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Dev
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AI Gets Smarter at Understanding Videos: New System Enhances Video Reasoning Through Reinforcement Learning
- Video-R1 enhances video reasoning in multimodal large language models (MLLMs)
- Uses reinforcement learning with a reward model to improve reasoning capabilities
- Introduces a video reasoning benchmark with complex tasks
- Achieves significant improvements on multiple video reasoning benchmarks
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Dev
4w
213
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Breakthrough AI Model Processes Text, Images, Audio & Video Simultaneously While Generating Natural Speech
- Qwen2.5-Omni is an end-to-end multimodal AI model that processes text, images, audio, and video simultaneously.
- It generates both text and natural speech in real-time streaming using block-wise processing for audio and visual inputs.
- The model employs a 'Thinker-Talker' architecture for dual-track output and introduces Time-aligned Multimodal RoPE (TMRoPE) for synchronization.
- Qwen2.5-Omni outperforms previous models on multimodal benchmarks and implements sliding-window DiT for reduced audio latency.
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Medium
4w
110
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Polymorphism in Java
- Polymorphism in Java allows objects to take on multiple forms through interfaces and abstract classes.
- Interfaces define a contract and allow multiple classes to implement the same set of methods.
- Abstract classes provide a base implementation that can be inherited by subclasses.
- Understanding the differences between interfaces and abstract classes is essential for writing flexible and reusable code in Java.
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Medium
4w
250
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The Scramble for Purpose in the Age of AI
- Artificial Intelligence (AI) is evolving into an autonomous craftsman, capable of writing its own code and designing systems beyond human comprehension.
- AI models such as GPT-4, Copilot, and AutoML can perform tasks previously done by software engineers, raising questions about the future role of engineers.
- The traditional notion of 'learning to code' as a safeguard for job security is eroding, and engineers will need to adapt or risk becoming obsolete.
- The future of software engineering may involve shifting from programmers to curators, supervisors, and strategists, guiding the code rather than writing it.
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Medium
4w
93
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The Dawn of AI in 2025: Transformative Impacts on Our Daily Lives
- Artificial intelligence (AI) has become an integral part of our daily lives in 2025.
- AI has penetrated every industry and is reshaping how we work, learn, play, and connect.
- The AI revolution brings great promise and challenges, requiring understanding and responsibility.
- AI systems have seamlessly integrated into our daily routines, offering natural and intuitive experiences.
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Medium
4w
31
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Google launched Column Granularity for BigQuery
- Google has introduced column granularity for BigQuery search indexes.
- Column granularity allows BigQuery to optimize search queries by storing additional column information in the search index.
- By setting the column granularity for an indexed column, you can improve search query performance.
- The new feature helps reduce costs and speed up queries for BigQuery users.
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Medium
4w
217
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10 Common Mistakes Beginner Node.js Developers Should Steer Clear Of
- Running outdated packages with known vulnerabilities.
- Cramming everything into one chaotic folder.
- Failing to lock down endpoints, leaving them open to anyone.
- Running unoptimized queries that bog down performance.
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PlanetPython
4w
350
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PyBites: Try an AI Speed Run For Your Next Side Project
- The article discusses the author's struggle with analysis paralysis and tunnel vision while coding.
- The idea of creating a program to aid productivity using AI is introduced.
- The author shares the initial prompt used for the program, focusing on key features and platforms.
- Building software with a large language model requires multiple iterations and error corrections.
- After addressing various issues, the first working version of the program was achieved in under an hour.
- The process of packaging the project for Python package repository is detailed, including overcoming challenges.
- The struggle of bundling a sound file for the program leads to seeking help from ChatGPT for a solution.
- The article emphasizes the value of using AI tools to enhance coding skills and facilitate learning.
- The author concludes by expressing gratitude for the AI speed run experience and the resulting productivity tool.
- Future plans for improving the project and extending its features are mentioned, encouraging readers to embark on their own AI speed run.
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Medium
4w
31
How to disable / deactivate embedded ActiveMQ Classic in Apache TomEE 9.x?
- Apache TomEE is a streamlined implementation of the Java EE platform, known for its ease of use and minimal footprint.
- TomEE inherently supports various messaging systems through its Java Message Service (JMS) implementation, including ActiveMQ Classic.
- The integration process of ActiveMQ Classic with TomEE involves installation, configuration, and creating a JMS connection factory.
- Troubleshooting common issues, optimizing message delivery, and implementing security measures are key for achieving optimal performance and reliability.
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Dev
4w
252
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Installing Python dependencies in AWS Lambda: easy pip guide
- AWS Lambda lacks built-in dependency management.
- Method 1: Installing a pip package inside the Lambda function.
- Method 2: Creating Lambda layers.
- Considerations and limitations of both methods.
