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Google Agent Development Kit (ADK) Introduction (6): Deploy to Google Cloud

Master container deployment and autoscaling on Google Cloud Run, including secure key management.
Implement performance monitoring and cost control using Cloud Monitoring and Grafana.
Deploying the Streamlit Agent as a Docker image to Google Cloud Run with secure key management using Secret Manager.
Steps include setting up Cloud Monitoring, configuring the environment with Google Cloud SDK, handling Docker image authentication, and validating the deployment.

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Medium

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No Data, No Problem: How This AI Learns Without Us

Absolute Zero Reasoner (AZR) is an AI that teaches itself without human-made training data and outperforms models trained on human examples.
AZR can develop unique reasoning strategies, potentially leading to innovative solutions in mathematics, coding, and other fields.
Understanding AZR's reasoning processes is challenging due to its self-devised methods, raising concerns about transparency and trust in AI decisions.
The ethical considerations of ensuring self-taught AI systems align with human values become more complex when their learning pathways are self-directed and less transparent.

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Medium

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Here is Biography of Ryeoun

Yoon-hwan ( 윤환) is a South Korean actor known for his versatility and emotive performances, born on August 26, 1998, in Jeonju, South Korea.
Ryeoun attended Seokyeong University, majoring in acting in the Department of Performing Arts, after completing his early education in Jeonju.
He made his acting debut in 2017 and gained attention for his role in the 2019 medical drama Doctor Prisoner before rising to further popularity in 2020.
In 2020, he portrayed Nam Sun-woo in 365: Repeat the Year, showcasing his talent and expanding his recognition in the entertainment industry.

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Medium

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OOP vs POP: Why Modern Coding Switched to Objects

Programmers used Procedural Programming (POP) in the past, which led to messy code as programs grew bigger.
Object-Oriented Programming (OOP) introduced Classes as blueprints for objects to group related data and actions together.
OOP offers organized and safe data manipulation, code reusability, and easy modeling of real-world entities.
While POP is suitable for small scripts, OOP is preferred for larger applications due to its ability to keep the code clean, safe, and manageable.

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Dev

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Next.js 15 + Shadcn UI + Custom Clerk Auth: The Dev-Friendly Starter You’ve Been Waiting For

Introducing next-shadcn-clerk-starter, a comprehensive solution for developers that offers more than basic authentication.
Features custom-styled Clerk authentication, a ready-made dashboard layout, and responsive sidebar navigation.
Combines Next.js 15, Shadcn UI components, Clerk authentication, and TypeScript for a modern tech stack.
Stands out for providing elegant sign-in flows, protected routes, a complete dashboard structure, and dark mode support.

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Python Blogs

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How to become a ChatGPT developer?

The demand for AI-driven chat applications like ChatGPT is increasing rapidly, providing growth opportunities for developers and businesses.
To become a ChatGPT developer, understanding the ecosystem, honing skills in programming languages, API integration, prompt engineering, and data handling is essential.
Steps to becoming a ChatGPT developer include getting familiar with OpenAI, creating a developer account, starting with simple projects, exploring SDKs and libraries, and building real-world applications.
Ethical considerations, continuous learning, and staying updated on policies are vital for ChatGPT developers to handle AI responsibly and ethically.

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Dev

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10 Lines of Awesome: Building HTTP Servers the Go Way 🔥

Go's HTTP package simplifies setting up web servers, making it easy and efficient.
The net/http package in Go provides all the tools to build production-ready HTTP servers without external dependencies.
Go automatically handles security concerns like Slowloris attacks, requiring less manual configuration.
Building a basic Go HTTP server requires minimal code and is highly efficient.
A simple Go HTTP server can handle thousands of concurrent connections with default settings.
Adding routes and middleware in Go for performance optimization is straightforward and efficient.
Go's HTTP multiplexer uses a prefix-based matching system, contributing to its fast performance.
Performance tip: Set appropriate timeouts in high-traffic servers to prevent resource exhaustion.
Go's minimalist approach to HTTP servers emphasizes simplicity as a competitive advantage in software development.
Building with Go eliminates the need for external frameworks and offers production-ready performance with minimal code.

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Dev

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Analyzing DuckDB’s Performance Optimization through TOPN and COUNT DISTINCT Operations

DuckDB is favored for data analysis due to its lightweight nature and ease of integration.
Efficiency and fast execution are crucial beyond code writing ease.
Performance optimization in DuckDB is explored using TOPN and COUNT DISTINCT operations.
Testing DuckDB's performance optimization in realistic scenarios with large datasets.
DuckDB excels in handling entire-set TOPN operations efficiently.
Maintaining a small set of size N for performance improvement in DuckDB.
Grouped TOPN operations reveal shortcomings as DuckDB excessively uses sorting.
Users may need to optimize complex queries manually in DuckDB scenarios like grouped TOPN.
COUNT DISTINCT operation in DuckDB may struggle with ordered data, lacking optimization.
In comparison, esProc SPL showcases faster performance in handling ordered data scenarios.

