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The 2025 State of Vulnerability Management and Remediation Report

The 2025 State of Vulnerability Management and Remediation Report highlights the risks organizations face due to vulnerable open source components.
Outdated and unpatched libraries can compromise applications, leading to financial losses and reputational damage.
Security teams struggle with prioritizing vulnerabilities, managing false positives, and addressing risks early in the development lifecycle.
The report provides insights and recommendations to improve remediation efforts, including AI-driven risk prioritization and automated remediation integrated into CI/CD pipelines.

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Medium

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Surviving the Chaos: The Reality of Working for a Pre-Revenue Startup

Working in a pre-revenue startup involves a high volume of work and unpredictable workload.
Limited budgets and uncertain success can lead to financial strain for employees.
Continuous change and shifting priorities can lead to disengagement and diminished creativity.
The experience of working in a pre-revenue startup requires resilience and adaptability.

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Livebitcoinnews

406

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NEAR Protocol and RSS3 Partner to Boost Decentralized Web

NEAR Protocol and RSS3 have officially partnered to strengthen the decentralized web.
The partnership focuses on improving infrastructure and introducing LiNEAR liquid staking.
LiNEAR staking offers users flexibility in engaging with decentralized finance (DeFi).
The collaboration sets the foundation for future Web3 innovations and community engagement.

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Towards Data Science

251

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Experiments Illustrated: Can $1 Change Behavior More Than $100?

IntelyCare, a healthcare staffing company, conducted experiments to determine the effectiveness of different referral incentive programs.
They compared a $100 referral bonus to a $1/hr referral program, finding surprising results.
The $1/hr program led to an 81% increase in referrals and lower costs compared to the $100 offer.
Social incentives and timing of rewards were found to significantly impact referral behavior.
The study highlighted the importance of understanding human behavior patterns in designing effective incentive programs.
Behavioral science concepts such as present bias and social incentives played a role in the success of the $1/hr program.
The results emphasized the need for continuous testing and adaptation in referral programs to optimize outcomes.
Referral programs' effectiveness can vary based on company size, familiarity, and external factors like a global pandemic.
The study showcased the value of leveraging behavioral science and experimentation to drive business growth and cost efficiency.
Continuous testing and adaptation are crucial for maximizing the impact of referral programs in varying business contexts.

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Towards Data Science

258

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How to Develop Complex DAX Expressions

Developing complex DAX expressions involves understanding requirements, defining calculations, and considering different scenarios.
Flexibility in DAX measures is crucial to cater to various scenarios, as clients may require different reports based on the same logic.
Understanding filter context is essential in DAX, as it determines the impact of filters on expression results.
Intermediary calculations and step-by-step approach aid in comprehending and building complex DAX measures effectively.
Starting with a table or matrix visualization helps in visualizing intermediary results before finalizing complex DAX expressions.
Variables and defined base measures play a significant role in developing complex DAX expressions for accurate results.
Calculating linear extrapolations requires meticulous handling of arithmetic operations and understanding of data context in DAX.
The development process for calculated columns in DAX follows similar steps with considerations for physical storage and context transition.
Following a structured development process for complex DAX expressions can enhance efficiency and understanding of filter context.
Maintaining simplicity and minimizing complexity while handling complex DAX expressions is a hallmark of a proficient developer.

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Towards Data Science

109

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Heatmaps for Time Series

The article discusses creating heatmaps for time series data using Matplotlib in Python.
The data used in the article is related to measles cases from University of Pittsburgh’s Project Tycho.
The article demonstrates how to visualize measles incidence data over time using pcolormesh() function in Matplotlib.
Different heatmap functions like imshow() in Matplotlib are compared for creating visualizations.
The article highlights the importance of color selection in creating informative and visually appealing heatmaps.
It explains how color distribution in the heatmap can affect the interpretation of data.
The process of creating a custom colormap in Matplotlib to match a specific heatmap design is detailed.
The article discusses handling missing data and normalizing values for heatmap visualization.
Heatmaps are described as effective tools for analyzing trends, temporal patterns, and communicating complex data effectively.
They are valuable for comparative analysis, temporal trends, pattern recognition, and facilitating clear communication of data.

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Medium

329

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Clean Architecture: The Essential Developer’s Guide

Clean Architecture is a guide that helps in designing and organizing code efficiently by preventing coupling, separating responsibilities, and maintaining modularity.
It structures the system into layers that separate concerns and ensure dependencies point towards the core business logic.
Mastering Clean Architecture aids in understanding and resolving common coding issues, leading to better decision-making in projects.
View Clean Architecture as a flexible guide adaptable to project needs, allowing gradual and intelligent implementation based on context.
The layers in Clean Architecture include Entities (Domain), Use Cases, Adapters (Presentation), and Frameworks and Drivers (Infrastructure).
Entities layer contains the application's domain, defines key data entities, encapsulates business logic, and remains independent of frameworks or infrastructure.
Use Cases layer focuses on application logic, orchestrating system operations, and acting as intermediaries between Entities and external layers.
Adapters layer serves as the bridge between core system logic and the external world, adapting and translating data without adding business logic.
Frameworks and Drivers layer deals with technical implementation details, isolating the core system from technological dependencies and facilitating integration with external tools.
Decisions in each layer impact system functionality, with proper design ensuring maintainability, flexibility, and minimal cascading effects of changes.

