Sun.Mar 09, 2025

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When Does a Predictor Know Its Own Loss?

Machine Learning Research at Apple

Given a predictor and a loss function, how well can we predict the loss that the predictor will incur on an input? This is the problem of loss prediction, a key computational task associated with uncertainty estimation for a predictor. In a classification setting, a predictor will typically predict a distribution over labels and hence have its own estimate of the loss that it will incur, given by the entropy of the predicted distribution.

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Qwen’s QwQ-32B: Small Model with Huge Potential

Analytics Vidhya

China is rapidly advancing in AI, releasing models like DeepSeek and Qwen to rival global giants. DeepSeek has gained widespread recognition, comparable to ChatGPT, while Qwen is making strides with its versatile chatbot, offering vision, reasoning, and coding capabilities in one interface. QwQ 32B is Qwen’s latest reasoning model. It is a medium-sized model, competes […] The post Qwens QwQ-32B: Small Model with Huge Potential appeared first on Analytics Vidhya.

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Weird New Computer Runs AI on Captive Human Brain Cells

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Australian startup Cortical Labs has launched what it's calling the "worlds first code deployable biological computer." The shoe box-sized device, dubbed CL1, is a notable departure from a conventional computer, and uses human brain cells to run fluid neural networks. In 2022, Cortical Labs made a big splash after teaching human brain cells in a petri dish how to play the video game "Pong.

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Manus: China’s NEW Autonomous AI Agent is INSANE

Analytics Vidhya

Ever felt buried under a mountain of tasks, wishing for an extra set of hands to get things done? What if you could offload those tasks and get results without being glued to your screen? Manus – an AI agent from China gaining attention for its ability to handle general tasks with ease. In a […] The post Manus: China’s NEW Autonomous AI Agent is INSANE appeared first on Analytics Vidhya.

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What’s New in Apache Airflow® 3.0—And How Will It Reshape Your Data Workflows?

Speaker: Tamara Fingerlin, Developer Advocate

Apache Airflow® 3.0, the most anticipated Airflow release yet, officially launched this April. As the de facto standard for data orchestration, Airflow is trusted by over 77,000 organizations to power everything from advanced analytics to production AI and MLOps. With the 3.0 release, the top-requested features from the community were delivered, including a revamped UI for easier navigation, stronger security, and greater flexibility to run tasks anywhere at any time.

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El Salvador's crypto experiment ends in failure

Hacker News

Its curtailment is the price of an IMF bail-out.

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Meet the 21-year-old helping coders use AI to cheat in Google and other tech job interviews

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After landing internship offers from Amazon, Meta and TikTok, computer science student Chungin "Roy" Lee has decided to move to San Francisco.

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ServiceNow Nears Deal to Buy AI Assistant Maker Moveworks

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ServiceNow Inc. is nearing a deal to buy artificial intelligence firm Moveworks, people familiar with the matter said, in what would be its largest acquisition to date.

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Scientists discover an RNA that repairs DNA damage

Hacker News

Our DNA is constantly under threat from cell division errors to external factors like sunlight and smoking. Fortunately, cells have intricate repair mechanisms to counteract this damage.

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The great software rewiring: AI isn’t just eating everything; it is everything

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Gen AI is not just another technology layer; it has the potential to eat the entire software industry from the inside-out.

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Reasons veterans are especially hard-hit by federal cuts

Hacker News

Former service members already face stark challenges as they integrate back into civilian life. Cuts to veterans services will make that only worse.

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Agent Tooling: Connecting AI to Your Tools, Systems & Data

Speaker: Alex Salazar, CEO & Co-Founder @ Arcade | Nate Barbettini, Founding Engineer @ Arcade | Tony Karrer, Founder & CTO @ Aggregage

There’s a lot of noise surrounding the ability of AI agents to connect to your tools, systems and data. But building an AI application into a reliable, secure workflow agent isn’t as simple as plugging in an API. As an engineering leader, it can be challenging to make sense of this evolving landscape, but agent tooling provides such high value that it’s critical we figure out how to move forward.

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A breakthrough in computing: Cortical Labs' CL1 is the first living biocomputer and costs almost the same as 'Apple's best failure'

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Despite the unquestionably impressive advancements weve witnessed in recent years, AI is still lagging far behind human intelligence.

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Apple Introduced Its Most Controversial MacBook 10 Years Ago Today

Hacker News

Apple announced the infamous 12-inch Retina MacBook a decade ago today, an experimental new Mac that was as controversial as it was revolutionary.

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Manus probably isn’t China’s second ‘DeepSeek moment’

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Manus, an agentic AI platform that launched in preview last week, is generating more hype than a Taylor Swift concert. The head of product at Hugging Face called Manus the most impressive AI tool Ive ever tried.

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Why Layoffs Don't Work

Hacker News

Yet companies keep using them over and over.

