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Windows 11 is getting more AI shortcuts, but is Microsoft in danger of cluttering up the OS with AI creep?

Windows 11's new preview in the Beta channel introduces 'AI actions' for desktop folders, starting with image files.
These AI actions provide shortcuts to change picture backgrounds, erase unwanted objects, and conduct Bing Visual Searches.
Initially, these features only work with JPG and PNG files, but the compatibility is expected to expand over time.
Microsoft plans to bring AI actions to Word, Excel, and PowerPoint files, including features like summarization and creating FAQs.
Users will need a Microsoft 365 subscription and a Copilot subscription to access certain AI functionalities within Microsoft 365 apps.
While Microsoft aims to enhance user experience with AI, some concerns arise about cluttering the interface for those who do not use these features.
The integration of AI functionalities, such as Copilot AI, is part of Microsoft's strategy to increase AI capabilities in Windows 11.
Windows 11's widgets panel has been updated to include Copilot AI-driven stories, which users can disable in settings.
A shift towards more AI integration is evident in Windows 11, raising questions about usability and the importance of these AI features for all users.

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TechBullion

392

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Step‑by‑Step Tutorial: Download Any YouTube Thumbnail in HD for Free (Fast & Easy)

A step-by-step tutorial on how to download any YouTube thumbnail in HD for free without any installations or hidden fees.
YouTube thumbnails serve as the visual preview of videos, often designed with text overlays, vibrant colors, and expressive faces to attract viewers.
Downloading thumbnails in HD ensures high-quality images with every detail and vibrant color without blur or pixelation.
Additionally, there are tips provided for downloading Vimeo thumbnails in HD, mobile apps for easy downloading, and troubleshooting fixes for common issues.

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Dev

187

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Simple Gas Optimization Techniques Every Ethereum Developer Should Know

Gas optimization is crucial for Ethereum developers to reduce costs and improve efficiency.
Using uint256 consistently, packing storage variables, and utilizing constants and immutables can help save gas.
Avoiding loops over dynamic arrays, short-circuiting conditionals, and calculating instead of storing data are other gas-saving techniques.
Utilizing custom errors instead of require('string') and cleaning up unused storage are also recommended for efficient gas usage.

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Medium

173

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Why your jwt might be lying to you and how to make it tell the truth

JWTs (JSON Web Tokens) have gained popularity but are often misunderstood and misused, posing security risks if not handled carefully.
JWTs are compact tokens made of three base64-encoded parts, easily decodable, and prone to security vulnerabilities if not securely verified.
Common mistakes with JWTs include using long expiration times, accepting alg: none in the header, and failing to verify signatures.
Developers should always verify the signature, claims, and context of JWTs before trusting them for authentication.
Best practices include using short-lived access tokens, storing refresh tokens securely, and never transmitting JWTs over plain HTTP.
It's crucial to validate JWTs properly, rotate secrets periodically, and implement measures like rate limiting and IP filtering for enhanced security.
JWTs do not automatically expire on logout, requiring manual revocation of tokens to ensure security.
Understanding common pitfalls like not verifying signatures and trusting decoded JWT content is essential for secure authentication implementation.
JWTs offer stateless authentication benefits but require careful handling and verification to prevent security breaches.
It is emphasized that JWTs are not inherently flawed, but improper implementation can lead to vulnerabilities.
When using JWTs, developers should prioritize security practices, robust verification, and proactive measures to safeguard against common attack vectors.

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Tech Radar

182

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Google's free NotebookLM AI app is out now for Android and iOS – here's why it's a day-one download for me

Google has officially released the NotebookLM apps for Android and iOS, bringing many features from the web version to mobile.
The NotebookLM app allows users to compile information from various sources, summarize it, and answer questions.
Notable features include Audio Overviews for turning sources into podcasts and detailed citation lists for accuracy.
While the NotebookLM apps are available for free, subscribing to Google One AI Premium at $19.99 a month offers additional features like more Audio Overviews and customization options.

