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InfiniteICL: LLMs Learn Forever, Shrink Memory Use by 90%

InfiniteICL breaks through context window limitations for large language models (LLMs)
Transforms temporary context knowledge into permanent parameter updates
Reduces memory usage by up to 90% while maintaining performance
Achieves 103% of full-context performance on various tasks

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Medium

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Understanding the Token Utilities of $PLANCK

The Planck network utilizes GPU mining as a way to reward users for lending their computational power to the network.
Token holders can stake their $PLANCK tokens to support GPU operators and share in the rewards generated.
$PLANCK holders can also stake their tokens to maintain the stability and security of the network.
$PLANCK tokens have additional utilities such as paying for transaction fees, participating in the network's governance, and serving as a payment method within the ecosystem.

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Dev

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ReflecTrain: LLMs Learn to Reason During Pre-Training, Boost Math Skills & Robustness

Paper explores "reflection" during LLM pre-training rather than just inference
Introduces ReflecTrain: an approach that learns to reason during pre-training
Shows improvements on reasoning tasks without compromising general capabilities
Demonstrates better adversarial robustness on mathematical reasoning

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Dev

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New AI Model Crushes Marketing Mix Modeling, Boosts Accuracy 22%

NNN is a next-generation neural network for Marketing Mix Modeling (MMM)
Outperforms traditional models by 22% on real-world data
Captures both short and long-term marketing effects
Incorporates innovative attention mechanisms and transformer architecture

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7 Likes

Medium

182

Resolving the Hubble Tension with Spiraling Time

The Hubble Tension is one of modern cosmology’s most persistent puzzles.
A new Relational Framework redefines mathematics to reconcile the conflict in values for the universe's current expansion rate.
The model suggests time is a folded vector field and expansion occurs spirally outward from a central zero.
The approach presents predictability with upcoming measurements to verify its effectiveness.

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Javacodegeeks

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[FREE EBOOKS] The Kubernetes Bible, The Ultimate Linux Shell Scripting Guide & Four More Best Selling Titles

The article promotes various free eBooks available on the Information Technology Research Library.
These include 'The Kubernetes Bible', 'The Ultimate Linux Shell Scripting Guide', 'Artificial Intelligence for Business', 'Teach Yourself VISUALLY Windows 11', 'Microsoft 365 Access For Dummies', and 'See Your Elephant'.
The Kubernetes Bible focuses on deploying and managing Kubernetes, offering cutting-edge security practices and scalability advice.
The Ultimate Linux Shell Scripting Guide helps users automate tasks and troubleshoot real-world problems.
'Artificial Intelligence for Business' provides a roadmap for organizations to adopt AI technologies and maximize success.
Other eBooks cover topics like Windows 11, Microsoft Access, and personal development strategies for achieving greatness.
The eBooks aim to enhance skills in areas such as container management, Linux scripting, AI adoption, Windows 11 usage, database management, and personal growth.
Readers can acquire these valuable resources for free for a limited time to upgrade their knowledge and expertise in various IT domains.

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Dev

113

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Top 10 CSS Features You Can Use in 2025 (Fully Supported!)

CSS is growing fast, and 2025 is already full of awesome features that work in all major browsers.
1. Scrollbar Gutter & Scrollbar Color - Keeps layouts stable even before scrolling, and lets you style scrollbars to fit your theme.
2. ::target-text - Highlights the specific text targeted by an anchor link, making long pages easier to navigate.
3. Ruby Text Positioning - Perfect for educational content or multilingual sites, cleanly positions annotation text.
4. Relative Color Syntax & light-dark() - Makes dark mode easier to manage and allows for creating smooth, color-based themes dynamically.

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Dev

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NPM package - find-circular

Circular references in JavaScript objects can be challenging.
Circular references can cause errors when serializing objects into JSON.
The find-circular npm package helps detect and handle circular references in objects.
Uses include debugging, safe serialization, and object inspection.

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1 Like

Medium

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Why Your Rust Docs Should Be Your First Tests

Rust has the capability to test your documentation.
Doc comments in Rust containing code examples can be run as real test cases.
Testing documentation ensures that examples stay up to date with code changes.
Documentation examples also serve as additional test coverage for your code.

