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Digitaltrends

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I let Gemini turn complex research into podcasts. I’ll never go back

Gemini has revolutionized AI interactions with its natural language understanding and fluid app interactions.
Audio Overviews feature on Gemini allows users to convert complex research papers into engaging podcasts effortlessly.
Engaging with text-based material through audio podcasts offers a more immersive and memory-enhancing learning experience.
Podcasts enhance convenience, accessibility, and flexibility in information consumption, making learning more engaging.
Gemini's Audio Overviews have proven to be effective in aiding memory retention and understanding complex topics better.
However, Gemini's audio overviews may sometimes miss out on details and have limitations in adjusting length and depth of content conversion.
Language barriers and pronunciation issues exist in Gemini's AI-hosted podcasts, affecting the overall user experience.
While not a perfect solution, Gemini's Audio Overviews offer an alternative and engaging method to consume content beyond traditional reading.
Google's Gemini AI model is evolving to provide more natural and personalized interactions, despite some current limitations.
Gemini's introduction of audio-based learning methods reflects the growing trend and effectiveness of podcasts in education and entertainment.

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Digitaltrends

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Google’s latest AI model, Gemini 2.5 Pro, is now available for all users

Google has released its latest AI model, Gemini 2.5 Pro, to all users.
Gemini 2.5 Pro is now available in an experimental state on the web.
The model offers enhanced coding, math, and science capabilities.
Users can try out Gemini Advanced with a one-month free trial before subscribing.

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Dev

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AWS: Powering the Future of Data Science

Amazon Web Services (AWS) is at the forefront of the data science revolution, providing a scalable and cost-effective platform for analyzing data, training models, and delivering insights.
Key reasons for choosing AWS for data science include scalability and performance, pay-as-you-go pricing, seamless integration with popular tools, and robust security and compliance measures.
AWS offers various services that power data science, including Amazon S3 for data storage, AWS Glue for data preparation, Amazon SageMaker for building machine learning models, and Amazon EMR for big data processing.
Real-world impact of AWS in data science includes healthcare for AI-driven diagnostics, finance for fraud detection, retail for customer behavior analysis, and transportation for optimizing routes and logistics.

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Digitaltrends

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3 open source AI apps you can use to replace your ChatGPT subscription

The AI race has expanded with more open-source options like DeepSeek, Alibaba Qwen, and Baidu Ernie.
DeepSeek, a Chinese startup, debuted AI models like DeepSeek-R1, offering a cost-effective alternative to competitors.
DeepSeek models are accessible on GitHub and have attracted partnerships with companies like Lenovo and Baidu.
Alibaba's Qwen, a language model family, released models like Qwen 2.5-VL and Qwen2.5-Max as open-source options.
Qwen models are available on GitHub, leading to the development of over 90,000 independent models based on its code.
Baidu's Ernie Bot, while not currently open source, plans to release its models for public use and make its chatbot free to all users.
Ernie models like Ernie 4.5 have been compared to top models like OpenAI's GPT-4.5 and DeepSeek R1.
Ernie is accessible through web-based platforms and mobile applications, with plans to release an open-source model, Ernie 5.
OpenAI's GPUs face strain over trends like Ghibli, while offerings like OpenAI Academy provide free AI skills workshops.
Usage of tools like ChatGPT may lead to emotional dependency, as seen in recent studies, prompting considerations for alternative AI applications.

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Dev

10h

314

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Pulumi Deploy and Document Challenge: Fast Static Website Deployment

I built a fast, static website hosted on AWS using S3 and CloudFront, orchestrated entirely with Pulumi’s Infrastructure as Code (IaC).
The website is built with HTML, CSS, and JavaScript, and is automatically deployed via Pulumi for high performance and global availability.
Key steps include setting up the Pulumi project, developing the website using HTML, CSS, and JavaScript, integrating S3 bucket and website configuration, handling AWS S3 bucket policy issues, integrating CloudFront for HTTPS and global performance, and conducting testing and making final adjustments.
Lessons learned include the importance of automation, attention to detail and iterative testing, while future improvements could involve implementing a CI/CD pipeline, enhancing security measures, and optimizing performance with advanced caching techniques.

