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Vercel Blog

The fx adapter now runs the harness on the host

The fx adapter for the AI SDK’s HarnessAgent now uses libfx , the TypeScript library for fx. The harness and model requests run in your application’s process, while built-in filesystem and shell operations remain isolated in the sandbox. This simplifies sandbox setup: you no longer need to install fx inside the sandbox, run a sandbox bridge, or expose a sandbox port. Model credentials stay on the host, outside the environment where the agent runs commands. The rewrite also adds: Built-in tool fi

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Product HuntTools

GitHub Copilot Fusion

<p> GitHub's AI coding agent that picks and combines models </p> <p> <a href="https://www.producthunt.com/products/github-copilot-fusion?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/1296734?app_id=339">Link</a> </p>

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MarkTechPostResearch

NVIDIA Releases Nemotron 3.5 Transcribe: An Open 30B MoE Model for 40-Language Transcription with ~4B Active Parameters

NVIDIA released Nemotron 3.5 Transcribe, an open-weights speech LLM with 4.3B active parameters. It transcribes 40 languages, adds speaker labels and word timestamps, and posts a 4.71% mean WER on the English Open ASR Leaderboard. The post NVIDIA Releases Nemotron 3.5 Transcribe: An Open 30B MoE Model for 40-Language Transcription with ~4B Active Parameters appeared first on MarkTechPost .

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NVIDIA Releases Nemotron 3.5 Transcribe: An Open 30B MoE Model for 40-Language Transcription with ~4B Active Parameters
Product HuntTools

fastbrowse

<p> Fastest open source browser agent </p> <p> <a href="https://www.producthunt.com/products/fastbrowse?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/1296613?app_id=339">Link</a> </p>

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The RegisterGeneral Tech

Google struggling to make AI Mode searches pay

That’s a problem, cos it just spent $51 billion on infrastructure and still needs to rent compute from others to run its cloud

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Hacker News LLMLLMs

MicroZig to Adopt Strict No LLM / No AI Policy

Article URL: https://github.com/ZigEmbeddedGroup/microzig/blob/main/CODE_OF_CONDUCT.md Comments URL: https://news.ycombinator.com/item?id=50282865 Points: 57 # Comments: 79

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Product HuntTools

telemetry.dev

<p> LLM observability for AI agents </p> <p> <a href="https://www.producthunt.com/products/telemetry-dev?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/1296505?app_id=339">Link</a> </p>

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Vercel Blog

Control AI crawlers and assistants separately in Vercel Firewall

You can now log or block requests from AI crawlers and AI assistants separately with the AI Bots managed ruleset in Vercel Firewall . AI crawlers: bots that collect content for indexing and model training AI assistants: bots that fetch pages in response to user actions or search queries For example, you can block AI crawlers while allowing AI assistants to retrieve your content to answer users’ questions. Vercel updates the rules as new bots are added. To configure these controls, open your proj

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Vercel Blog

Vercel Plugin is now available in Antigravity

The Vercel Plugin is now available in the Google Antigravity marketplace. Use the Vercel Plugin to give your Antigravity agent guidance on Vercel APIs and recommended patterns, with skills for products such as AI SDK , Vercel Functions , and Workflow . This demo shows an Antigravity agent using the Vercel Plugin to build and deploy a Python backend with Vercel Sandbox : Install the Vercel Plugin by opening Customizations → Marketplace in the Antigravity App and searching for Vercel , then see th

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Vercel Blog

Mistral Large 4 updated weights and lower pricing on AI Gateway

Mistral Large 4 from Mistral now uses updated weights on AI Gateway , with lower pricing for input, cached input, and output tokens. According to Mistral’s release announcement , the updated weights improve agentic coding and defensive cybersecurity, with greater token efficiency on coding tasks. The release also improves spreadsheet creation and editing, web research, and resistance to prompt injection. If you were already using mistral/mistral-large-4 via AI Gateway, there is no need to change

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Product Hunt — The best new products, every day

Flatbread

<p> Share the whole agent run, not a screenshot </p> <p> <a href="https://www.producthunt.com/products/flatbread?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/1296492?app_id=339">Link</a> </p>

