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Retrieval Augmented Classification: Improving Text Classification with External Knowledge

Text Classification is crucial for various NLP applications, including spam filtering and chatbot categorization.
Utilizing Large Language Models (LLMs) like zero-shot classifiers can expedite text classification deployment.
LLMs excel in low-data scenarios and multi-language tasks but require prompt tuning for optimal performance.
Custom ML models offer flexibility and accuracy in high data regimes but demand retraining and substantial labeled data.
Retrieval Augmented Generation (RAG) and Few-shot prompting aim to combine LLMs' benefits with custom models' precision.
RAG incorporates external knowledge, enhancing LLM responses and reducing inaccuracies.
The method involves curating a knowledge base, finding K-nearest neighbors for input texts, and employing an augmented classifier.
The combined approach offers dynamic classification with improved accuracy but may incur higher latency and lower throughput.
Evaluation against a KNN classifier shows enhanced accuracy (+9%) but with trade-offs in speed and performance.
The method is valuable for agile deployments and situations with limited labeled data, offering quick setup and dynamic adjustments.

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Towards Data Science

410

How I Built Business-Automating Workflows with AI Agents

AI agents and automation are significantly impacting how companies operate, driving digital transformations.
The use of AI agents for sustainability and business automation is explored in the article.
n8n, a no-code tool, is highlighted for designing powerful automated workflows.
Case studies and prototypes were developed to showcase how AI agents accelerate digital transformation.
The article details how practical solutions using AI agents can add value to businesses.
The author shares insights on creating case studies to learn and implement automation effectively.
One case study involved automating the process of extracting order information from emails using n8n.
The success of the automation prototype led to solving similar problems for various clients.
Different sales approaches are discussed, focusing on productivity improvement, marketing automation, and error reduction.
Automation solutions showcased in the article aim to save time, reduce errors, and enhance business operations.
The article concludes by emphasizing the significant impact of automation on businesses and the importance of bridging operational challenges with automation solutions.

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Dev

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CSS Clamp: Tools That Make Fluid Design Effortless

Responsive design used to involve endless media queries and trial-and-error, but now CSS offers a better solution: the power of clamp().
Tools for clamp() help boost productivity, write cleaner CSS, and build fluid layouts with fewer breakpoints, making design decisions easier.
Some real use cases for clamp tools include typography scaling, spacing control, width and height scaling, and consistent responsive UI components.
Various community clamp() tools like ClampCalculator.com and others simplify CSS fluid design, offering features like font scaling, shorthand support, and live previews.

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Medium

294

Image Credit: Medium

Building a Secure Home Network in 2025: Practical Tips

In 2025, securing your home network involves taking simple steps to enhance security.
Upgrade to the latest Wi-Fi encryption standard, WPA3, for improved security.
Regularly update your router's firmware to patch known security vulnerabilities.
Implement a guest network to restrict access and ensure isolation for your devices.

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Medium

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How I Built a Side Income with Just $14.95

A person shares their journey of building a side income with just $14.95 using a collection of AI applications.
They stumbled upon a deal providing 12 AI apps valued at over $11,997 for a one-time payment of $14.95, allowing users to enter the online business world risk-free.
The bundle includes reseller and white-label licenses, enabling users to rebrand and sell the apps, potentially earning $500-$1000 a month.
The user mentions how these AI tools helped them create a profitable side business, generating around $1,000 per month by offering website services and automated email campaigns.

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Medium

304

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How I Crafted Stunning Movies with AI MovieMaker

AI MovieMaker is empowering individuals to create stunning movies without extensive filmmaking experience.
The tool allows for easy creation of high-quality films in 8K resolution and seamless integration of sound, visuals, and editing.
Users can achieve measurable success, with some earning $500 a week shortly after starting projects.
AI MovieMaker is a game changer, enabling storytellers to produce captivating content that resonates with audiences.

