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Hackernoon

270

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What Building an AI Product Taught Me About Human Bias

The hardest part of building ethical, effective AI is dealing with human bias that creeps into every stage of development.
Data is never neutral as it reflects the assumptions, judgments, and behaviors of the people who generate it, leading to biased algorithms.
Bias is not a problem with the AI model but with human decision-making at scale, emphasizing the need for fairness and accountability in AI development.
Key considerations for AI builders include starting with diverse teams, interrogating data sources, and designing for ethical impact to address and mitigate human bias.

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Hackernoon

104

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Nvidia’s Mega-Machine Crushes ALL of 2024’s Internet Traffic - And It’s Spawning an AI Gold Rush!

Nvidia introduced the NVLink Spine at Computex 2025, capable of processing 130 terabytes per second, surpassing the internet's 2024 peak of 112.5 TB/s.
The NVLink Spine, with 72 GPUs and advanced technology, is designed for running trillion-parameter AI models, impacting various sectors like SaaS, Web3, and infrastructure.
Nvidia's advancements, especially in GPU performance, are challenging Moore's Law, leading to real-time AI applications, tokenized compute, and powering Web3's growth.
The NVLink Spine represents a convergence of technology and economics, enabling tokenized infrastructure, on-chain compute marketplaces, and emphasizing the importance of control over AI infrastructure.

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Medium

2.5k

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“Continuous Integration: The Secret to Shipping Software Without the Stress”

Continuous Integration (CI) is crucial for controlled progress and avoiding chaos in software development.
Teams without CI spend 40% more time fixing integration bugs than writing new features due to merge conflicts.
CI enforces consistent environments, reducing productivity drains from context switching.
Mastering CI helps teams ship software faster, improve sleep quality, and reduce time spent on merge conflict resolutions.

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14 Likes

Medium

2.4k

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No, the Code Doesn’t Speak for Itself

Some developers believe that self-documenting code is enough, but in reality, it can be like a cryptic novel missing half its pages.
Relying solely on self-documenting code can lead to confusion and frustration for new developers trying to understand the codebase.
Neglecting to provide comments, READMEs, and architecture diagrams can hinder the comprehension of the code and make it challenging for others to work with.

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Medium

279

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Testing Strategies That Actually Work: How to Build Confidence in Every Release

Continuous Delivery authors, Jez Humble and David Farley, emphasize the importance of transforming testing into a strategic pillar for reliable software delivery.
Humble and Farley introduce testing quadrants that structure the testing strategy into four quadrants (Q1, Q2, Q3, Q4), highlighting the significance of addressing all quadrants.
Shift-left testing is crucial for reducing the cost of bug fixes by integrating testing early in the development cycle, with suggestions like Test-Driven Development (TDD) and Behavior-Driven Development (BDD).
Aim for 80% code coverage for critical components, use tools like Cucumber or SpecFlow, and implement a test automation pyramid for streamlining testing efforts as suggested by Humble and Farley.

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Medium

397

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12 Essential Flutter Widgets That Will Transform You From Beginner to Pro Developer

Understanding core Flutter widgets is crucial for developers to transition from beginners to professionals.
Focusing on mastering 12 essential widgets, which comprise 80% of successful Flutter apps, is more beneficial than trying to memorize every widget in the documentation.
Knowing the right widgets to use can significantly impact the efficiency and success of a Flutter project.
Mastering these fundamental widget patterns can streamline development processes and reduce frustrations for developers.

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Towards Data Science

411

What the Most Detailed Peer-Reviewed Study on AI in the Classroom Taught Us

Recent meta-analysis titled 'The effect of ChatGPT on students’ learning performance, learning perception, and higher-order thinking' provides robust empirical evidence on AI integration in education.
The study synthesizes data from 51 research papers and shows significant positive impact of ChatGPT on learning performance, learning perception, and higher-order thinking skills.
ChatGPT usage leads to improved academic outcomes, positive learning experience, and supports higher-order thinking skills development in students.
Course type, learning model, and duration of ChatGPT usage significantly affect its impact on student learning performance.
ChatGPT as an intelligent tutor enhances higher-order thinking skills development, emphasizing the need for adaptive feedback and guidance in AI-based educational tools.
Findings suggest AI tools should integrate scaffolding mechanisms to foster critical thinking and align with course content for optimal impact.
Limitations include biased student sample towards college-levels and the need for future research to disaggregate effects based on LLM versions.
Future studies should also focus on detecting AI-generated cheating and developing adaptive scaffolding mechanisms in LLM-based educational tools.
The study emphasizes the importance of evidence-informed design to harness the potential of AI in education while considering contextual factors for effective integration.
The findings highlight the need for continued rigorous research and nuanced understanding of AI's role in education for impactful and pedagogically sound tools.