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Dev

10h

293

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Weekly #13-2025: AI, React, PHPxTKY meetup and More

A new framework called Tokenize Image as a Set uses set-based tokenization and discrete diffusion for image generation.
Perplexity AI aims to enhance TikTok's functionality with deep content discovery and truth-seeking features.
React Server Components (RSC) and React Server Functions (RSF) are being increasingly adopted for UI standardization and data handling.
The rise of AI coding assistants is causing a shift in the role of software engineers, emphasizing AI orchestration over hands-on coding.

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Digitaltrends

257

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I turned a mossy tree into a 3D world and walked inside with my Quest 3

The article discusses using a VR headset like Quest 3 to explore a 3D scan of a mossy tree, creating an immersive experience at home.
Technology allows for turning real locations or objects into 3D digital twins, providing a unique way to revisit places virtually.
The Scaniverse app, featuring Gaussian splat scanning, enables capturing high-resolution 3D scenes for VR exploration.
Tips for successful 3D scanning include slow, steady movements and circling the subject at various heights for spatial data.
Scaniverse offers the opportunity to view captured scans in VR, allowing users to immerse themselves in the digitally recreated environments.
Exploring the Scaniverse reveals a variety of publicly uploaded 3D content, although the quality may vary based on scanning techniques.
Capturing still objects yields better results than dynamic elements like people or plants due to potential distortions or blur.
The evolution of metaverse technologies, such as 3D scanning and VR headsets, is expanding the possibilities for immersive digital experiences.
Partnerships between companies like Meta and others indicate a growing trend towards integrating VR capabilities into various devices.
Apple's anticipated updates to visionOS and the rumored launch of new VR products hint at further advancements in the VR and metaverse space.

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Dev

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From Rejection to Relaunch: Turning Setbacks into Opportunities with AWS Community Builders

The AWS Community Builders program empowers community leaders to build, educate, and inspire others in the AWS ecosystem.
Rejection from the program is an opportunity to learn, grow, and refine your approach.
To increase chances of acceptance, demonstrate passion, highlight expertise, emphasize community involvement, and provide a clear vision.
Take the next steps by reviewing and refining your application, seeking feedback, building skills, and reapplying with confidence.

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Tech Radar

167

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Here's why you should reinstall Windows 11 every two months - no, I'm not kidding

The author discusses their love for Windows operating system and their habit of reinstalling Windows onto their PC every other month.
They highlight the need for occasional system refresh due to Windows susceptibility to bugs caused by updates, drivers, and file corruption.
The author advises against upgrading from the previous Windows version and recommends a fresh reinstall instead.
Advocating for tying a Windows license to a Microsoft account for easy reinstalls, the author suggests splitting storage drives for efficient reinstallation.
By keeping games and important files on a separate drive, reinstalling Windows becomes a quick and time-saving process.
The strategy helps reduce clutter, encourages backup practice, and ensures a clean and error-free Windows installation.
The author emphasizes the benefits of a minimal desktop after reinstalling Windows, which results in improved performance.
They recommend relying on Windows Defender for antivirus protection and suggest flattening the system in case of malware infection.
The author provides tips on preparing for a Windows reinstall, including backing up important files and ensuring internet connectivity.
In case of internet connectivity issues during Windows 11 install, the author shares a workaround to continue installation without internet connection.
Overall, the author advocates for a 'salt-the-earth' approach of reinstalling Windows periodically for a fresh and efficient system.

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Dev

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Self-Hosting ownCloud on a Hetzner Ubuntu Server

This article introduces OwnCloud as an open-source platform for hosting a secure file storage system on a self-controlled cloud.
The guide focuses on setting up OwnCloud using Docker on a Linux Ubuntu server, providing step-by-step instructions.
Steps include preparing the server on Hetzner, setting up a firewall for security, installing Docker, and configuring Caddy web server for HTTPS.
Deployment with Docker Compose involves creating a directory, configuring docker-compose.yml, and starting OwnCloud with PostgreSQL.
Accessing OwnCloud via a browser on your domain or IP allows login and dashboard access after successful container startup.
Security considerations emphasize regular updates, security patches, Fail2ban for SSH protection, strong access controls, and backups.
For an easier self-hosting alternative, using providers like Sliplane can simplify the setup process and offer secure and scalable hosting for applications like ownCloud.
Sliplane provides an affordable hosting option starting at €9/month, making it accessible for users without deep technical knowledge.
By following the OwnCloud setup guide, users can quickly host their instance within a few minutes on platforms like Sliplane.
Overall, this guide empowers users to take control of their data privacy and reduce reliance on external cloud storage services.
It offers a comprehensive walkthrough for self-hosting OwnCloud, ensuring security measures are in place to safeguard server and data integrity.