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How to Modernize Manufacturing Without Losing Control

Speaker: Andrew Skoog, Founder of MachinistX & President of Hexis Representatives

Manufacturing is evolving, and the right technology can empower—not replace—your workforce. Smart automation and AI-driven software are revolutionizing decision-making, optimizing processes, and improving efficiency. But how do you implement these tools with confidence and ensure they complement human expertise rather than override it? Join industry expert Andrew Skoog as he explores how manufacturers can leverage automation to enhance operations, streamline workflows, and make smarter, data-dri

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Can Artificial Intelligence Stir-Fry?

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Ed Zitron, an A.I. skeptic worried about rot-com in the tech industry, gives robot-fried chicken a try. In January, 2000, early internet startups (Pets.com, Epidemic.com) made up about twenty per cent of Super Bowl ads. That years game was known as the Dot-Com Bowl.

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Apple rearranged its XNU kernel with exclaves

Hacker News

iPhone giant compartmentalizes OS for the sake of security

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15 Mind-Blowing AI Statistics Everyone Must Know About Now

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AI is still the hottest tech story of the decade, but how big is it exactly, and where is it headed?

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Vilhelm Hammershøi: the eminence in greys

Hacker News

Thirty years ago, it wasnt easy tracking down Vilhelm Hammershi. Many of his paintings remained in private hands and unless you went to Copenhagen, you were unlikely to come across more than a couple hanging together.

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Automation, Evolved: Your New Playbook for Smarter Knowledge Work

Speaker: Frank Taliano

Documents are the backbone of enterprise operations, but they are also a common source of inefficiency. From buried insights to manual handoffs, document-based workflows can quietly stall decision-making and drain resources. For large, complex organizations, legacy systems and siloed processes create friction that AI is uniquely positioned to resolve.

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Inside The Artificial Intelligence That Can Clone Your Mind

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While technology has helped humans be more productive and automation has replaced a lot of manual work, it hasnt yet solved the problem of overcoming finite time. Specifically, we each have 24 hours a day and we can only be physically in one place at a time.

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Europe bets once again on RISC-V for supercomputing

Hacker News

240M found for three-year sprint to develop three chiplets for HPC, AI

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Apple could easily improve the quality of its notification summaries, here’s how

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Among all of the Apple Intelligence features announced at WWDC24 last summer, notification summaries are likely one of the more controversial ones.

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It is as if you were on your phone

Hacker News

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How to Achieve High-Accuracy Results When Using LLMs

Speaker: Ben Epstein, Stealth Founder & CTO | Tony Karrer, Founder & CTO, Aggregage

When tasked with building a fundamentally new product line with deeper insights than previously achievable for a high-value client, Ben Epstein and his team faced a significant challenge: how to harness LLMs to produce consistent, high-accuracy outputs at scale. In this new session, Ben will share how he and his team engineered a system (based on proven software engineering approaches) that employs reproducible test variations (via temperature 0 and fixed seeds), and enables non-LLM evaluation m

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‘Vague, confusing, and did nothing to improve my work’: how AI can undermine peer review

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Earlier this year I received comments on an academic manuscript of mine as part of the usual peer review process, and noticed something strange.

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The Ancient Horsemen Who Created the Modern World

Hacker News

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5 free online courses to get you on track to become an AI expert

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Multiple online courses teach different aspects linked to artificial intelligence for free. Read on to read about them.

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US added to international watchlist for rapid decline in civic freedoms

Hacker News

Civicus, an international non-profit, puts country alongside Democratic Republic of Congo, Italy, Pakistan and Serbia

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Maximizing Profit and Productivity: The New Era of AI-Powered Accounting

Speaker: Yohan Lobo and Dennis Street

In the accounting world, staying ahead means embracing the tools that allow you to work smarter, not harder. Outdated processes and disconnected systems can hold your organization back, but the right technologies can help you streamline operations, boost productivity, and improve client delivery. Dive into the strategies and innovations transforming accounting practices.

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Huh? The valuable role of interjections in human conversations

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Listen carefully to a spoken conversation and youll notice that the speakers use a lot of little quasi-words mm-hmm, um, huh?

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Stanford researchers develop dual-antibody treatment for ALL SARS-CoV-2 variants

Hacker News

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How Freepik Transformed From a Stock Image Platform Into a Generative AI Powerhouse

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Joaqun Cuenca Abela reveals how Freepik embraced AI and became a creative hub with tools for video, audio, image generation, editing, and more.

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Global coffee trade grinding to a halt, hit hard by brutal price hikes

Hacker News

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The 2nd Generation of Innovation Management: A Survival Guide

Speaker: Chris Townsend, VP of Product Marketing, Wellspring

Over the past decade, companies have embraced innovation with enthusiasm—Chief Innovation Officers have been hired, and in-house incubators, accelerators, and co-creation labs have been launched. CEOs have spoken with passion about “making everyone an innovator” and the need “to disrupt our own business.” But after years of experimentation, senior leaders are asking: Is this still just an experiment, or are we in it for the long haul?