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Idownloadblog

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Apple bumps firmware up to version 7E108 on AirPods Max with USB-C

Apple has released a new firmware version 7E108 for AirPods Max with USB-C, updating from the previous version 7E101.
The update includes general user experience improvements, bug fixes, and other enhancements as per the company's online support page.
The specific changes brought by the new firmware are not explicitly mentioned, leaving users unsure about the exact improvements in audio quality, Bluetooth connectivity, or app bug fixes.
To ensure automatic installation of firmware updates, users need to meet certain criteria like AirPods being connected to power, in Bluetooth range, and near a Wi-Fi network with internet access.

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Medium

394

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Microsoft-Backed Builder.ai Insolvency: How the Collapse Impacts the Ruby on Rails Ecosystem

AI-powered software development platform Builder.ai, backed by Microsoft and Qatar’s sovereign wealth fund, entered insolvency proceedings in May 2025.
Builder.ai had a significant presence in the Ruby on Rails ecosystem, utilizing RoR in its backend development stack and experimenting with AI-powered tools to automate upgrades.
The collapse raises questions about implications for Rails developers, companies using RoR, and the market due to Builder.ai's sudden insolvency.
Builder.ai's innovative approach showcased Rails as a modern and relevant framework, emphasizing rapid development speed, convention over configuration philosophy, and strong community support.

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23 Likes

Medium

392

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Why Search Is Still Beating AI

Google is adapting AI in its search functionality, recognizing AI as the future of search.
Google I/O revealed that AI mode is being introduced as an option in Google Search and is being rolled out across the US.
Despite the rise of chatbots, Google search remains dominant with 1,631.5 billion visits last year.
The transition to AI in search highlights Google's acknowledgment that AI will play a significant role in the future of search technology.

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Engadget

Image Credit: Engadget

Fortnite is finally back in the US App Store

Fortnite is back in the US App Store after Epic CEO Tim Sweeney announces the relaunch following a court order against Apple's 27 percent fee on app transactions.
The conflict between Epic and Apple started in 2020 when Epic bypassed Apple's payment system. Epic secured a permanent injunction allowing awareness of non-App Store payment options.
Fortnite's return to the App Store was delayed due to Apple's policies. Companies like Spotify were quick to update their apps. The return of Fortnite is a symbolic victory.
The court orders resulting from Epic v. Apple could reshape Apple's business and app functionality on the iPhone if they survive Apple's appeal.

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Pymnts

246

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Report: Apple to Let Third-Party Developers Use Its AI Models

Apple plans to introduce tools for third-party developers to use its AI models for software development.
The announcement is expected to be made at Apple's Worldwide Developers Conference on June 9.
By expanding AI technology to developers, Apple aims to increase the use of Apple Intelligence and make its products preferable for AI applications.
The company will start with small AI models on devices before expanding to larger cloud-based models.

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The Robot Report

260

TRON1 robot extends its reach with a new optional arm

TRON1, a two-legged mobile robot by LimX Dynamics, now offers an optional arm for picking up items from the floor.
LimX Dynamics showcased TRON1 at the International Conference on Robotics and Automation (ICRA) in Atlanta, targeting research applications and artificial general intelligence development.
With the new expansion kit, TRON1 owners can enhance the platform's capabilities in mobile manipulation and embodied AI research.
TRON1 also supports other features like voice interaction, lidar, and depth camera for applications in education, human-machine interaction, and navigation.

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15 Likes

Medium

328

Image Credit: Medium

A Seamless Toolips Extension for TCP

The author has developed the Toolips web-development framework for Julia, designed for centralized development, modularity, declarative syntax, and versatility.
Toolips allows for loading new features by adding extensions to servers and Component templating system, aiming to create a collaborative online notebook editor for Julia.
The framework has expanded into a full server-development framework, with extensions like ToolipsUDP providing UDP functionality.
The author aims to create a web infrastructure using Toolips for advanced web-based projects and server functionalities.

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19 Likes

Engadget

356

Google I/O 2025 recap: AI updates, Android XR, Google Beam and everything else announced at the annual keynote

At the Google I/O 2025 event, updates on various products and services were announced during its annual keynote.
AI Mode, a new chatbot, will be integrated into Google Search for US users to handle complex queries and generate custom charts.
Gemini-powered AI Overviews are seen by over 1.5 billion users monthly, offering summarized search results.
Project Astra, Google's universal AI assistant, was showcased with capabilities like assisting in tasks and accessing emails.
Gemini 2.5 updates include improved functionality, Deep Think reasoning mode, personalized smart replies in Gmail, and real-time translation in Google Meet.
Gemini Live and Google Search Live introduce interactive features for camera queries and video editing using AI.
Flow, a filmmaking app with AI integration, is offered to Google AI Pro and Ultra subscribers in the US.
Google introduces upgrades like Veo 3 for video generation with sound, SynthID Detector to identify AI-generated content, and AI subscription plans.
Android XR advancements include new devices and features like live translations on smart glasses, aiming to enhance AR, MR, and VR experiences.
Chrome's password manager gets enhanced security to change compromised passwords automatically, while Gemini integration provides AI assistance within the browser.
Project Starline's 3D video conferencing booths are rebranded to Google Beam, targeting enterprise customers with advanced communication solutions.

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