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Analyticsindiamag

232

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Why India is Running Out of Skilled Engineers

India is facing a talent crisis in Engineering and R&D-focused (ER&D) companies, with significant talent gaps expected to intensify as baby boomers retire and new graduates lag behind.
Hiring demand for AI and data professionals in India grew by 38% to 45% between March 2024 and March 2025.
There is a 51% demand-supply gap for AI talent in India, emphasizing the need for investments in building future-ready capabilities.
Skilled engineers are increasingly required to have expertise in areas like AI, ML, NLP, and other advanced domains by product companies.
Many midcareer engineers are transitioning into nonengineering roles, further reducing the pool of experienced technical professionals.
The preference for managerial roles over technical roles due to higher salaries and broader exposure is contributing to the scarcity of qualified engineers in technical positions.
Younger professionals, including early-career engineers, are likely to switch jobs within the next six months, exacerbating the turnover challenge.
Engineers in India are drawn to tech companies for faster career progression, while traditional engineering firms offer slower advancement opportunities.
UiPath, a product company deeply involved in core engineering tasks, faces challenges in hiring and prefers technical focus before managerial roles.
As AI tools support coding, developers' roles are evolving, with new responsibilities emerging, and coding agents complementing human developers in specific areas.
The emergence of AI-based roles and categorization of employees' skills as mainstream or premium highlight the changing landscape of talent requirements in ER&D companies.

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Dev

264

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How the Richest in Crypto Think

The spending habits of the richest in crypto showcase a unique billionaire mindset, reflecting their approach to earning and thinking about wealth.
Crypto billionaires like Chun Wang spend $55M to orbit Earth's poles for experiments, turning spreadsheets into spectacle.
John Collins-Black's $2M treasure hunt across the U.S., Justin Sun's $5M media stunt with a banana, and Djordje Novakovic's exotic pets all symbolize the billionaires' eccentric spending.
Volodymyr Nosov's purchases of iconic symbols demonstrate a pattern of bold statements reflecting the risk-taking and attention-seeking nature of these billionaires.
The extravagant purchases of crypto billionaires reveal a willingness to break the traditional norms in both business and life, reflecting their unique thinking and approach to wealth accumulation.

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Tech Radar

315

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Google I/O 2025 live: all the latest news and rumors for Android XR, Gemini, Project Astra, and more

Google's annual I/O event is live with new announcements about Android XR, Gemini, and Project Astra.
This year's focus at Google I/O is expected to be less about Android and more about XR and AI.
Expected announcements include Gemini AI updates, Android XR information, and Project Astra updates.
The keynote event started at 10 am PT / 1 pm ET / 6 pm BST, featuring AI Mode, Google's AI assistant.
AI Mode, launched in beta, brings artificial intelligence to Google Search for a personalized experience.
Google I/O 2025 showcases how Google is advancing its mission in organizing information universally.
Gemini 2.5 Pro Experimental is Google's latest intelligent AI model, offering various capabilities.
Among the expected updates are Google Discover on desktop and Android 16 features.
Gemini Live, Deep Research, Canvas, and Veo are some of the capabilities of Google's AI model.
Discover on desktop, soft-launched in Australia and New Zealand, showcases relevant news stories from Google Search.

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Dev

164

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A Quick Guide to Making a Loan App

Loan lending apps provide a fast and convenient way for individuals to access credit, simplifying the borrowing process through digital onboarding and secure transactions.
To create a loan app, understanding your target audience and defining the type of loans you will offer is crucial, along with ensuring seamless functionality and user experience.
Step-by-step instructions for building a loan app include market research, defining core features, choosing a tech stack, designing UI/UX, development, testing, and monitoring performance post-launch.
Essential features for a successful loan app include secure user registration, loan calculator, KYC verification, automated loan approval systems, push notifications, and admin dashboard.
For beginners without coding experience, options like no-code/low-code platforms or hiring freelance developers are available to kick-start their loan app development.
Launching a loan app successfully involves compliance with financial regulations, data privacy laws, SSL encryption, scalability, marketing strategies, and transparent communication about policies.
Building a loan lending app requires careful planning, user-centered design, robust security measures, legal compliance, thorough testing, and continuous improvement post-launch to succeed in the competitive fintech market.