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Medium

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Mastering Next.js with Clean Architecture, Redux, TDD & BDD (Part 1/6 — Introduction)

Building a scalable, testable, and maintainable Next.js application is challenging. Without a solid architecture, technical debt quickly accumulates, making updates and testing increasingly difficult.
This article highlights the importance of implementing Clean Architecture for a Next.js application and the issues that arise when the architecture is not followed.
It discusses the challenges of tightly coupling the business logic, UI, and API requests in a single component, and the negative impact on maintainability, testability, performance, scalability, and error handling.
The article also introduces the benefits of using Redux as a state manager and how it complements Clean Architecture to achieve modular and maintainable code.

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Towards Data Science

116

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How to Make Your LLM More Accurate with RAG & Fine-Tuning

Large Language Models (LLMs) like ChatGPT can be enhanced with RAG and fine-tuning for improved accuracy and customization.
RAG enables LLMs to access external knowledge sources during inference without changing internal weights, allowing for up-to-date information retrieval.
On the other hand, fine-tuning involves training LLMs with specific data to internalize domain-specific knowledge, enhancing task-specific performance.
RAG is useful for dynamic data retrieval and reducing computational requirements, while fine-tuning tailors LLMs for specific industries or companies.
Combining RAG and fine-tuning in RAFT offers deep expertise and real-time adaptability by enriching LLMs with domain knowledge and external information.
Both methods have distinct advantages: RAG for dynamic knowledge integration, and fine-tuning for stable, task-specific optimization.
RAG and fine-tuning can be used together to extend LLM capabilities and are valuable tools in AI applications, serving complementary purposes.
RAG requires fewer resources initially, but more during inference, while fine-tuning is resource-intensive during training but efficient in operation.
The choice between RAG and fine-tuning depends on the level of dynamism in the data and the need for specific task optimization.
Hybrid approaches like RAFT combine RAG and fine-tuning to leverage both methods' advantages for comprehensive LLM enhancement.

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Medium

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Fundamental Concepts of C Programming (12)

C programming allows for passing arguments to a program from the command line using the parameters int argc and char *argv[] in the main function.
It is crucial to handle command-line arguments carefully to prevent runtime errors by verifying the value of argc before accessing elements in argv[].
When passing numerical values as arguments, beginners should convert the string representations in argv[] to their corresponding integer values using functions like atoi() or strtol().
atoi() function converts a string to an integer, while strtol() function provides better error checking and allows for specifying the base of conversion.

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Medium

424

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from a nokia.

Web3 founders are seeking freedom through minimalism and reducing screen dependence.
A $50M Nokia system is proposed as an alternative to manage Web3 ventures.
The system involves receiving critical updates via SMS, fax, and check-ins.
The approach focuses on constraint and disconnection to achieve clarity and better decision-making.

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Pymnts

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D24 Fintech Group Expands Operations to More Than 100 Countries

D24 Fintech Group reports its financial technology solutions are now operating in more than 100 countries.
The company collaborates with partners across Europe, Asia, the Middle East and Africa to provide technology solutions for digital finance operations globally.
The solutions offered by D24 Fintech Group aim to improve financial inclusion, enhance cross-border payment infrastructure, and ensure compliance with global regulations.
D24 Fintech Group has recently completed projects including blockchain integration with global banking institutions and partnerships to enhance cross-border payment infrastructure.

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Engadget

329

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TikTok will try instituting a 10pm curfew on most teens

TikTok is introducing new features to improve safety for teens.
Time Away feature allows parents to set specific times when TikTok is accessible on their teen's device.
Parents can now see who their teen is following or is followed by, and accounts that have been blocked.
TikTok will implement a 10pm curfew for users under 16, with calming music and potential meditation exercises.

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Knowridge

419

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Revolutionary EV batteries: Drive farther, charge faster, and go green

The European Union (EU) is investing in new electric vehicle (EV) batteries that are cheaper, more efficient, and eco-friendly.
Researchers at SINTEF have developed a new battery recipe using affordable and sustainable materials such as lithium-nickel-manganese oxide (LNMO) for the cathode and a mix of silicon and graphite for the anode.
The battery's structure has been redesigned to prevent overheating, and self-repairing technology has been incorporated to extend the battery's lifespan.
These new EV batteries will allow drivers to go farther without charging, spend less time at charging stations, and have a reduced environmental impact.

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The Apple Post

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iOS 19 to be “the biggest revamp since iOS 7,” featuring a new design and more

Apple's next major iPhone software update, iOS 19, is rumored to bring the biggest revamp since iOS 7.
The update will introduce a new design language, loosely based on the Vision Pro's software.
The refresh will affect core elements like icons, menus, apps, windows, and system buttons, similar to iOS 7's transformation in 2013.
iOS 19 is expected to be unveiled at WWDC 2025 in June and released to the public in September alongside the iPhone 17.

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