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MarkTechPostResearch

Meet TokenEconomizer: Microsoft’s Plugin That Cuts Coding Agent Costs by Up to 30.9%

Microsoft Research and UC Berkeley released TokenEconomizer, an open-source plugin that learns from past sessions to cut coding agent token costs by 18.4% to 30.9% on SWE-Bench, with no change to the agent. The post Meet TokenEconomizer: Microsoft’s Plugin That Cuts Coding Agent Costs by Up to 30.9% appeared first on MarkTechPost .

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The DecoderBusiness

OpenAI sets new behavioral guidelines for AI models that have already proven hard to control

OpenAI has updated its Model Spec, restructuring its AI behavior guidelines around five core values, including faithfulness to human intent and correctability. GPT models should now draw on conversation history to figure out what users actually want and disclose their own assumptions. Whether the models follow these rules is another matter. The article OpenAI sets new behavioral guidelines for AI models that have already proven hard to control appeared first on The Decoder .

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OpenAI sets new behavioral guidelines for AI models that have already proven hard to control
The Verge

Starbucks wants to use AI to show you a ‘personalized digital menu’ at the drive-thru

Starbucks could eventually show you a personalized digital menu when you pull up to the drive-thru. During an earnings call on Thursday, Starbucks CEO Brian Niccol said the company is going to explore "experiences that recognize participating customers as they arrive, present personalized digital menus, and make payment more effortless," as spotted earlier by More […]

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Starbucks wants to use AI to show you a ‘personalized digital menu’ at the drive-thru
MarkTechPostResearch

AI Security Agents Compared: Claude, Codex, Mantis, Cloudflare

Anthropic, OpenAI, Cloudflare and Google each released an AI agent that hunts security bugs in source code. All 4 use the same find, disprove, then patch loop. Here is how they differ, plus 12 more tools. The post AI Security Agents Compared: Claude, Codex, Mantis, Cloudflare appeared first on MarkTechPost .

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AWS Machine Learning Blog

How Worldwide Express automated freight exceptions with Amazon Bedrock

Worldwide Express automated its less-than-truckload freight billing-exception process with a multi-agent solution built on Amazon Bedrock. Six months after launch, the company cut active exceptions by 75%, improved time-to-cash by four weeks, and unlocked $10 million in free cash flow.

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AWS Machine Learning Blog

Configure the ChatGPT desktop app with Amazon Bedrock in AWS GovCloud (US)

The ChatGPT desktop app is now available on Amazon Bedrock in AWS GovCloud (US). This post walks through a controlled local deployment that routes model inference to Amazon Bedrock in AWS GovCloud (US-West) using API-mode sign-in, a managed device policy, a named AWS profile, and network restrictions, so a security team can validate it before broader use.

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Hacker News 最佳

Proton's CEO Cancels AI 'Re-Interviews'

Article URL: https://www.404media.co/protons-ceo-cancels-ai-re-interviews/ Comments URL: https://news.ycombinator.com/item?id=50307183 Points: 288 # Comments: 242

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Unite.AI

Project Suncatcher’s Orbiting TPU Delivers Its First AI-Generated Haiku

Google said on October 30, 2026, that its Project Suncatcher prototype satellite returned its first AI response from orbit: a haiku generated by an onboard Gemma 4 open model running on a data-center-class Tensor Processing Unit (TPU). Travis Beals, Senior Director of Paradigms of Intelligence at Google, announced the milestone in a Google Research post, describing it as the mission's "Hello World" milestone and what the company characterized as the first-ever AI response from a data center…

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Project Suncatcher’s Orbiting TPU Delivers Its First AI-Generated Haiku
The Verge

Rivian’s autonomy gamble faces its first real test

During an hourlong earnings call last night, Rivian CEO RJ Scaringe spent less time talking about the production ramp of the all-important R2 SUV than he did hyping the company's still-unproven autonomous vehicle ambitions. But the company faces a crucial test later this year, when it rolls out its point-to-point hands-free driving feature - first […]

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Rivian’s autonomy gamble faces its first real test
The DecoderBusiness

Google's AI Mode doesn't drive traffic "for anybody," Reddit CEO Huffman warns the entire web

Reddit lost over one million Google search referrals per week in October, CEO Steve Huffman said. The stock dropped more than 25 percent despite strong earnings. Huffman blames Google's AI Overviews and AI Mode for driving zero traffic to external sites. Reddit now tests login barriers and wants to become a direct destination, less reliant on the open web. The shift threatens every content-driven business that depends on search traffic. The article Google's AI Mode doesn't drive traffic "for any

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The Guardian AIBusiness

Credit where it’s due to AI for uncovering the PHP flaw – and discredit to the leaker | Letters

<p><strong>David Gibson </strong>says the problem is that details of the flaw were revealed before it was fixed, while <strong>Charles MacKinnon</strong> notes that we are at the mercy of technology we don’t understand</p><p>Chris Stokel-Walker may be right (<a href="https://www.theguardian.com/commentisfree/2026/oct/22/website-shutdowns-ai-human-inaction-developers">The internet has broken – again. Shouldn’t the tech firms that make billions from it pay to fix it?, 22 October</a>), but the real

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Credit where it’s due to AI for uncovering the PHP flaw – and discredit to the leaker | Letters
The Verge

Vizio’s discounted Mini LED TV lets you skip the sign-ups and smarts

Modern smart TVs let you skip the streaming device, which is convenient, but they also come with their own issues, including privacy concerns and frequent updates. The Vizio Mini LED Quantum TV lets you cut out the rigamarole and just get straight to the HDMI ports. And right now, it’s discounted at Walmart, with the […]

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Vizio’s discounted Mini LED TV lets you skip the sign-ups and smarts
NN/g latest articles and announcements

The Role of UX in Agentic Software Factories

AI-native software development lifecycles reduce UX to AI context. UX must discover user needs, shape what’s built, and evaluate it before and after launch.