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Dev

273

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Designing for Flexibility: Reducing Cloud Lock-In in Legacy Systems

Businesses increasingly rely on cloud services and face the challenge of avoiding vendor lock-in.
Strategies to reduce lock-in include encapsulation and dependency injection.
Encapsulation involves creating an abstraction layer to hide cloud service implementation details.
Dependency injection ensures a clear separation between general third-party services and custom business logic.

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Dev

319

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AWS Graviton 3 > Graviton 4 for Vector Similarity Search

AWS Graviton 3 outperforms Graviton 4 in vector similarity search scenarios, delivering better performance and cost efficiency.
Graviton4 has a smaller SVE SIMD register size of 128 bits compared to Graviton3's 256 bits, affecting vector search performance.
The difference in SIMD register width impacts the efficiency of distance calculations in vector similarity search.
Execution throughput comparisons between Graviton3 and Graviton4 show advantages for Graviton3 in loading data efficiently.
Latencies in the CPUs are similar, but Graviton4 incurs a higher latency cost due to the smaller register width.
Benchmarks reveal that Graviton3 performs better in various vector search scenarios, including IVF and HNSW indexes.
Raw distance calculations demonstrate Graviton4's superiority with NEON kernels but show Graviton3's advantage with SVE kernels.
The regression in SVE register width for Graviton4 raises questions about the trade-offs in microarchitecture design choice.
Choosing the right microarchitecture for vector search use cases can significantly impact performance and cost efficiency.
The decision to use Graviton 3 over Graviton 4 for vector search tasks with SVE support is recommended for better performance.
In conclusion, careful evaluation based on benchmarks and specific use case requirements is crucial for selecting the optimal microarchitecture.

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Siliconangle

245

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Security do-over: How Palo Alto Networks sees the reset

Automation and AI have rendered traditional cybersecurity approaches ineffective as attackers can scale up attacks at unprecedented rates, overwhelming human capabilities.
Palo Alto Networks suggests consolidating security tools into a single platform for real-time AI operation to simplify operations and enhance security.
The volatility in global trade policies and supply chains affects IT spending confidence, but cybersecurity investments are seen as more resilient due to the essential role of safeguarding data.
Cybersecurity market sees growth with a focus on AI-driven outcomes and automation, while a crowded market presents challenges and opportunities for vendors.
Different vendors like Microsoft, Google, CrowdStrike, and Cisco pose competition in the cybersecurity market, emphasizing the need for integrated security platforms.
Platformization versus best-of-breed remains a debate in cybersecurity, with Palo Alto's strategy focusing on unified security platforms despite market trends favoring multiple vendors.
AI's role in cybersecurity is growing, with vendors emphasizing the need for AI-driven threat detection and response to stay ahead of evolving cyber threats.
Cybersecurity sector is expected to see more competitive AI-driven solutions, where success will depend on efficient data pipelines, seamless integrations, and threat correlation at machine speed.
Palo Alto's platformization strategy aims to offer simplicity, data efficiency, and reduced latency in threat detection, challenging the momentum of best-of-breed solutions.
The cybersecurity industry is evolving with a focus on consolidating security stacks and leveraging AI, but challenges such as quantum threats and market competition remain.
The future of cybersecurity remains uncertain, with providers needing to balance innovation and market demands to succeed in the ever-changing landscape.

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Dev

10h

280

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Edge Computing in 2025: New Frontiers for Developers

Edge computing is reshaping the development landscape by bringing computation and storage closer to the data sources.
Key factors driving the adoption of edge computing include the explosion of IoT devices, real-time requirements, bandwidth limitations, privacy regulations, and the deployment of AI.
Developers should consider architectural approaches like microservices, FaaS, and event-driven architecture when designing applications for edge computing.
Some real-world applications driving edge adoption include smart manufacturing, autonomous vehicles, retail intelligence, and smart cities.

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Medium

10h

103

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Process vs Program vs Thread: What Every Developer Should Know About OS Fundamentals

A program is the blueprint for running different processes, consisting of a set of instructions that are executed by the CPU.
When a program is loaded into memory, it becomes a process, which is a running instance of the program managed by the operating system.
A thread is the smallest unit of execution within a process, sharing the same memory with other threads and allowing parallel execution on different CPU cores.
Understanding the differences between programs, processes, and threads is crucial for understanding OS concepts and optimizing system performance.

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