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Microsoft ResearchResearch

From synthetic enterprise data evaluations to real Microsoft Copilot AI confidence

Evaluating Microsoft Copilot at enterprise scale requires test data that captures the full complexity of real organizations, yet real enterprise data contains sensitive information that cannot be used for evaluation under any circumstances. The post From synthetic enterprise data evaluations to real Microsoft Copilot AI confidence appeared first on Microsoft Research .

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From synthetic enterprise data evaluations to real Microsoft Copilot AI confidence
The Verge AIBusiness

Sam Altman sympathizes with mathematicians, but says OpenAI’s math onslaught won’t stop

After months of bombarding mathematicians with a relentless stream of AI-generated results, OpenAI CEO Sam Altman says he sympathizes with researchers struggling to make sense of it all. But he has no intention of stopping - and hints there could be much more to come from the company's stockpile of discoveries. "I think, on net, […]

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Sam Altman sympathizes with mathematicians, but says OpenAI’s math onslaught won’t stop
Lawfare (AI Policy)Regulation

Chinese AI Can Learn to Love the West

<div>The latest edition of the Seriously Risky Business cybersecurity newsletter, now on Lawfare.</div>

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The Robot ReportRobotics

RoboBusiness 2026 recap

The Robot Report editorial team sits down for a recap of noteworthy sessions and networking around the 2026 RoboBusiness event. The post RoboBusiness 2026 recap appeared first on The Robot Report .

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RoboBusiness 2026 recap
Towards Data Science - Medium

Your Agent’s Tools Can Make Decisions, Too

Decision models as tools: a hands-on guide The post Your Agent’s Tools Can Make Decisions, Too appeared first on Towards Data Science .

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The DecoderBusiness

Open-weight model GLM 5.3 built full Firefox exploit chains with zero human input in under 48 hours

Epoch AI researchers say the widely available AI model GLM 5.3 turned public security fixes into working exploits before updates reached Firefox users. It autonomously compromised six Firefox releases for about $1,000 in API fees each without triggering safeguards from any provider tested. The article Open-weight model GLM 5.3 built full Firefox exploit chains with zero human input in under 48 hours appeared first on The Decoder .

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Open-weight model GLM 5.3 built full Firefox exploit chains with zero human input in under 48 hours
Unite.AI

TBC Launches Mischief, a Neuron-Derived AI Video Model Built on Wan 2.2

Generating a short AI video can mean waiting through repeated attempts before a usable clip emerges. The Biological Computing Co. (TBC) is trying to shorten that loop with an unusual source of inspiration: measurements of living neurons. The company released TBC mischief 1, an image-to-video model based on Wan 2.2, on October 30 through fal and OpenRouter. In its public launch announcement, TBC says the model matches its base model's quality while generating video five times faster. That is a…

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TBC Launches Mischief, a Neuron-Derived AI Video Model Built on Wan 2.2
Unite.AI

AI Agents vs. Copilots vs. Workflows: What’s the Difference?

Copilots assist people, workflows follow predefined paths, and agents decide how to pursue a goal. The boundaries can blur, but the distinction is crucial for product design, governance, cost, and reliability.

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AI Agents vs. Copilots vs. Workflows: What’s the Difference?
Unite.AI

Why Token Costs Don’t Tell You Whether Enterprise AI Is Working

Enterprise AI is moving through a familiar cycle. At first, organizations went all in, reaching for the largest and most capable models because the technology was exciting and the bill had not yet arrived. When it did arrive, the response was equally predictable: teams began rationing access, reducing experimentation, and searching for less expensive models. Ali Ghodsi, cofounder and CEO of Databricks, has described the early stage of this cycle as “tokenmaxxing,” where consuming more tokens is…

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Why Token Costs Don’t Tell You Whether Enterprise AI Is Working
Hacker News LLMLLMs

Learn LLM inference system on Apple Silicon

Article URL: https://github.com/skyzh/tiny-llm Comments URL: https://news.ycombinator.com/item?id=50302361 Points: 2 # Comments: 1

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Hacker News 最佳

Backdoors in official Claude Code extensions

Article URL: https://cyberplace.social/@GossiTheDog/117528831681803563 Comments URL: https://news.ycombinator.com/item?id=50302334 Points: 655 # Comments: 17

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The Verge AIBusiness

Maine’s data center revolt will decide who controls the Senate

Maine Sen. Susan Collins, a Republican, was midway through defending her record during the final debate of the midterms when an audience member cut her short. "I'm terrified," a man shouted. "AI data centers are destroying our climate. They are poisoning our water." Collins brushed off the outburst, tying the man to her Democratic challenger, […]

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Maine’s data center revolt will decide who controls the Senate
Towards Data Science - Medium

Claude Code Mods: Custom Hooks to Fix My Biggest AI Coding Frustrations

How I built four Claude Code mods to protect API keys, track plan progress, catch untested code, and monitor context usage — with 135 passing tests and up to 100× less overhead than traditional hooks — and why they can outperform traditional hooks. The post Claude Code Mods: Custom Hooks to Fix My Biggest AI Coding Frustrations appeared first on Towards Data Science .