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Cinema5D

201

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OCTOPUS RAW Studio Enhances Raw Video Workflow in Adobe Premiere

OCTOPUS RAW Studio is a plugin for Adobe Premiere Pro designed to enhance the workflow for ProRes RAW and CinemaDNG footage with advanced raw parameters and features.
The plugin offers options like adjusting ISO and WB, highlight recovery, textures, and more, making raw video editing more accessible and efficient.
OCTOPUS CINEMA, the company behind the plugin, is also developing the OCTOPUS16 digital camera supporting internal 4K 60fps raw video.
OCTOPUS RAW Studio is priced at €99 with a lifetime license and is available for download from the OCTOPUS CINEMA webpage, offering a trial version with export limitations.

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TechBullion

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QuickSwap Co-Founder Roc Zacharias Discloses Personal Background and Key Industry Wisdom in Tell-All April Interview with BrandTalks

QuickSwap co-founder Roc Zacharias recently participated in a significant interview with BrandTalks, discussing various key topics in the Web3 industry including QuickSwap's journey and accomplishments.
QuickSwap, a major DEX on the Polygon DeFi scene, started during the 2020 DeFi summer as a Uniswap fork with a focus on Layer 2 DeFi. Zacharias attributes the project's success to principles of decentralization and innovative technology evangelism.
QuickSwap became Web3's first deflationary DEX after implementing tokenomic changes approved by the community. The project continues to drive innovation, with plans to integrate StratEx, a DeFi strategy marketplace.
Zacharias offered advice to new entrepreneurs in Web3, emphasizing the importance of building relationships, adopting a missionary mindset over a mercenary approach, and finding a balance between principles and profit focus.

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1 Like

Medium

1.2k

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How I Use AI in Product Management (and Why You Should Too)

Using AI in product management can save time and provide valuable insights for better decision-making.
AI serves as a helpful tool in drafting and refining ideas, allowing for faster collaboration and iteration.
The utilization of AI does not replace teams but enhances conversations and outcomes with real-time data.
By leveraging AI intentionally, product managers can streamline workflows and focus on higher-impact tasks, leading to improved products delivered faster.

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11 Likes

Medium

379

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The ‘Boring’ Database Feature That’s Saving Startups $35K/Month in Cloud Costs

A technical co-founder of a bootstrapped SaaS startup shares how implementing database partitioning led to a significant reduction in cloud costs.
Despite their user base growing to 85,000, the startup managed to reduce their AWS bill by over $35,000 monthly without sacrificing performance.
The solution was implementing a 'boring' database feature, database partitioning, which divides a database table into smaller partitions for better management.
The startup's application, a compliance management platform for financial services, stored data intensively using a standard tech stack before implementing database partitioning.
They realized a cost-saving opportunity after discovering that 93% of their queries were accessing less than 5% of their data.
By implementing a partitioning strategy for their largest tables, they achieved improved performance and cost savings on AWS RDS.
PostgreSQL's declarative partitioning syntax was utilized for implementing partitioning strategies on AWS RDS.
The startup saw benefits beyond cost savings, including improved development focus, consistent application response times, and enhanced unit economics.
Database partitioning, although adding complexity, proved to be manageable and beneficial for the startup without requiring major application changes.
Proper analysis of query patterns, strategic partitioning key selection, and implementation of maintenance scripts are crucial for successful database partitioning.
The article emphasizes the value of fundamental solutions like database partitioning for sustainable infrastructure and cost-effective growth in data-heavy applications.

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Medium

388

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DeFi Summer: The Golden Days of Liquidation

A new liquidation bot, address 0x8329F4, has been dominating the Compound v2 battlefield by winning liquidations consistently despite not being the fastest or most efficient.
This successful performance by the new liquidator started after Compound introduced the Open Price Feed Proposal on August 20, 2020, aiming to increase transparency in asset price updates and community participation.
The liquidator manipulated the system by posting prices and exploiting the protocol mechanics, ultimately using GasToken2 to increase profits by executing the liquidation in one atomic transaction.
This incident showcases how understanding and leveraging protocol mechanics in DeFi can be more important than speed or gas optimization, ultimately leading to successful operations within the system.

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Dailydesignernews

182

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You will not believe the art Vika Brent can create with her hands

Vika Brent is an artist who creates stunning art using her hands and on her hands, faces, and bodies.
Her artworks consist of surreal illusions on a black background, often showcased through animated movements.
Vika Brent's mesmerizing art has gained popularity for its creativity and uniqueness.
You can follow Vika Brent's new work on her social media accounts for more of her hand-painted illusions.

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