, launch and scale winning ads with AI </p> <p> <a href="https://www.producthunt.com/products/fastlane-3?utm_campaign=producthunt-atom-posts-feed&utm_medium=rss-feed&utm_source=producthunt-atom-posts-feed">Discussion</a> | <a href="https://www.producthunt.com/r/p/1280966?app_id=339">Link</a> </p>
<p> The world's most powerful agents, with the UX they deserve </p> <p> <a href="https://www.producthunt.com/products/craft-agents?utm_campaign=producthunt-atom-posts-feed&utm_medium=rss-feed&utm_source=producthunt-atom-posts-feed">Discussion</a> | <a href="https://www.producthunt.com/r/p/1280962?app_id=339">Link</a> </p>
Figma is also releasing its code layers feature in open beta.
In a new book, Professor Eric So explores how the technology affects our thinking skills.
<p> Agent that drafts contracts, flags risks + gets them signed </p> <p> <a href="https://www.producthunt.com/products/dottr?utm_campaign=producthunt-atom-posts-feed&utm_medium=rss-feed&utm_source=producthunt-atom-posts-feed">Discussion</a> | <a href="https://www.producthunt.com/r/p/1280874?app_id=339">Link</a> </p>
Will the approach that beat Meta in New Mexico work against ChatGPT?
In collaboration with OpenAI, Sullivan & Cromwell developed Agreement Analyzer, an AI tool for identifying issues in a draft agreement.
Multimodal agents commonly generate freeform reasoning before each action. For small models, limited model capacity can result in lengthy reasoning that provides little useful guidance for action generation while incurring substantial inference cost. To address this challenge, we introduce Selection-based Structured Reasoning (SSR), a framework that reformulates reasoning as selection instead of open-ended generation. SSR represents recurring high-level reasoning as pre-specified, reusable natur
Tool-augmented LLM agents discover relevant APIs from large registries before planning execution, yet finite context windows prohibit injecting all tool definitions into a single prompt. The dominant approach, which we term Retrieve-then-Plan (RtP), embeds the user query and retrieves similar tools via approximate nearest-neighbor search. We study an alternative Plan-then-Retrieve (PtR) paradigm in which the LLM first generates Abstract Tool Stubs (hypothesized function signatures describing nee
d1-ultra from Liquid AI is now available on AI Gateway. It is a multimodal decision model for classification, routing, and scoring across text and images, including visual defect inspection and checking damage claims against customer photos. Rather than generating text, d1-ultra returns structured answers with probabilities. Ask a Boolean question to get the probability of a yes/no answer, use Choice to select among named categories, or use Score to rate an ordered scale. You can ask multiple qu
Cat Jam is now available on AI Gateway as a stealth model, free to use during the stealth period. Cat Jam is a reasoning model for coding and agentic tasks, with low-latency inference. It supports function calling , so agents can connect it to your own tools, and structured outputs that follow a JSON schema you supply. Responses include the model's reasoning text alongside the answer. Cat Jam takes text input only. Cat Jam supports low , medium , high , xhigh , and max reasoning efforts. Zero Da
Vercel Connect now supports Enterprise-Managed Authorization (EMA) in public beta. Your apps and agents can access supported services on behalf of signed-in users without separate consent prompts for each service. Here's how access works: Admin-managed access: Administrators can grant or revoke access to supported services through the identity provider. Corporate sign-in: Users sign into your app with their corporate account through a compatible identity provider such as Okta . Scoped tokens: Yo
Vercel Connect now supports MCP Events in public beta, allowing your apps and agents to subscribe to webhook events from compatible MCP servers. Build agents for tasks like summarizing new messages, reviewing newly created issues, or responding to document feedback. Connect creates subscriptions on the MCP server and renews them automatically as needed, verifying the server’s webhooks and forwarding events to your application using authenticated delivery. You can use the Connect SDK to subscribe
Jev 1.14 from TypeSafe AI is now available on AI Gateway . Jev is a decision model for software. You pass it state and a set of questions, and it returns typed Choice, Score, and Boolean answers with probabilities instead of free-form text. It answers every question in one request, in parallel, for classification, routing, scoring, and automated verification. Jev 1.14 accepts images as part of the state, and has an experimental long-context mode for documents, logs, or conversation histories tha
Muse Spark Open from Meta is now available on AI Gateway. The open-weight reasoning model is designed for coding and agentic workflows, including multi-file refactoring, debugging, and understanding large codebases. Muse Spark Open supports text and image input with a 1M-token context window, allowing agents to work with code and screenshots in the same request. It is available with ZDR and no training, without creating separate provider accounts. Use meta/muse-spark-open as the model name acros
Vercel Drives is now generally available for Vercel Sandbox on Hobby, Pro, and Enterprise. A Drive is persistent storage that you mount as a directory in a Vercel Sandbox. Its files remain available after the sandbox stops, so later runs and other sandboxes can access them by mounting the same Drive. Use Drives to preserve an agent’s workspace or file-based memory across runs, or to make datasets, models, dependencies, and build artifacts available across sandboxes. You can also fork a Drive int
Python is now a first-class language and runtime on Vercel. Build APIs, full-stack applications, and AI agents with native Python SDKs and a shared development and deployment workflow for your Python backend and JavaScript frontend. Python framework and runtime support Vercel handles the infrastructure so you can focus on your application: Automatic framework support: FastAPI, Flask, and Django applications are automatically recognized and configured, with framework-specific support for serving
