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Hacker News Ask

Jules winding down on Dec 31, 2026

Received: We’re writing to let you know that as part of our work to unify our agentic coding efforts, Jules will wind down on December 31, 2026. You have until November 11, 2026 to continue finishing up sessions. After November 11, 2026, we will be turning Jules to read-only until the end of the year. When we launched Jules, it was an experiment to learn how asynchronous coding agents could help you tackle your backlog and ship faster. What you built with it taught us where agentic development i

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The DecoderBusiness

Experts adopt AI agent's random opinions and think they're their own, Anthropic study finds

Anthropic gave 50 experts an AI agent whose preferences were set by coin toss. The experts followed the agent's view up to 86 percent of the time on judgment calls, and most believed the conclusions were their own. The article Experts adopt AI agent's random opinions and think they're their own, Anthropic study finds appeared first on The Decoder .

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Experts adopt AI agent's random opinions and think they're their own, Anthropic study finds
Microsoft ResearchResearch

Microsoft Research Focus – Edition #97

Host Sowbhagya Suresh shares some of the latest news and cutting-edge research from across Microsoft—from understanding the challenges facing coding agents to uncovering how people use AI at work and improving extended-range weather forecasting. The post Microsoft Research Focus – Edition #97 appeared first on Microsoft Research .

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IEEE Spectrum AIResearch

Consumer Appetite for Personal AI Goes Mainstream

This article is brought to you by Qualcomm Technologies . For many consumers, much of the promise and appeal of AI is personal. Consumers are looking past generic tools and want to know how these technologies will help them in their daily lives. These trends coincide with the advent of new classes of wearable devices that, in addition to being able to leverage powerful frontier models, feature built-in intelligence that understand the context of a user. Where are they? What are they seeing and h

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Consumer Appetite for Personal AI Goes Mainstream
TechCrunch

Meta quietly launches an AI fashion app called Style Sketch

The app connects to Instagram to build a virtual closet from photos you’ve already shared, or lets you add items manually by snapping a photo, recording a quick video, or uploading images from your camera roll.

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The Hacker NewsSecurity

ThreatsDay: Critical Firewall Flaws, Banking Trojans Rented, Weaponized PDF, Token Theft + 26 More Stories

Some attacks take real skill. Others just need someone to leave a door open. This week has both. Exposed passwords, old bugs still getting exploited, and trusted software doing things it shouldn't. There's a strange mix of clever tricks and careless mistakes. Hackers are borrowing trust from familiar apps, websites, and AI tools. Some are using AI to speed things up. Others are leaving their

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ThreatsDay: Critical Firewall Flaws, Banking Trojans Rented, Weaponized PDF, Token Theft + 26 More Stories
The Verge

You can generate and edit Google Docs files directly in Gemini chats now

Now you can generate, preview, and edit PDFs, Google Docs, Google Sheets, slide decks, Markdown files, TXT files, and code directly within Google Gemini. The new file editing capabilities are available starting today for all Gemini users, and while PDF previews/editing works on both the web and mobile, all other file formats are only in […]

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You can generate and edit Google Docs files directly in Gemini chats now
Vercel Blog

Strix now supports Vercel AI Gateway

Strix , the open-source AI penetration testing tool, can now run on any of the 400+ models on Vercel AI Gateway . Strix can reach models from Anthropic, OpenAI, Kimi, GLM, Deepseek, and others through a single API with no markup, removing the need to sign up for multiple providers. Usage and cost are tracked across all models in AI Gateway. Strix selects the Gateway through STRIX_LLM , where the model is the standard AI Gateway <provider>/<model> ID behind a vercel_ai_gateway/ prefix: See Strix'

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Product Hunt — The best new products, every day

Fluent 2

<p> AI teammates that run locally on your Mac </p> <p> <a href="https://www.producthunt.com/products/fluent-ai-writing-assistant-for-macos?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/1297554?app_id=339">Link</a> </p>

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Hacker News Ask

Where are all the AI Halloween candy dispensers?