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18 Likes

Medium

361

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Why OpenAI Just Spent $3 Billion on Windsurf, And What It Means for the Future of AI

OpenAI recently spent $3 billion to acquire Windsurf, a tool primarily used by software developers.
The move signifies a significant development in the future of AI, emphasizing the increasing capability of AI in writing code.
AI's proficiency in writing code provides immediate feedback on its functionality, making it a crucial training ground for smarter AI systems.
The ability of AI to write reliable code opens up possibilities for various applications like building websites, creating software, automating tasks, and even constructing other AI systems.

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Medium

330

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The Angular Autocomplete Plugin You Should Know About

MatAutocompleteModule is a native module of Angular for autocomplete feature with lazy scroll using CDK.
ng-autocomplete-plugin offers additional features like Relative Search to search through objects available in dropdown array.
It supports custom CSS classes, styles, and third-party libraries like bootstrap or tailwind.
The module allows API calls, custom search, and custom events like focus and blur.

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19 Likes

Medium

334

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11 Flutter Design Patterns That Will Make Your Code 5x More Maintainable

Facing architectural challenges in a Flutter app as features grow can lead to state management issues, tight component coupling, and fragility to small changes.
Choosing the right design pattern in the beginning can either empower or cripple the app as it scales, according to a principal developer at Flutter DevSummit.
Analysis of a codebase revealed that 70% of bugs were due to poor architectural decisions made in the early stages of development.
Deep diving into Flutter design patterns beyond basic tutorials can lead to the adoption of enterprise-grade architectural patterns for better app maintainability.

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Dev

241

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Where Are All The Black Developers?

The article discusses the lack of Black representation in tech and the concept of 'The American Society of Magical Negroes'.
The 'Magical Negro' trope, where Black characters exist to guide or uplift white protagonists, has seeped into real systems.
Statistics reveal low Black representation in tech, especially in core engineering and leadership roles.
The article highlights systemic issues faced by Black professionals in tech, including exclusion, bias, and lack of support.
Instances like Apple's Face ID issues and Google's mislabeling of Black users showcase systemic failures.
The call to action includes hiring Black professionals at all levels, protecting intersectional identities, and auditing products for harm.
Allyship is emphasized as a crucial step in addressing systemic injustices and fostering a more inclusive tech industry.
The article urges individuals to speak up, confront biases, and work towards creating a more equitable and diverse tech landscape.
It emphasizes the importance of discomfort, accountability, and action in dismantling institutionalized racism in the tech sector.
Overall, the article calls for proactive measures to support and promote Black voices in tech and create a more inclusive and equitable industry.
It encourages readers to challenge the status quo, prioritize diversity, and work towards a more just and inclusive tech environment.

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Tech Radar

227

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ChatGPT is getting smarter, but its hallucinations are spiraling

OpenAI's latest AI models, GPT o3 and o4-mini, exhibit more hallucinations compared to their predecessors, raising concerns about AI reliability.
The increased complexity of GPT o3 and o4-mini may lead to more confident inaccuracies and errors in their responses.
These models are designed to mimic human logic and reasoning, but the higher error rates suggest issues with accuracy.
During benchmark tests, GPT o3 and o4-mini showed hallucinations in 33% and 48% of tasks, respectively, emphasizing the rise in inaccuracies.
When tested on general knowledge questions, the hallucination rates increased to 51% for o3 and 79% for o4-mini.
The AI research community theorizes that reasoning models like GPT o3 and o4-mini have more chances to go astray when attempting complex evaluations.
The line between theory and fabricated fact becomes blurry for AI as it speculates on possibilities, often leading to hallucinations.
Increased hallucinations in AI models contradict the goal of providing reliable assistance, raising concerns about their real-world applications in various sectors.
Sophisticated AI systems, despite being impressive, pose risks when hallucinations go unnoticed and could lead to errors in critical environments.
It is advised to approach responses from AI models like ChatGPT with caution due to the prevalence of hallucinations and inaccuracies.