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2 Likes

Medium

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Creating a .NET Aspire Hosting Integration for MinIO (S3-Compatible Buckets)

With the rise of microservices and cloud-native architectures, managing development-time infrastructure has become more complex. .NET Aspire simplifies this by providing a developer-first experience for composing distributed apps, complete with a dashboard, service discovery, environment management, and more.
Aspire doesn’t offer a first-party integration for S3-compatible object storage. In this article, the author walks you through creating a custom Aspire hosting integration for MinIO, enabling the easy addition of object storage to Aspire projects with just a single line of code.
MinIO is a high-performance, self-hosted, S3-compatible object store suitable for local development, testing, or even production. The article explains how to integrate MinIO with .NET Aspire and utilize it for tasks like uploading files, storing media, and testing object access.
The author shares their experience with Aspire's ease of spinning up infrastructure like Redis, PostgreSQL, and RabbitMQ. However, they noticed the lack of a built-in hosting extension for MinIO or any S3-compatible storage, which led them to create a custom integration.

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24 Likes

Medium

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Top 10 Free Chrome Extensions That Supercharged My Productivity ⚡

Toby organizes your tabs into visual boards, making it easier to save, reopen, and switch between workspaces.
Clockify is a free time tracker that helps you keep track of your tasks and breaks down your day with precision.
Grammarly is a helpful tool for improving your writing by checking for errors and ensuring clear communication.

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Analyticsindiamag

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GitHub Launches Security Campaigns to Help Developers Fix Unresolved Issues

GitHub has launched security campaigns with Copilot Autofix to help developers fix unresolved issues.
The feature automates vulnerability remediation at scale, increasing remediation rates from 10% to 55%.
Developers receive code suggestions for fixes along with explanations as they interact with campaign alerts in pull requests.
The targeted campaigns allow security managers to curate and prioritise up to 1,000 code scanning alerts for efficient remediation.

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9 Likes

Medium

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Github Official MCP Server is Here

GitHub has introduced the MCP Server to simplify building custom tools on top of GitHub's API.
The MCP Server brings structure and simplifies the process of building complex, customized tools.
It is ready to use out of the box, with no complicated installation or dependencies.
The MCP Server provides more flexibility and capabilities compared to GitHub Actions.

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TechBullion

303

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My Honest Review Of Tetherly WiFi After Testing It

Tetherly WiFi is a cutting-edge hotspot offering fast, secure, and reliable internet access for multiple devices.
Key features include 4G LTE technology for speeds up to 150Mbps, support for 10 devices simultaneously, and ad blocking capabilities.
Benefits of Tetherly WiFi include convenience, ease of setup, streamlined management, seamless roaming, enhanced security, and flexibility.
Target users include remote workers, students, gamers, smart home owners, and education institutions seeking fast and secure connectivity.
Drawbacks may include potential overheating, limited range in large or complex environments, and a higher cost compared to some alternatives.
Testimonials praise Tetherly WiFi for its performance, ease of setup, and reliable customer support.
Pricing options range from $79.95 for one unit to $50.95 each for four units, with discounts offered for multiple purchases.
In conclusion, Tetherly WiFi stands out for its advanced technology, user-friendly design, and commitment to customer satisfaction.
It caters to a wide range of users and organizations, enabling productivity, connectivity, and entertainment through fast, secure internet connectivity.
Upgrade your online experience with Tetherly WiFi to unlock a new level of connectivity and stay connected in a smarter, more connected world.
Order today from the official website for features like 4G LTE speeds, support for multiple devices, an 8-hour battery life, and global connectivity.

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Javacodegeeks

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Exploring Labeled Breaks in Java: Efficient or Error-Prone?

Java allows the use of labeled breaks, a feature for breaking out of specific outer loops or blocks of code, which can lead to confusion and readability issues when misused.
Labeled breaks are often most useful in nested loops when a regular break only exits the innermost loop.
The syntax for a labeled break is 'break label;', where the label refers to the identifier of the outer loop or block to break out of.
Labeled breaks example demonstrates how they can exit multiple levels of loops, providing a way to improve control flow in Java programs.
Despite being powerful, labeled breaks are considered code smells due to reduced readability, goto-like behavior, and potential for errors in the code.
Overusing labeled breaks can lead to unexpected behavior and make code maintenance challenging.
Labeled breaks can be useful for breaking out of multiple nested loops, parsing complex structures, and maintaining legacy code.
While labeled breaks offer a concise way to exit nested loops, they should be used cautiously and considered only when cleaner alternatives are not feasible.
Ultimately, labeled breaks are best suited for specific scenarios where control flow clarity is essential.
In conclusion, the article explores the concept, syntax, use cases, and drawbacks of labeled breaks in Java, advising caution in their usage.

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