Sat.Mar 08, 2025

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Traditional RAG to Graph RAG: The Evolution of Knowledge Retrieval Systems in Artificial Intelligence

Analytics Vidhya

The change from traditional retrieval-augmented generation to Graph RAG proves an interesting shift in machines’ understanding and processing of knowledge, and this study considers both architectures in their differences, applications, and further trajectories. The present organization and access of information will tell whether the AI merely has an answer or actually understands the question in […] The post Traditional RAG to Graph RAG: The Evolution of Knowledge Retrieval Systems i

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Text Summarization with DistillBart Model

Machine Learning Mastery

This tutorial is in two parts; they are: Using DistilBart for Summarization Improving the Summarization Process Let's start with a fundamental implementation that demonstrates the key concepts of text summarization with DistilBart: import torch from transformers import AutoTokenizer, AutoModelForSeq2SeqLM class TextSummarizer: def __init__(self, model_name="sshleifer/distilbart-cnn-12-6"): """Initialize the summarizer with a pre-trained model.

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This is How Andrej Karpathy Uses LLMs

Analytics Vidhya

In his latest video, “How I use LLMs: Andrej Karpathy,” the renowned AI expert pulls back the curtain on the evolving world of LLM. Serving as a follow-up to his earlier video “Deep Diving into LLMs” from the General Audience Playlist on his YouTube channel, this presentation explores how the initial textual chat interface hosted […] The post This is How Andrej Karpathy Uses LLMs appeared first on Analytics Vidhya.

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Classics Never Fade Away: Decipher Gaussian Mixture Model and Its Variants!

Towards AI

Author(s): Kaitai Dong Originally published on Towards AI. Figure 1: Gaussian mixture model illustration [Image by AI] Introduction In a time where deep learning (DL) and transformers steal the spotlight, its easy to forget about classic algorithms like K-means, DBSCAN, and GMM. But heres a hot take: for anyone tackling real-world clustering and anomaly detection challenges, these statistical workhorses remain indispensable tools with surprising staying power.

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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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Cat-Eared Robots Are Waiting Tables in Japan's Restaurants

Hacker News

As Japan copes with a labor shortage, the service robot market is expected to triple in the next five years.

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China’s Autonomous Agent, Manus, Changes Everything

Flipboard

One recent evening in Shenzhen, a group of software engineers gathered in a dimly lit co-working space, furiously typing as they monitored the performance of a new AI system. The air was electric, thick with the hum of servers and the glow of high-resolution monitors.

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Chinese humanoid robot lands world's first front flip

Flipboard

Chinese robotics company Zhongqing Robotics, also known as EngineAI, has officially entered the humanoid robotics scene by releasing a video showcasing what it claims is the world's first humanoid robot front flip.

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Google will still have to break up its business, the Justice Department said

Hacker News

Google will have to break up its business and sell Chrome, the Justice Department said in a filing, upholding the previous administration's proposal after a court said it illegally abused it monopoly on search.

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9 US AI startups have raised $100M or more in 2025

Flipboard

Last year was a monumental year for the AI industry in the U.S. and beyond. There were 49 startups that raised funding rounds worth $100 million or more in 2024, per our count at TechCrunch.

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MCP vs. API Explained

Hacker News

Model Context Protocol (MCP) is an open standard that connects AI models to tools and data sources efficiently.

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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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Judge allows authors’ AI copyright lawsuit against Meta to move forward

Flipboard

A federal judge is allowing an AI-related copyright lawsuit against Meta to move forward, although he dismissed part of the suit. In Kadrey vs.

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Discworld Rules

Hacker News

And LOTR is brain-rot for technologists

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AGI could now arrive as early as 2026 — but not all scientists agree

Flipboard

Predictions on the dawn of the AI singularity vary wildly but scientists generally say it will come before 2040, according to new analysis, slashing

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Undocumented backdoor found in Bluetooth chip used by a billion devices

Hacker News

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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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How North Korea’s unstoppable hackers are weaponising AI

Flipboard

ChatGPT, DeepSeek and Googles Gemini are among the AI models that North Korean hackers are exploiting for fraud, experts warn.

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Gene-edited non-browning banana could cut food waste

Hacker News

Fruit variety developed in Norwich remains fresh for up to 12 hours after being peeled

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Do androids dream of electric sheep? This Michigan educator’s classes ponder the humanity of A.I.

Flipboard

There are more immediate questions to ask about artificial intelligence before humans should start worrying about "The Terminator" coming true, a Central Michigan University educator said.

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US support to maintain UK's nuclear arsenal is in doubt

Hacker News

Malcolm Rifkind joins diplomats and analysts urging focus on European cooperation to replace Trident

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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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Where the AI jobs are

Flipboard

New York, Seattle and San Jose had the most overall AI job openings this past January, by one estimate.

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Neonatal fungi: lifelong metabolic health via macrophage β cell development

Hacker News

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Week in Review: OpenAI could charge $20K a month for an AI agent

Flipboard

Welcome back to Week in Review. This week were looking at OpenAI potentially charging $20,000 a month for a specialized AI agent, the unexpected return of early-internet darling Digg, a company genetically engineering mice to have mammoth-like fur, and more! Lets do this.

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Kagi Is Bringing Orion Web Browser to Linux

Hacker News

Kagi, the company behind a paid, private search engine1 of the same name, has announced it's bringing its Webkit-based Orion web browser to Linux.

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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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Copilot might soon get more Microsoft AI models, less ChatGPT presence

Flipboard

Microsoft is reportedly eyeing more of its own AI models into Copilot and reduce dependency on OpenAI. Its also exploring rivals such as DeepSeek and Meta.

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Constant-time coding will soon become infeasible

Hacker News

This note discusses the problem of writing cryptographic implementations in software, free of timing-based side-channels, and many ways in which that endeavour can fail in practice. It is a pessimist view: it highlights why such failures are expected to become more common, and how constant-time coding is, or will soon become, infeasible in all generality.

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5 mind-blowing ChatGPT prompts you’ll wish you knew sooner

Flipboard

ChatGPT has quickly become the most widely used AI tool on the market, with millions of people turning to it daily for writing help, research, and

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AI 'wingmen' bots to write profiles and flirt on dating apps

Hacker News

Users may have difficulty once they arrive on real-life dates, without their phone to help them, say academics

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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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Google, Oppo, Moto and Honor are finally giving us the AI we deserve

Flipboard

Apple has delayed the new Siri and next-gen Apple Intelligence, but this week I've seen five demos that are finally the type of AI that we deserve. Here's more.

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The Einstein AI Model

Hacker News

I shared a controversial take the other day at an event and I decided to write it down in a longer format: Im afraid AI won't give us a compressed 21st century.

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Tech giants reportedly prepare stocking new West Texas data center

Flipboard

The Abilene facility is part of a $500 billion AI-focused project.

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Committing fraud is a viable career strategy

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?