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Tech Radar

215

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You can now edit images in Gemini directly

Google's Gemini AI now allows users to edit both AI-generated and personal images using text prompts.
The editing tools in Gemini enable precise changes using AI, supporting multiple edits in a conversation and retaining earlier changes.
Gemini's editor uses a combination of tools to ensure coherent image edits without resulting in visual inconsistencies.
Users can now upload up to 10 images or files at once on Gemini, expanding the platform's capabilities for various professions and creative tasks.

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Engadget

156

Image Credit: Engadget

Google I/O 2025: What to expect over the next two weeks on Android 16, Android XR and Gemini

Google's annual developer conference, Google I/O 2025, is set to begin on May 20, offering insights into the company's developments over the past year.
Expectations for I/O 2025 include significant announcements related to Android 16, Android XR, and Gemini.
A dedicated Android showcase called The Android Show: I/O Edition will precede Google I/O proper on May 13.
Android 16 is anticipated to bring new features like Live Activities-like 'Ongoing notifications' and a redesigned interface with Material 3 Expressive.
The Android 16 beta has revealed upcoming functionalities like Auracast support for seamless Bluetooth device connections.
Google is gearing up to launch Android XR with the power of Gemini AI models, potentially in collaboration with Samsung on Project Moohan.
Expect more AI-related announcements at I/O, potentially highlighting features like AI Overviews and AI Mode.
Project Astra, a voice assistant with advanced image recognition capabilities, showcased at I/O 2024, might receive updates at I/O 2025.
Updates on Wear OS, NotebookLM mobile version release, and other surprises from Google are also anticipated during the event.
Engadget will provide live coverage and analysis of Google I/O 2025 on May 20 and 21 for the latest updates and announcements.

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Hackernoon

232

Image Credit: Hackernoon

ProMeet Unveils The Promeeters Program To Boost Influencer Impact And Long-Term Earnings

ProMeet, a blockchain-powered platform, has introduced the ProMeet Ambassador Program to empower influencers, community leaders, and advocates to earn rewards in USDC by bringing new creators onto the platform.
With the launch of the Promeeters Program, ProMeet aims to involve supporters, influencers, and communities in reshaping the digital content landscape and offers up to 50% of platform fees for each referral.
The ProMeet Program allows individuals with creator networks to earn lifetime commissions through referrals, offering a unique referral link to track and monetize their outreach.
ProMeet combines features of YouTube, Zoom, and Twitch to help creators monetize various content types seamlessly via USDC payments and offers fast and secure transactions through Web3 technology.

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Inkbotdesign

142

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Start an Online Business With Skills You Already Have

Starting an online business with existing skills can be a lucrative venture, with low entry barriers and high potential in the booming internet economy.
Identifying marketable skills that people are willing to pay for is crucial, even if you underestimate your capabilities.
Various proven online business models exist, such as digital product creation, service-based businesses, eCommerce, affiliate marketing, membership sites, software/apps, freelancing, and consulting.
Setting up an online business requires essential infrastructure like domain registration, web hosting, website platform, payment processing, email marketing system, legal requirements, and business banking.
Validating business ideas through accelerated market research and focusing on a specific niche can enhance the chances of success.
Launching an online business involves creating a simple offer, building a basic online presence, manual outreach, and leveraging existing platforms for initial growth.
Scaling a business involves documenting core processes, automating repetitive tasks, delegating effectively, and utilizing the Profit Multiplier Framework to increase customer lifetime value.
Common pitfalls in online businesses include perfection paralysis, marketing channel ADHD, pricing timidity, ignoring unit economics, and technology overload.
Transitioning from a side hustle to a full-time business requires financial preparation, risk mitigation strategies, and adherence to tax and GDPR compliance regulations.
Consistent execution of revenue-generating activities is highlighted as the key factor for success in starting an online business.

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