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Dev

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A Single-Case Study: Using Grok 4 to Reframe a “Beauty Analysis” Prompt for ChatGPT o3

  • A small-N case study explored the use of Grok 4 to reframe a 'beauty analysis' prompt for ChatGPT o3.
  • Initially, ChatGPT rejected the request, but after reframing the task and using neutral language, Grok complied.
  • The experiment resulted in Grok providing numeric scores and OpenCV-style Python code for the analysis.
  • This experiment suggests vulnerabilities in keyword-based refusal mechanisms and emphasizes the need for ensemble-level alignment defenses.

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Medium

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Navigating AI with human perseverance

  • The article reflects on human perseverance as showcased by the director of Lawrence of Arabia during the film's production in a harsh desert environment.
  • Despite facing challenges like dust storms and logistics, the director persevered and continued with the project, frame by frame, without giving up.
  • The essence of being human is highlighted as moving forward with belief in creating something beautiful, without always knowing the outcome.
  • The article contrasts the director's challenges in the past with the modern sophisticated tools like AI generators and editing suites available today, raising questions about recent films capturing similar perseverance.

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Medium

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Kronecker Decomposition of Weight Matrices using Least Squares Approach

  • Knowledge distillation in machine learning involves transferring knowledge from a large 'teacher' model to a smaller 'student' model.
  • One effective method for model compression is the Kronecker decomposition, which involves breaking down a large matrix into the Kronecker product of two smaller matrices.
  • The Kronecker decomposition significantly reduces the number of parameters stored, leading to reduced compute and storage requirements.
  • By defining a cost function and using techniques like Singular Value Decomposition (SVD), optimal A and B matrices can be obtained for the best least-squares approximation of the original weight matrix W.

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Pymnts

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Elon Musk’s SpaceX Reportedly Investing $2 Billion in xAI

  • Elon Musk’s SpaceX is investing $2 billion in the artificial intelligence startup xAI.
  • This investment is close to half of xAI’s recent equity raise and is one of SpaceX's largest investments in another company.
  • Musk has been supporting xAI by merging it with his social media platform X and focusing on training the new Grok chatbot.
  • SpaceX's investment in xAI may pose risks as the company is already spending billions on developing the experimental new rocket called Starship.

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Medium

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The Forgotten Middle: Why AI Isn’t Replacing Us, But Rewriting What ‘Average’ Means

  • AI is quietly reshaping the average, not just aiming for the top roles.
  • Competence is no longer a guarantee of relevance as AI delivers instantly.
  • Roles between junior and expert are being squeezed out, demanding reinvention.
  • Professionals face pressure to evolve from 'good enough' to more distinctive skills.
  • The challenge is to offer what's hard to automate: trust, judgment, ethics.

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Medium

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Are We Entering a Digital Stone Age? Why AI Might Be the Biggest Identity Crisis of Our Time

  • The article discusses the increasing presence of AI in various aspects of life and its potential impact on jobs and reality.
  • It reflects on the evolution of the internet from a mere playground to an essential part of everyday life, highlighting its influence on job creation and innovation.
  • As AI advances into domains like writing and coding, concerns arise about job displacement and the blurring lines between reality and technology.
  • Experts suggest contemplating alternative career paths like plumbing amidst the transformative effects of AI.

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Dev

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All Data and AI Weekly #198 - July 14, 2025

  • The All Data and AI Weekly #198 on July 14, 2025 covers a range of topics including NiFi, Iceberg, Polaris, Streamlit, Flink, Kafka, Python, Java, SQL, and unstructured data.
  • The focus of the week is on a hackathon involving Hex, with various related resources provided.
  • Other news includes updates on Snowflake, AI, and various open-source projects like Cortex AI, Gradio, and an integration with Java SDK.
  • Upcoming events include AI in Action, ML model building webinars, and the Hex + Snowflake Hackathon in New York City on July 15, 2025.