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The Hacker NewsSecurity

Chinese Hackers Use AI-Powered ARTEX to Target Over 200 Organizations Worldwide

Chinese state-sponsored threat actors have been observed using a Go-based artificial intelligence (AI)-powered penetration testing framework called ARTEX in attacks aimed at high-value targets simultaneously. The activity has been attributed by CrowdStrike to a China-based "targeted intrusion adversary" it tracks under the moniker Vapor Panda (previously VexatiousTemper). First identified in

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Chinese Hackers Use AI-Powered ARTEX to Target Over 200 Organizations Worldwide
Unite.AI

AI Readiness Starts with Trusted Product Data

Manufacturers are investing heavily in AI, digital thread initiatives, automation and enterprise modernization to improve productivity and decision-making. Much of the conversation focuses on AI models, infrastructure and integration. But many organizations are overlooking a fundamental prerequisite for these efforts: confidence in the underlying product data and business rules that drive operational decisions. The challenge is not simply connecting systems but ensuring that the product…

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AI Readiness Starts with Trusted Product Data
Unite.AI

OpenAI Announces Community Safety Report and New Teen Weapons Limits

OpenAI on October 30, 2026 announced a Community Safety Report on violence prevention that it will update every six months, alongside new protections that restrict weapons-related information for teens and tighten how ChatGPT handles questions about past mass attacks. The company said it made more than 200 law enforcement referrals in the third quarter of 2026. Community Safety Report Planned for Early 2027 OpenAI committed to launching the Community Safety Report covering violence prevention…

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OpenAI Announces Community Safety Report and New Teen Weapons Limits
Unite.AI

Crisp Launches Halo to Bring Retail AI Inside Enterprise Cloud Environments

Crisp has launched Halo, a retail AI platform that can run inside an enterprise's own cloud environment, bringing sales and supply-chain analysis closer to the data and governance systems companies already operate. Announced on October 29, the platform targets consumer packaged goods (CPG) manufacturers, retailers, distributors and brokers. The launch addresses a familiar retail problem: teams can see a change in sales or inventory, yet still spend hours assembling the context needed to explain…

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Crisp Launches Halo to Bring Retail AI Inside Enterprise Cloud Environments
The Pragmatic EngineerDev & Frontend

The Pulse: Anthropic kills the coding interview

AI is rendering the Leetcode-style interview pointless and now Anthropic has deleted it from its interview loop. Also: details of incident.io’s AI spend, Microsoft’s exit offer to engineers, and more

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The Pulse: Anthropic kills the coding interview
IEEE Spectrum RoboticsRobotics

Video Friday: Spot Plays to Show Its Whole-Body Manipulation

Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE Spectrum robotics. We also post a weekly calendar of upcoming robotics events for the next few months. Please send us your events for inclusion. CoRL 2026 : 9–12 November 2026, AUSTIN Humanoids 2026 : 6–9 December 2026, SANTA CLARA, CA Enjoy today’s videos! Some top-notch whole-body manipulation here from RAI, although it’s a little hard to tell whether there’s direct torso involvement, which is s

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Video Friday: Spot Plays to Show Its Whole-Body Manipulation
The Robot ReportRobotics

Humanoid developer Agility now expects to raise $465M in SPAC deal

Agility said it expects to raise $465 million in its combination with Churchill Capital Corp XI, $155 million less than it had estimated. The post Humanoid developer Agility now expects to raise $465M in SPAC deal appeared first on The Robot Report .

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Humanoid developer Agility now expects to raise $465M in SPAC deal
Hacker News 最佳

US tech stocks see sharp falls over AI cost fears

Article URL: https://www.bbc.co.uk/news/articles/cvwy72e0n72yo Comments URL: https://news.ycombinator.com/item?id=50306008 Points: 263 # Comments: 293

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Unite.AI

Jen Vescio, President of Empiric Earth – Interview Series

Jen Vescio is President of Empiric Earth, overseeing product strategy, corporate development, and commercialization. She previously served as Chief Business Development Officer at Uber, where she led global business development and new partnerships in mobility and autonomy. Her experience also spans investing in and advising emerging technology companies, with a focus on helping physical AI move from research into commercial deployment. Empiric Earth brings together Nexar and Nauto to provide…

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Jen Vescio, President of Empiric Earth – Interview Series
Hacker News 最佳

AI isn't replacing SREs, it's deskilling them

Article URL: https://newsletter.signoz.io/p/ai-isnt-replacing-sres-its-deskilling Comments URL: https://news.ycombinator.com/item?id=50305693 Points: 637 # Comments: 469

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Towards Data Science - Medium

Pick a Number Between 1 and 10

A viral tweet says LLMs pick 7 because of gradient descent. The math says it’s more interesting than that. The post Pick a Number Between 1 and 10 appeared first on Towards Data Science .

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