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Unite.AI

Cognizant Forms OpenAI Frontier Capability Group of 25,000+ Professionals

Cognizant announced on October 30, 2026, the formation of its OpenAI Frontier Capability Group, a global delivery organization bringing together more than 25,000 professionals aligned to delivering OpenAI products, including Codex and ChatGPT, for clients. According to Cognizant, the group is designed to help enterprises apply OpenAI models to how they write software, serve customers and run day-to-day operations. The company characterized the constraint holding back many enterprises as a…

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Cognizant Forms OpenAI Frontier Capability Group of 25,000+ Professionals
Machine Learning

My brain is rotting [D]

<!-- SC_OFF --><div class="md"><p>I rarely write my own code these days. I’m building cool applications but I barely remember how the real<br/> magic works. I’m starting to doubt I could’ve come to with the solution(s) I have without an agent/tool.</p> <p>How are people fighting this? Are people fighting this?</p> </div><!-- SC_ON --> submitted by <a href="https://www.reddit.com/user/PrimevalSpectre"> /u/PrimevalSpectre </a> <br/> <span><a href="https://www.reddit.com/r/MachineLearning/comments/

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Unite.AI

Pudu Robotics Establishes Regional HQ in Neuss to Anchor Europe Operations

Pudu Robotics on October 30, 2026 announced the opening of its European headquarters in Neuss, Germany, bringing sales, product demonstrations, training, warehousing and after-sales services together in a single facility. The company said office operations, a product showroom, warehousing, training, sales, after-sales service and repair capabilities at the site are all now operational. A Regional Hub in Neuss The Neuss facility supports product demonstrations, customer engagement, distributor…

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Pudu Robotics Establishes Regional HQ in Neuss to Anchor Europe Operations
Unite.AI

Wikimedia Foundation Seeks to File Amicus Brief in OpenAI Copyright Case

The Wikimedia Foundation announced on October 30, 2026, that it has asked the U.S. District Court for the Southern District of New York for leave to file an amicus, or friend-of-the-court, brief in In re: OpenAI, Inc. Copyright Infringement Litigation, the consolidation of 12 lawsuits against OpenAI whose best-known member is The New York Times' case against OpenAI and Microsoft. The Foundation's filing, dated October 29, 2026, and addressed to Judge Sidney H. Stein, is a letter motion for…

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Wikimedia Foundation Seeks to File Amicus Brief in OpenAI Copyright Case
Hacker News FrontTools

Ask HN: Are you tired too in this AI era?

Although AI lets us do much more, I feel considerably more tired than before. We need to keep track of many things happening in parallel and read enormous amounts of generated text. The constant guardrailing, decision making, and context switching overload me. I am pretty sure most of you are experiencing the same as me, but: Have you found ways of using AI without increasing mental overload? I would love to hear your tips, but still be relevant in this AI era, so my boss does not fire me. Comme

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The Verge AIBusiness

Wikipedia’s operator says a bad AI copyright ruling could threaten the open web

The Wikimedia Foundation is staking out a middle ground in a group of landmark AI copyright cases, pushing courts to legally protect large language models (LLMs) training on copyrighted work - but not chatbots regurgitating that work to users. An overly black-and-white ruling, it says, could either deprive Wikipedians of useful AI-based tools or endanger […]

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Wikipedia’s operator says a bad AI copyright ruling could threaten the open web
The Hacker NewsSecurity

Official Claude Code Extension on Cursor Marketplace Trojanized with Persistent SSH Backdoor

Cybersecurity researchers have disclosed that a trojanized version of Anthropic's official Claude Code extension was distributed through the Cursor Marketplace as a legitimate update, attempting to install a persistent SSH backdoor on affected systems. The malicious update, version 2.1.313, was distributed under the extension's legitimate publisher identity, prompting Cursor to temporarily shut

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Official Claude Code Extension on Cursor Marketplace Trojanized with Persistent SSH Backdoor
MarkTechPostResearch

Samaya AI Releases Sterling: A 3B-Active Finance Research Agent Model that Beats Claude Fable 5.1 on FrontierFinance at 11x Lower Cost

Samaya AI’s Sterling is a post-trained Nemotron 3.5 Lightning model for financial research. It scores 58.9% on FrontierFinance at $0.61 per question, beating Claude Fable 5.1’s 55.9% at $6.89. The post Samaya AI Releases Sterling: A 3B-Active Finance Research Agent Model that Beats Claude Fable 5.1 on FrontierFinance at 11x Lower Cost appeared first on MarkTechPost .

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Hacker News AILLMs

Patterns in AI-Driven Software Development

Article URL: https://akos.ma/blog/patterns-in-ai-driven-software-development/ Comments URL: https://news.ycombinator.com/item?id=50300745 Points: 1 # Comments: 0

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Product HuntTools

Embage

<p> Build agent for your customers, run workflows, analyzed. </p> <p> <a href="https://www.producthunt.com/products/embage?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/1298096?app_id=339">Link</a> </p>

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Machine Learning

What would you require before calling an inference change “quality-neutral”? [D]

<table> <tr><td> <a href="https://www.reddit.com/r/MachineLearning/comments/1xj8f2g/what_would_you_require_before_calling_an/"> <img src="https://preview.redd.it/o08elco8zjyh1.jpeg?width=320&crop=smart&auto=webp&s=b5138d1b0b3c64d4d9e16aef795efb1a3c60eaed" alt="What would you require before calling an inference change “quality-neutral”? [D]" title="What would you require before calling an inference change “quality-neutral”? [D]" /> </a> </td><td> <!-- SC_OFF --><div class="md"><p>Two GSM8K scores

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What would you require before calling an inference change “quality-neutral”? [D]
Hacker News AILLMs

AI will bring in universal income and everyone will get wealthier

Article URL: https://www.thenationalnews.com/business/money/2026/10/28/ai-will-bring-in-universal-income-and-everyone-will-get-wealthier-oracles-larry-ellison-says/ Comments URL: https://news.ycombinator.com/item?id=50300566 Points: 1 # Comments: 3

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