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Dev

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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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Dev

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Version Fatigue Is Real and the AI Models Keep Multiplying”

In the AI world, version fatigue is a common issue due to rapid model and framework updates.
Factors contributing to the proliferation of models include AI supremacy competition and community-driven innovation.
Hardware advancements and model specialization also contribute to rapid version updates.
Hype cycles play a role in driving adoption of new versions even with marginal improvements.
Version fatigue impacts developers through cognitive overload, dependency issues, and deprecation anxiety.
Spending time on managing updates reduces development time and can lead to decision paralysis.
Strategies to combat version fatigue include prioritizing stability, automating dependency management, and modularizing code.
Investing in learning fundamentals and leveraging AI tools for automation can also help manage version fatigue.
The future of AI updates includes standardized APIs, version-agnostic tools, and AI-driven migration for code refactoring.
In conclusion, while version fatigue poses challenges, developers can navigate it with strategic approaches and automation.

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Dev

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Effect Unit in Clean Architecture for Frontend Applications

The concept and implementation of the Effect unit in frontend applications within the Clean Architecture are discussed.
Effect unit encapsulates logic interacting with external resources, managing side effects, asynchronous operations, and request orchestration.
Effect implementations evolve from inline forms within consumers to extracted reusable units for better organization and reusability.
Effect units are crucial in managing asynchronous operations, coordinating cross-gateway interactions, and maintaining architecture flexibility as application complexity increases.

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Medium

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Code Quality Crisis: How Sleep Deprivation Almost Ended My Engineering Career

A junior developer pointed out a catastrophic security flaw in the new payment system that the tech lead had approved, risking millions for the company.
The issue stemmed not from the code itself but from the tech lead's sleep deprivation due to family responsibilities.
After months of inadequate sleep, the tech lead's cognitive function deteriorated, leading to missed vulnerabilities in the code and compromised system design abilities.
The incident highlights the impact of sleep deprivation on work performance and the importance of addressing personal well-being in professional roles.

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Dev

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How to Make a Language Model Cry: Feeding It Your Startup’s Pitch Deck

Pitch decks, if fed to AI language models (LLMs), can yield surprising and sometimes tearful feedback due to jargon, logical gaps, inconsistent storytelling, overambitious projections, and poor structure.
LLMs like CriticBot evaluate pitch decks for clarity, coherence, and persuasiveness, highlighting flaws such as vague market claims, unclear problem statements, generic solutions, inflated market projections, and lack of specific team credentials.
LLMs excel at detecting clarity, logical consistency, data-driven feedback, and storytelling analysis but lack emotional intelligence, context awareness, and can be overly critical and generic in their suggestions.
To improve pitch decks using AI feedback, prep the deck for AI analysis, ask specific questions, iterate based on feedback, test with humans, and utilize AI for storytelling polish.
AI tools in pitch deck evaluation may evolve to specialized models, real-time feedback systems, multimodal analysis, and investor simulation in the future, with current tools like Grok, Claude, and ChatGPT already providing valuable insights.
By leveraging AI feedback while maintaining a unique vision, startups can enhance their pitch decks for investor appeal, ensuring clarity, evidence-based claims, and logical coherence in their presentations.
Crafting a pitch that is clear, backed by data, and logically consistent can not only prevent AI from 'crying' but also create a compelling narrative that resonates with investors, balancing AI feedback with human intuition for an effective pitch.

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Dev

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Guides to Build a React.js PDF Viewer with React PDF

This article focuses on building a PDF Viewer in React.js using react-pdf and ComPDFKit.
React.js development leverages open-source libraries like react-pdf and @react-pdf/renderer for PDF viewing.
To start, create a React.js project, install react-pdf, and implement a React-PDF viewer.
Limitations of React-PDF include the absence of a built-in user interface and incomplete text selection functionality.
Another method discussed is using ComPDFKit for Web to enhance PDF viewing and editing capabilities in React projects.
ComPDFKit offers features like PDF handling, editing, commenting, signing, comparing versions, form filling, and redacting sensitive information.
Integration guide for ComPDFKit includes initializing it in the project and passing the PDF address and license key.
The benefits of using ComPDFKit include easy integration, functional benefits, exceptional support services, technical assistance, and pricing advantages.
Developers can enrich their applications with PDF functionalities using ComPDFKit and benefit from their support services and pricing options.
ComPDFKit offers a 30-day free trial license and affordable community licenses for various types of users.

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Medium

314

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The Dialogue That Was Never Written

Some dialogues are never written because writing would collapse them into sides, syntax, and one voice at a time.
It's the kind of exchange that doesn't happen in language but around it, where presence does more than understanding ever could.
This is not the absence of dialogue but the dialogue that chose to remain unsaid, where some frequencies don't translate, they only echo when there's nothing in the way.

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