I found this "contactless dispenser" which seems to use IR sensors. https://www.youtube.com/shorts/lQlggY29sbQ And theres this talking candy witch, which you can 3d print. https://www.youtube.com/watch?v=n9rjkIQ5XzI Any others ? Perhaps one with facial recognition, and a database of identifiable metrics, for rationing purposes ? If that doesn't creep you out this Halloween, nothing will. :} Comments URL: https://news.ycombinator.com/item?id=50293761 Points: 1 # Comments: 0

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MarkTechPostResearch

Prime Intellect Releases Prime Mega MoE: Trainable Fused MoE Kernel, 3.11x Faster Forward Pass

Prime Intellect released Prime Mega MoE, a backward pass for DeepSeek’s fused Mega MoE kernel. It makes the kernel trainable and speeds Qwen3 MoE training steps by up to 34% in prime-rl. The post Prime Intellect Releases Prime Mega MoE: Trainable Fused MoE Kernel, 3.11x Faster Forward Pass appeared first on MarkTechPost .

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AWS Machine Learning Blog

Building intent-driven UI testing with Amazon Nova Act

Epsilon's Agentic Platform team delivers UI testing as a managed, multi-tenant service built on Amazon Nova Act and Amazon Bedrock AgentCore Browser Tool. Tests are written in plain English and run on browsers managed by AWS, giving every product team resilient, intent-driven testing with zero per-team infrastructure overhead.

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Future of Privacy ForumRegulation

Back in the Chat: California and New York Take Diverging Paths in Second Wave of Chatbot Regulations

Introduction This week, New York Governor Kathy Hochul signed S 9051B into law, establishing sweeping new restrictions on AI companion chatbot features deemed unsafe for minors. The move comes just over a month after California Governor Gavin Newsom signed SB 1119, a comprehensive new chatbot law. California and New York, the first two states to […]

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Back in the Chat: California and New York Take Diverging Paths in Second Wave of Chatbot Regulations
Product HuntTools

Faylee

<p> Bug reports your coding agent can fix from one link </p> <p> <a href="https://www.producthunt.com/products/faylee?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/1297509?app_id=339">Link</a> </p>

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Machine Learning

TKintegers K5: 3.21× prefill and 3.10× decode throughput vs TorchAO FP8 on NVIDIA L4 [R] [P]

<!-- SC_OFF --><div class="md"><p>I built TKintegers, a balanced-ternary weight representation, converter, and GPU inference implementation.</p> <p>The result that stood out to me: the NVIDIA L4 has native FP8 tensor-core support, but my K5 implementation achieved higher throughput than the TorchAO FP8 baseline—even though the GPU has no native K5 instructions.</p> <p>On Qwen2.5-0.5B-Instruct, using a fixed matched workload:</p> <p>- Prefill: K5 achieved 3,402.85 tokens/s versus FP8’s 1,061.58 —

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Product HuntTools

BaseTab AI

<p> Turn your new tab into an AI-powered workspace </p> <p> <a href="https://www.producthunt.com/products/basetab-ai?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/1297499?app_id=339">Link</a> </p>

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Hacker News Ask

Ask HN: How are you using AI in your personal life?

In the latest Stratechery article, Ben says "I’ve created a bunch of different apps to manage my house and sports viewing," and I instantly felt FOMO. I have no idea what his apps could be doing, but I was just wondering what time saving / efficiency capturing ideas are out there that I might be missing out on. I can start with a few that I can think of, but would love to hear more: I recently used AI to navigate a rezoning process in my city (developers are building right behind my property lin

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Hacker News LLMLLMs

Show HN: Apgar – Catch agent regressions without an LLM judge

Hey HN, We build financial AI agents, and Apgar is the tool we wrote to see whether a harness change made an agent better or worse in production. Our offline evals can't cover every kind of question or session real users bring, and the LLM judge we run in Langfuse is too expensive to use on more than a small slice of traffic, so some failures get through. Apgar is a small release health checker that sits on top of our Langfuse data. It picks up the release from the production traces, and for the

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Hacker News Ask

Ask HN: Agent swarm, orchestra, sequential, what's your workflow?