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Simon WillisonLLMs

Quoting Ted Sanders

<blockquote cite="https://news.ycombinator.com/item?id=50248124#50249160"><p>In general, LLM performance is incredibly multidimensional. There's no guarantee of a fixed ordering where the model that is best at math is also the model that's best at jokes. Despite that complexity, much of the variation in performance is explained by just a single variable: model size. In general, models that are bigger will (a) be more performant / reliable, (b) cost more per token, and (c) have better recall of e

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The Verge

Adam Mosseri says negativity around AI is ‘going to get worse’

Asked about AI and the trend of college students booing tech CEOs at graduation ceremonies, Instagram head Adam Mosseri acknowledged in an interview that a lot of people really don't like AI, and it's not just young people and creatives. Appearing on the Colin and Samir podcast to talk about the launch of widescreen and […]

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Adam Mosseri says negativity around AI is ‘going to get worse’
Product Hunt — The best new products, every day

AssemblyAI

<p> text-to-speech built for voice agents </p> <p> <a href="https://www.producthunt.com/products/assemblyai?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/1296456?app_id=339">Link</a> </p>

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Machine Learning

CPT’d Qwen9B on Polish legal data. How to make it chat? IMPORTANTLY: how to make it reason? and function call in my harness? and which to do first? [D]

<!-- SC_OFF --><div class="md"><p><strong>TLDR:</strong> training my first general law model and unsure what to do with my data</p> <p><strong>PRE-PS:</strong> it will be a replacement for opus in my current AI LAW harness, I know it will be hard but I wanna do this project and find it geniuenly fun.</p> <p>I’m building a Polish legal model using <strong>Qwen3.5-9B-BASE (I plan to scale up to 27b qwen4 later)</strong>. I’ve done CPT and have quite a bit of data available, but I’m getting lost ab

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Unite.AI

Microsoft Posts 19% Revenue Growth as Azure Revenue Jumps 48%

Microsoft on October 28, 2026, announced results for its fiscal 2027 first quarter, ended September 30, 2026, reporting revenue of $92.3 billion, up 19% year over year, and net income of $36.6 billion, up 32% on a GAAP basis. Azure revenue increased 48%. Operating income was $45.9 billion and increased 21%, or 22% in constant currency. Diluted earnings per share was $4.92, up 32% on a GAAP basis. On a non-GAAP basis, which excludes the impact from investments in OpenAI, net income was $36.4…

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Microsoft Posts 19% Revenue Growth as Azure Revenue Jumps 48%
Unite.AI

Google Rolls Out AI Mode Ads in 10 Countries, Multiturn Ads in U.S.

Google is scaling ads in AI Mode to 10 additional countries and launching multiturn ads in the United States, which allow ads to appear in follow-up queries in AI Mode, the company announced on October 28, 2026. The expansion covers Australia, Canada, India, Kenya, Malaysia, New Zealand, Nigeria, Pakistan, the Philippines, and Singapore. In the fourth quarter of 2026, Google plans to expand ads in AI Mode to additional locales, including Brazil, Mexico, and the United Kingdom. The announcement…

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Google Rolls Out AI Mode Ads in 10 Countries, Multiturn Ads in U.S.
TechCrunch AIBusiness

Microsoft recorded $10 billion in revenue from OpenAI

Microsoft said it made $10 billion in revenue from commercial arrangements with OpenAI, including revenue-sharing payments, in the quarter ending September 30. It underscores the still-enormous financial dependency of the partnership.

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TechCrunch AIBusiness

Microsoft hits 10 quarters of record- breaking revenue in a row

Whatever the future of AI might be, the current situation is still very good for Microsoft. The tech giant reported yet another record for quarterly revenue on Wednesday: $92.3 billion, a 19% increase over the year-ago quarter.

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Unite.AI

Kong Becomes Founding Member of ServiceNow Control Tower Alliance

ServiceNow on October 28, 2026 announced the ServiceNow Control Tower Alliance, a partner ecosystem spanning AI, cloud infrastructure, security, governance, value measurement, and token metering, with Kong among founding members that also include Anthropic, Amazon Web Services, Cisco, HiddenLayer, NVIDIA, Okta, OpenAI, Stripe, WitnessAI, and Zenity. The alliance is built around the ServiceNow Super Intelligence Control Tower, which ServiceNow describes as a centralized control plane to…

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Kong Becomes Founding Member of ServiceNow Control Tower Alliance