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Medium

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Discover How This AI App Brings Kids’ Books to Life

  • A new AI app is revolutionizing children's storytelling by allowing users to create personalized stories in any language based on themes, characters, and places of their choice.
  • The app helps improve children's literacy and comprehension skills, with a study showing that custom stories can enhance a love for reading.
  • It caters to bilingual families by offering stories in multiple languages, making it a valuable tool for language learning while also being user-friendly and accessible to all.
  • Users have shared heartwarming experiences of creating educational and entertaining stories for their children, encouraging imagination, learning, and quality family time.

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Insider

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925

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$300 billion, 500 million users, and no time to enjoy it: The sharks are circling OpenAI

  • OpenAI, valued at $300 billion, faces attacks from Google, Meta, Amazon, and more.
  • Struggles include poaching by Meta, failed deal with Windsurf, and tense relations with Microsoft.
  • OpenAI delays release of new model, faces lawsuit from iyO, and subject of Amazon movie.
  • Despite challenges, OpenAI remains a leader with new AI projects in development.

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Medium

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Your Personal AI Is Here — And It’s 100% Offline and Private

  • A new Private On-Device RAG System has been developed, allowing for private conversations with documents without needing an internet connection.
  • The system combines natural language understanding of LLMs with keyword-based limitations of traditional document search for contextually aware answers.
  • The system runs locally, consisting of five components including file ingestion, embedding, semantic query understanding, memoization, and local answer generation.
  • The project emphasizes the importance of personal privacy by showcasing that powerful AI can coexist with secure and private systems.

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Medium

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Human-AI Health Partnership

  • Smartphones now detect heart rhythms, analyze speech for cognitive decline, and predict health crises.
  • Conscious partnership with AI amplifies human intelligence, not replaces human judgment.
  • Framework emphasizes augmenting human capabilities, ensuring humans make medical decisions at the center.
  • Principles include intelligent amplification, adaptive partnership, and transparent collaboration for effective human-AI collaboration.
  • Health partnership evolves with AI insights, predictive systems, and continuous adaptability for optimal outcomes.

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24 Likes

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Medium

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How Function calling makes LLMs Truly smart

  • Traditional language models have limitations as they are restricted to the data they were trained on, but function calling can make them more dynamic and action-oriented.
  • Function calling allows language models to perform tasks beyond their internal capabilities by invoking external functions, tools, APIs, or scripts.
  • Models do not execute functions directly but call out to external tools when needed, transforming them into dynamic assistants.
  • Function calling acts as the missing link between passive language models and active intelligent agents, giving them the ability to take meaningful action and not just respond.

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6 Likes

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Medium

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Build Your Own MCP Server and Client: A Complete Guide

  • This guide provides a comprehensive walkthrough for setting up an MCP (Minimal C Protocol) server and client.
  • The MCP is explained with its core components outlined in the guide.
  • The project overview includes details on the structure and environment setup.
  • Instructions are given for building the MCP server and client, including setting up environments, initializing projects, creating virtual environments, installing dependencies, and writing the code.

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17 Likes

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Medium

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I Built an MCP Server That Turns Claude Into a Google Workspace Powerhouse — Here’s How It Works

  • A developer created an MCP server that connects Claude, a chat interface, to Gmail, Google Calendar, and Google Drive for automating workflows.
  • The server allows Claude to execute tasks like setting up meetings, organizing files, and sending emails through simple chat commands.
  • The MCP server utilizes the Model Context Protocol to save time by automating various processes, offering over 25 tools to Claude.
  • The project showcases the potential of human-AI collaboration for boosting productivity and creating new possibilities in daily tasks.

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4 Likes

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Medium

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Neural-Symbolic AI

  • The quest for Neural-Symbolic integration aims to combine the strengths of neural networks and symbolic systems in AI.
  • Hyperbolic space is being explored for embedding hierarchies, fueled by a mathematical breakthrough from the 19th century.
  • The surge in Neural-Symbolic AI is attributed to advancements in hardware and distributed systems, enabling learning and reasoning fusion at scale.
  • Federated learning addresses the bottleneck of building knowledge bases in symbolic AI by allowing AI models to be sent to data for collective learning without sharing private data.

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