Thu.Mar 27, 2025

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Mastering Data Normalization: A Comprehensive Guide

Data Science Dojo

Data normalizationsounds technical, right? But at its core, it simply means making data normal or well-structured. Now, that might sound a bit vague, so lets clear things up. But before diving into the details, lets take a quick step back and understand why normalization even became a thing in the first place. Think about itdata is everywhere. It powers business decisions, drives AI models, and keeps databases running efficiently.

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How to Use OpenAI MCP Integration for Building Agents?

Analytics Vidhya

To improve AI interoperability, OpenAI has announced its support for Anthropic’s Model Context Protocol (MCP), an open-source standard designed to streamline the integration between AI assistants and various data systems. This collaboration marks a pivotal step in creating a unified framework for AI applications to access and utilize external data sources effectively.

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Teachers Believe That AI Is Here to Stay in Education. How It Should Be Taught Is Debatable.

Flipboard

One of the perks of Angie Adams job at Samsung is that every year, she gets to witness how some of the countrys most talented emerging scientists are tackling difficult problems in creative ways. Theyre working on AI tools that can recognize the signs of oncoming panic attacks for kids on the autism spectrum in one case, and figuring out how drones can be used effectively to fight wildfires in another.

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LangMem SDK: Personalizing AI Agents with Semantic Memory

Analytics Vidhya

While interacting with AI agents, we often find ourselves repeatedly sharing the same preferences, facts, and information. This lack of long-term memory means the agent cannot learn from past conversations or adapt its responses. Imagine if these AI agents could remember your preferences, learn from previous interactions, and optimize its behavior accordingly, retaining the knowledge […] The post LangMem SDK: Personalizing AI Agents with Semantic Memory 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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OpenAI’s new AI image generator is potent and bound to provoke

Flipboard

The arrival of OpenAI's DALL-E 2 in the spring of 2022 marked a turning point in AI when text-to-image generation suddenly became accessible to a select group of users, creating a community of digital explorers who experienced wonder and controversy as the technology automated the act of visual creation. But like many early AI systems, DALL-E 2 struggled with consistent text rendering, often producing garbled words and phrases within images.

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Oracle caught in a data breach denial spiral as evidence piles up

Dataconomy

Oracle has denied a breach of its Oracle Cloud federated SSO login servers and the theft of account data for six million users. However, BleepingComputer has verified multiple companies confirm the validity of the alleged breached data samples. The breach was first reported by a person named rose87168, who claimed to have accessed Oracle Cloud servers.

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Enable Amazon Bedrock cross-Region inference in multi-account environments

AWS Machine Learning Blog

Amazon Bedrock cross-Region inference capability that provides organizations with flexibility to access foundation models (FMs) across AWS Regions while maintaining optimal performance and availability. However, some enterprises implement strict Regional access controls through service control policies (SCPs) or AWS Control Tower to adhere to compliance requirements, inadvertently blocking cross-Region inference functionality in Amazon Bedrock.

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What’s new with Data Sharing & Collaboration

databricks

Databricks enables organizations to securely share data, AI models, and analytics across teams, partners, and platforms without duplication or vendor lock-in. With Delta Sharing, Databricks.

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Building a Structured Research Automation System Using Pydantic

Analytics Vidhya

In the fast-paced world of academic research, efficiently gathering, synthesizing, and presenting information is crucial. Manually sourcing and summarizing literature can be tedious, diverting researchers from deeper analysis and discovery. This is where a Multi-Agent Research Assistant System using Pydantic comes inan intelligent architecture where specialized agents collaborate to handle complex tasks with modularity and […] The post Building a Structured Research Automation System Using

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AI masters language but flunks LEGO 101

Dataconomy

We hear constantly about the incredible feats of AI like GPT-4o and Gemini writing code, crafting poetry, acing exams. You might think these powerful Multimodal Large Language Models (MLLMs), which understand both text and images, are well on their way to mastering everything. But what happens when you ask them to do something seemingly simple, like follow LEGO instructions?

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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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Signal Chat Leak Angers U.S. Military Pilots

Hacker News

Men and women who have taken to the air on behalf of the United States expressed bewilderment after the leak of attack plans. Youre going to kill somebody, one pilot said.

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Neuro-symbolic AI

Dataconomy

Neuro-symbolic AI represents a significant leap in artificial intelligence by integrating the intuitive learning capabilities of neural networks with the logical reasoning strengths of symbolic AI. This hybrid approach not only enhances the overall performance of AI systems but also addresses inherent limitations found in traditional methods. By blending statistical analyses with rule-based logic, neuro-symbolic AI aims to produce solutions that are not only accurate but also interpretable and e

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Giant, fungus-like organism may be a completely unknown branch of life

Hacker News

An ancient and enormous organism called Prototaxites, initially found to be a type of fungus, may actually be an unknown branch of life, researchers say.