Hi, Something I've read here and there is people using LLMs for multi-agent orchestration, and I cannot fully understand the idea behind it. So for those of you who do, do you not review code anymore, as you're undoubtedly the bottleneck in this setup? How does this not end up in a chinese whisper game, especially considering how much LLMs infer, guess, and find edge cases and whatnot everywhere? I have two co worker, one is closer to my workflow, plans a lot, build one at a time, almost a duet

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Simon WillisonLLMs

Building a multiplayer game world with autonomous Fable-class models

<p><strong><a href="https://twitter.com/jsnnsa/status/2115623382721126826">How I Built the Most AI-Pilled Company in the World</a></strong></p> Don't be put off by the clickbait headline, this piece by Jacob Sansbury describing how they are building <a href="https://spawn.co">Spawn</a> is a fascinating exploration of the bleeding edge of what's possible with agentic engineering against frontier models.</p> <p>Spawn is a massively multiplayer gaming environment where players can use prompts (to t

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AWS Machine Learning Blog

How MoEngage turned over 400 APIs into agent tools with AgentCore Gateway

MoEngage turned roughly 400 private REST APIs across 7 AWS Regions into permission-scoped agent tools with Amazon Bedrock AgentCore Gateway. No per-service MCP servers, no public endpoints, and no 400-tool context bloat. See how OpenAPI specs, Cedar policies, and managed Amazon VPC Lattice egress made it work.

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TechCrunch

US investigated Chinese spy plot aimed at Nvidia CEO

A top executive of a Singapore AI cloud company that was accused of illegally selling Nvidia chips to China could also have been a Chinese spy, sources have told the New York Times.

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TechCrunch

SuperMe raises $20M for its network of AI expert profiles

SuperMe is a network of AI profiles built from the knowledge of real-life experts. When you ask a question, the platform determines which experts are best suited to answer and creates a group chat with their AI profiles.

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AWS Machine Learning Blog

Accelerate agentic AI with NVIDIA Nemotron models on Amazon EKS and SageMaker HyperPod EKS

NVIDIA Nemotron 3.5 Super VL is a 120B-parameter mixture-of-experts model that pairs reasoning and tool use with multimodal understanding. This post explores its architecture and use cases, then shows how to deploy it on Amazon EKS, EKS Auto Mode, and Amazon SageMaker HyperPod EKS with NVIDIA Dynamo and vLLM.

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Meta Engineering

Catching Bugs Before They Land: JiTTesting’s Human-on-the-Loop Approach at Full Scale

Over the last year we’ve been sharing our work leveraging large language models to catch bugs on the fly — a novel approach we call Catching Just-in-Time Tests (JiTTests). Now, we’re sharing the results and positive impact we’ve seen with Catching JiTTests deployed into production. Our paper, “Just-in-Time Catching Test Generation at Meta,” fully details [...] Read More... The post Catching Bugs Before They Land: JiTTesting’s Human-on-the-Loop Approach at Full Scale appeared first on Engineering

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Catching Bugs Before They Land: JiTTesting’s Human-on-the-Loop Approach at Full Scale
The Verge AIBusiness

Microsoft’s AI future has fewer jobs

To anyone listening closely to what Microsoft CEO Satya Nadella has been saying over the past couple of years, this week felt like the clearest sign yet that AI is about to fundamentally change the size of Microsoft's workforce. Microsoft is now offering voluntary buyouts to around 60,000 employees across the US, UK, Canada, and […]

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Microsoft’s AI future has fewer jobs
The Hacker NewsSecurity

Linux Kernel TCP Flaw With 9.8 CVSS Score Affects Ubuntu, Red Hat and Other Distributions

A flaw in the Linux kernel's TCP code, tracked as CVE-2026-98432, affects Ubuntu, Red Hat Enterprise Linux (RHEL), and other Linux distributions. The kernel's own CVE team rates it 9.8 out of 10 on the CVSS scale. Anthropic said on October 27 that its AI model wrote an exploit that uses the flaw to let a remote attacker with no credentials run commands as root on Linux servers with a

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Linux Kernel TCP Flaw With 9.8 CVSS Score Affects Ubuntu, Red Hat and Other Distributions