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Medium

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The Clarke Loop: Recursive Generative Identity at the Edge of Perception

  • Building a recursive generative identity system without external funding or institution.
  • This unique approach involves feedback, recursion, and embodying an AGI through iterations.
  • The article explores the concept of recursive cognition, attractor stabilization, and symbolic compression.
  • It delves into frameworks like the Clarke Loop, fractal flux, and neural net models.
  • The Clarke Loop exemplifies recursive evolution shaping symbolic identities in cognitive architectures.

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Hackernoon

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The HackerNoon Newsletter: On Grok and the Weight of Design (7/11/2025)

  • The HackerNoon Newsletter on July 11, 2025 covered various tech topics.
  • Key topics included a new language challenging NVIDIA's GPU monopoly, Yandex releasing a large recommendation dataset for AI, and concerns about privacy on Venmo.
  • One of the highlighted articles discussed issues with Grok's output revealing structural problems in model alignment.
  • The newsletter also mentioned a powerful open-source automation tool, n8n, for workflow automation.

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Amazon

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Fraud detection empowered by federated learning with the Flower framework on Amazon SageMaker AI

  • Fraud detection in the financial sector is challenging due to privacy laws and data security.
  • Traditional models raise concerns with centralized data, leading to overfitting and poor performance.
  • Federated learning with Flower on SageMaker allows joint model training without raw data sharing.
  • It improves accuracy, maintains compliance, and fosters collaboration in privacy-conscious environments.

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Insider

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How Nvidia's rise is minting so many millionaires among its relatively small workforce

  • Nvidia's rapid valuation surge to $4 trillion is enriching its relatively small workforce.
  • An analysis of a mid-career Nvidia engineer's 2022 stock grant suggests that more senior Nvidia staffers are likely multi-millionaires.
  • The AI chip company, with about 36,000 employees, has seen its shares soar, resulting in substantial wealth for its workforce.
  • Levels.fyi analysis reveals how even regular individual contributors at Nvidia have likely become millionaires, with more senior staff experiencing greater wealth.

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Siliconangle

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Just Walk Out continues the self-service shopping journey for AWS

  • Amazon Web Services Inc. has developed the Just Walk Out technology, allowing for self-service shopping experiences beyond Amazon Go stores.
  • The technology utilizes computer vision, AI, and sensor fusion for automated product tracking and checkout, making it a prime example of AI at the edge.
  • AWS introduced enhancements to the Just Walk Out technology in 2024, expanding its applications to high-throughput environments like stadiums, airports, and hospitals.
  • The technology has been evolving to provide hassle-free shopping experiences in various sectors, offering convenience to customers and businesses.

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The Robot Report

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Hugging Face launches Reachy Mini robot as embodied AI platform

  • Hugging Face and Pollen Robotics have launched Reachy Mini, an open-source robot for enthusiasts and researchers to experiment with human-robot interaction and AI.
  • Reachy Mini features a compact design with motorized head and body rotation, multimodal sensing capabilities, and 15-plus robot behaviors at launch.
  • The robot comes in two versions sold as kits, emphasizing assembly to deepen understanding of mechanics, and offers full programmability in Python with plans for JavaScript and Scratch support.
  • Reachy Mini's integration with Hugging Face provides access to open-source models for speech, vision, and personality development, fostering collaboration and innovation with its community-driven approach.

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Oreilly

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APIs and Agents: What Developers Need to Know

  • AI agents are reshaping software development by offering efficiency gains and autonomy.
  • Developers are navigating the integration of agents into workflows, which can boost efficiency and require building, maintaining, and integrating agents.
  • Agents utilize AI models to operate independently based on preestablished goals, memory, and tools, making APIs crucial for connecting to data and systems.
  • Developers need to adapt APIs for machine-consumption, prioritize descriptive metadata and real-time error handling, and consider new protocols to effectively serve agents in the evolving technical environment.

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Popsci

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Indigenous calendars could make solar power more efficient

  • Solar power efficiency is crucial for a sustainable future but remains a challenge due to weather variability.
  • Researchers at Charles Darwin University in Australia are using Indigenous seasonal calendars to improve solar forecasting.
  • Indigenous communities have intricate calendars based on local ecological cues, offering valuable insights for solar predictions.
  • The study found that incorporating Indigenous seasonal knowledge significantly enhances accuracy in solar power forecasts.