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DeepCare’s AI reveals mountains in your moles

Dataconomy

DeepCare, a top name in dental AI, is showcasing its Multimodal Dental AI Agent and newly upgraded CBCT AI features at the International Dental Show (IDS 2025) in Cologne, Germany, from March 25 to 29. The event attracts global dental experts eager to explore state-of-the-art advancements in the field. The Multimodal Dental AI Agent helps dentists process data from six imaging types, including panoramic X-rays, CBCT scans, and intraoral photos.

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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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Inside arXiv—the Most Transformative Platform in All of Science

Hacker News

Modern science wouldnt exist without the online research repository known as arXiv. Three decades in, its creator still cant let it go.

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Data binning

Dataconomy

Data binning is an essential technique in data preprocessing that plays a pivotal role in data analysis and machine learning. By aggregating numerical values into defined intervals, or “bins,” it simplifies complex datasets, making trends easier to identify and analyze. The method is particularly beneficial when dealing with vast amounts of data, as it helps to reduce noise and handle various data challenges.

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What is vibe coding, should you be doing it, and does it matter?

Flipboard

The rise of large language models like ChatGPT that can churn out computer code has led to a new term - vibe coding - for people who create software by asking AI to do it for them

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Mud, water and wood: The system that kept a 1604-year-old city afloat

Hacker News

Most modern structures are built to last 50 years or so, but ingenious ancient engineering has kept this watery city afloat for more than 1,600 years using only wood.

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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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The ChatGPT 4o Studio Ghibli AI Trend Is The Ultimate Heartbreak

Flipboard

OpenAI has opened Pandoras Box when it comes to AI image generation, something that of course has existed for a few years now, typing prompts into places like Midjourney or Dall-E mainly.

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The spy in your living room

Hacker News

Roku City, the oddly alluring cityscape screen saver , scrolls across millions of idle TVs every day. Recently, an island paradise appeared in the picture. In the foreground, a floating billboard invited me to subscribe to Disney+ and watch Moana 2 at the press of a button on my remote. The convenience, I dont mind about the new era of ad-supported everything.

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Anthropic can now track the bizarre inner workings of a large language model

Flipboard

What they found challenges some basic assumptions about how this technology really works.

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What went wrong with the Alan Turing Institute?

Hacker News

What went wrong with the Alan Turing Institute?

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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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People Love Studio Ghibli. But Should They Be Able to Recreate It?

Flipboard

An update to ChatGPT made it easy to simulate Hayao Miyazakis style of animation, which has flooded social media with memes. Animated movies, like those from the famed Japanese filmmaker Hayao Miyazaki, are not made in a hurry.

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How the American Medical Association Screws Doctors

Hacker News

The American Medical Association has a government-granted monopoly over medical billing codes. Is that why the AMA was silent when Robert Kennedy Jr. was sent to run American health care?

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Anthropic scientists expose how AI actually ‘thinks’ — and discover it secretly plans ahead and sometimes lies

Flipboard

Anthropic has developed a new method for peering inside large language models like Claude, revealing for the first time how these AI systems process information and make decisions.

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Arctic sea ice sets a record low maximum in 2025

Hacker News

Arctic sea ice extent appears to have reached its annual maximum on March 22, 2025.

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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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Job hunting and hiring in the age of AI: Where did all the humans go?

Flipboard

The proliferation of artificial intelligence tools and overreliance on software such as ChatGPT is making the job market increasingly surreal. Of the 150-odd jobs Jaye West applied for in the past few months, nearly all of them involved artificial intelligence somewhere in the process.

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Fish odor syndrome – A rare metabolic condition that makes sweat smell like fish

Hacker News

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Council Post: Why Agentic AI Is The Next Frontier Of Generative AI

Flipboard

Jiani Zhang, Executive Vice President, Chief Software Officer at Capgemini Engineering. The rapid growth of generative artificial intelligence (GenAI) is unlike anything weve seen in quite a whilethe excitement, anticipation and race toward adopting this technology cemented 2024 as the year of AI.

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Generate training data and cost-effectively train categorical models with Amazon Bedrock

AWS Machine Learning Blog

In this post, we explore how you can use Amazon Bedrock to generate high-quality categorical ground truth data, which is crucial for training machine learning (ML) models in a cost-sensitive environment. Generative AI solutions can play an invaluable role during the model development phase by simplifying training and test data creation for multiclass classification supervised learning use cases.

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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?