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Dev
4w
22
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Mastering Structured Logging in Go: A Developer's Guide to Better Observability
- Structured logging in Golang provides critical observability for applications, moving beyond traditional text-based logs to searchable JSON objects with consistent fields.
- Popular logging libraries in Go include Zap, Zerolog, Logrus, and slog, each offering unique strengths.
- Setting up a Zap logger in Go involves configuring the logger based on the environment.
- Creating a logger wrapper ensures consistent log structure and simplifies logging usage in applications.
- Context propagation for request tracing in distributed systems helps track requests through various application components.
- In microservices, adding service-specific fields like service name and version enhances troubleshooting across services.
- Integrating middleware for request logging automates logging of HTTP requests and aids in traceability.
- Advanced Zap configuration allows fine-tuning for production needs, including log sampling and adding stack traces to error logs.
- Integrating with third-party systems like ELK or cloud providers involves adding cloud-specific fields to facilitate filtering and tracing in distributed environments.
- Logging best practices include focusing on actionable information, using consistent field names, choosing appropriate log levels, including context data, and handling sensitive data securely.
- Performance considerations for logging include avoiding expensive serialization, choosing the right logger for performance, implementing sampling and async logging, and benchmarking logging impact on application performance.
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Medium
4w
93
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XFI Foundation – Driving Innovation Through Community and Collaboration
- The XFI Foundation serves as the backbone of the CrossFi ecosystem, offering resources and incentives to developers and projects that contribute to the platform's growth.
- It operates as a bridge between the technical and user communities, aligning the needs of developers, investors, and users to create an environment for blockchain technology to thrive.
- The foundation's grant program supports developers aligning with CrossFi's goals, fostering creativity and innovation in projects within the ecosystem.
- Incentives like access to CrossFi's blockchain and tools encourage developers to create decentralized applications using advanced technology.
- Organizing hackathons is a key strategy of the XFI Foundation to drive collaboration and innovation within the CrossFi ecosystem.
- The foundation engages with the community through educational outreach programs, providing resources to understand blockchain technology and utilize the CrossFi platform effectively.
- By fostering partnerships with other blockchain platforms and organizations, the XFI Foundation expands the CrossFi ecosystem's capabilities and reach.
- Transparency, accountability, and long-term sustainability are focal points for the foundation, ensuring the ecosystem evolves alongside industry trends.
- Investment in educational outreach simplifies blockchain concepts, making them approachable for new users and cultivating adoption within the ecosystem.
- Community engagement through events like hackathons and meetups strengthens connections, showcases advancements, and fosters a sense of community pride.
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Dev
4w
341
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5 TestContainers Strategies That Revolutionize Java Integration Testing
- Testing is crucial in software development, especially for complex systems, and TestContainers revolutionizes Java integration testing by providing lightweight, disposable containers for various services using Docker.
- TestContainers dynamically creates isolated environments mimicking production dependencies, offering advantages like running tests against real services, isolated and reproducible environments, and automatic cleanup after testing.
- Strategies like creating reproducible test environments by defining container configurations in code ensure consistency across different setups and facilitate pre-populating databases for testing.
- Composing containers for testing microservice and service interactions using shared networks or specific configurations helps simulate realistic service interactions and ensures all components work together.
- Specialized modules in TestContainers for databases, message brokers, and web applications simplify testing specific technologies by providing optimized configurations and methods.
- Optimizing test execution time with strategies like container reuse, disabling cleanup in CI environments, and parallel test execution ensures efficient testing without sacrificing coverage.
- Advanced testing scenarios like data migration testing, fault tolerance testing, and performance testing using TestContainers help verify complex scenarios and build resilient systems.
- While TestContainers offers significant benefits, practical considerations like Docker setup, slower tests than mocks, resource usage, and CI environment configurations should be taken into account.
- Implementing the outlined strategies in projects can lead to more effective integration testing, early issue detection, and increased confidence in application behavior when interacting with real-world dependencies.
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Medium
4w
8
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We build HMPL to help developers make web apps smaller in size
- HMPL is a template language that allows developers to describe API paths directly in HTML markup.
- A gallery application utilizing HMPL was created to showcase dynamic content delivery on the server.
- Comparing the code sizes of two applications with the same UI, HMPL proves to help make web apps smaller.
- HMPL is available for installation via the Node Package Manager (npm) or can be included through a Content Delivery Network (CDN).
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Medium
4w
408
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How Developers Use These Sneaky Loopholes to Rip You Off
- Developers often use sneaky loopholes to take advantage of inattentive clients and those who are not knowledgeable in technical matters.
- One example is contractors setting preliminary deadlines but reserving the right to unilaterally extend the development timelines, leaving clients potentially waiting for over a year instead of the agreed-upon month.
- To avoid falling into such traps, clients can set strict time frames and include clauses that consider delays caused by the client in the total work period.
- It is crucial for clients to fully understand the terms and conditions before signing any contract and seek legal advice if necessary.
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