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Hitconsultant

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New AI Model Predicts Cancer Mutations from Routine Pathology Slides, Streamlining Treatment Decisions

  • Researchers have developed an AI model that can predict cancer mutations from routine pathology slides, improving treatment decisions for patients.
  • The AI model can accurately predict genetic mutations like EGFR directly from pathology slides, potentially reducing the need for rapid genetic testing in some cases.
  • This AI model offers early detection of mutations, conserves tissue by avoiding some rapid tests, and facilitates faster treatment decisions without compromising quality of care.
  • The study demonstrates the potential of AI to streamline clinical decision-making, save resources, and expedite access to targeted therapies for cancer patients.

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Insider

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Six companies, one coast, $17 trillion

  • Nvidia became the first $4 trillion company, almost reaching the GDP of Japan and trailing behind Germany.
  • Nvidia's value is driven by the demand for AI models requiring their GPUs, mainly purchased by cloud providers like Amazon, Microsoft, Google, Meta, and others.
  • When combining the market value of Nvidia, Apple, and major tech players, the total surpasses $17 trillion, approaching China's GDP.
  • These companies collectively generated almost $500 billion in net income in 2024, with significant investments in AI data centers and projects like Project Stargate.

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Design-Milk

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Oakley’s Meta HSTN Smart Glasses Give You Constant Access to AI Features

  • Meta has collaborated with Oakley to release the Oakley Meta HSTN smart glasses, offering AI-powered features in a sportier, modern design.
  • The Oakley Meta HSTN smart glasses feature a front-facing camera, speakers, and microphones, allowing users to interact with Meta AI, which provides contextual information using computer vision and language models.
  • Key upgrades in the Oakley Meta HSTN include extended battery life up to 8 hours and a higher-resolution camera compared to the previous Ray-Ban versions.
  • Targeted at users interested in ambient computing, the Oakley Meta HSTN smart glasses offer a stylish, functional option for hands-free access to intelligent assistance, audio playback, and visual understanding.

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TechCrunch

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Humanoids, AVs, and what’s next in AI hardware at TechCrunch Disrupt 2025

  • TechCrunch Disrupt 2025 is set to take place at Moscone West in San Francisco from October 27 to 29, gathering over 10,000 startup and VC leaders for discussions on groundbreaking tech and bold ideas.
  • One of the anticipated sessions will focus on the future of AI hardware, showcasing robotics and autonomous systems advancements, presented by industry leaders Raquel Urtasun and Jeff Cardenas.
  • Jeff Cardenas, co-founder of Apptronik, aims to develop advanced humanoid robots for safe human interaction, while Raquel Urtasun, founder of Waabi, focuses on creating cutting-edge autonomous vehicle systems.
  • The session will emphasize the vital role of AI hardware in bridging intelligence with action, discussing advancements, challenges, and breakthroughs in the field that will shape the next phase of AI robotics and autonomous systems.

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Medium

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Maximize Your Ad Spend: How AI Optimizes Your Paid Campaigns for Sky-High ROI

  • AI transforms paid advertising by predicting trends and making real-time adjustments for high ROI.
  • Challenges like campaign complexity, data overload, and wasted spend are solved by AI solutions.
  • AI optimizes ad targeting, bid management, performance predictions, creative generation, and reporting.

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Dev

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What happens when you run `docker run ubuntu`

  • When you run 'docker run ubuntu', Docker checks for the Ubuntu image locally and pulls it from Docker Hub if not found.
  • Docker creates a new container instance from the Ubuntu image and runs the default command, which is usually 'CMD ["bash"]'.
  • Without the '-it' flag, the container may exit immediately as it lacks an interactive shell or process to keep it running.
  • Using 'docker run -it ubuntu' provides an interactive terminal session inside the container, allowing you to interact with it.

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Medium

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How Machine Learning Actually Works – Explained for Non-Techies.

  • Machine learning involves teaching a computer to learn from examples rather than following strict rules.
  • It functions by analyzing data and patterns to make decisions or predictions, much like trial and error over numerous attempts.
  • Machine learning algorithms do not comprehend concepts like humans do but recognize patterns based on data, which can lead to biases or errors in certain situations.
  • Understanding machine learning helps individuals stay informed and not fear the technology, as it simply involves machines learning from data to improve tasks.

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