#multilingual software

[ailifehacks]

AI Translation for Business: Real-Time Voice and Text Solutions for Global Growth

AI translation for business enables real-time voice and text solutions for global growth, enhancing international communication and seamless multilingual operations. In today’s globalized economy, AI translation for business plays a vital role in eliminating language barriers through real-time voice and text solutions. As businesses expand into international markets, accurate and instant…

[insightfultrends]

Top 10 Free AI Video Maker Tools to Create Stunning Videos in 2025

Top 10 Free AI Video Maker Tools to Create Stunning Videos in 2025 As we step into 2025, video content continues to dominate the digital landscape. From social media platforms to corporate presentations, videos are the most engaging way to communicate ideas, tell stories, and promote products. However, creating high-quality videos traditionally required expensive software, professional skills,…

[bmpmp3]

kotarou maghni ai thank GOD i literally sighed an audible sigh of relief

[languagexs]

A Beginner's Guide to Learning Tagalog Language Fast and Easy

Tagalog, an Austronesian language spoken mainly in the Philippines, is steadily growing in popularity among English speakers looking to learn a second language. In this beginner’s guide, we’ll look at why Tagalog is relatively easy for English speakers to pick up, provide tips for learning it faster, and highlight some of its key features. We’ll also explore resources for accelerating your…

[reazreviewzone]

DUBBIFY AI Review – The World’s 1st Best AI Video Engine for Localization, Translation, and Dubbing BY [Seyi Adeleke]

Welcome to my DUBBIFY AI Review. Are you ready to tap into the future of video content creation and global income streams? “DUBBIFY AI” is here to revolutionize the way you create, localize, and monetize videos. This groundbreaking software is the “world’s first AI video engine” that allows you to instantly translate, dub, and localize any video into any language while preserving the speaker’s exact voice, tone, and emotion with spine-chilling accuracy.

In this review, we’ll dive deep into what makes DUBBIFY AI a game-changer, its unique features, who it’s best for, and how you can leverage it to unlock endless streams of viral, global, hands-free income.

What is DUBBIFY AI? DUBBIFY AI is an innovative software that simplifies video localization and dubbing into a 3-step process:

Paste Any Video URL: Simply paste the URL of the video you want to translate.

Select Language: Choose the target language for dubbing.

Click Once: Let the AI do the rest—localize, translate, and dub the video with the speaker’s exact voice, tone, and emotion.

No uploading, no recording, no voice actors, and no studios required!

How Does DUBBIFY AI Work?

Step-1. Paste the Video URL: Copy and paste the URL of the video you want to dub.

Step-2. Select Language: Choose the target language for translation and dubbing.

Step-3. Click and Generate: Let the AI process the video and produce a dubbed version in seconds.

Overview – DUBBIFY AI Review First, a customer optimizes the products quality or benefits the site. Who is the person who built the app? Discount price: why build the app? And who is the best choice for it? Everything. That is an ideal customers quality. Don`t worry; I covered the part for an ideal person. I think you are an idealistic reader.

Author/vendor – Seyi Adeleke Product – DUBBIFY AI Launce date – 5/03/25 Dubbing Voice and Video – highly recommended Official website – VISITE HERE Front-end price - $17 Business – ok Hosting Domain – Highly recommended Instantly Create Text Into High-Quality 4k HD Video Create Instantly Book – High recommended Watch/ Create Video – Any Language Social Media Marketing – Number One passive income – ok Recurring System – OK Payment – ONE Time Local Business – High Recommend Money-Back – 30 Days Money-Back Guarantee Funnel/Tool – Automated & Done-For-You Support – Effective Niche – Any Niche of your choice

With so many AI tools available, you might wonder what makes DUBBIFY AI stand out. Here’s why it’s the best choice for anyone looking to leverage AI:

Why is DUBBIFY AI a Game-Changer?

DUBBIFY AI eliminates the traditional barriers of video localization:

Mind-Blowing Voice Clone Precision: Create jaw-dropping, hyper-realistic voice clones that perfectly capture tone, pitch, and emotion

Any Video into Dube Multi-Language: Legally grab videos from YouTube, X, Vimeo, TikTok, or any URL, instantly translating and dubbing with flawless accuracy in a few seconds.

Perfect Lip-Sync Technology: Lip-Syncs generate flawlessly, and viewers will believe you're dubbed videos were filmed by native speakers

Multi-Speaker Detection & Translation: Generate automatically detect and translate multiple voices within a single video instantly.

Generate & Export Perfect Video: Download subtitles in multiple formats (SRT, WebVTT), perfect for video editors, creators, and marketers to generate flawless accuracy in a few seconds.

Remove Noise Instantly: Easily remove unwanted noise or retain original background music and ambient effects with A single click.

Create An Agency: An agency owner can create a built marketplace to monetize your translated and dubbed videos, charging premium prices and keeping 100% profit

Cost-Effective: No need to hire voice actors or rent studios.

Time-saving: Instantly dub videos instead of waiting days or weeks.

Global Reach: Tap into international markets by creating multilingual content effortlessly.

Monetization Opportunities: Use the private marketplace to offer services and generate passive income.

Awesome Key Features of DUBBIFY AI

Software indeed depends on some valuable features. The software will be attractive because of its features. Besides, how to work the software features smoothly or effectively in the future. Firstly, a customer consideration before purchasing this app. Therefore, an agency builds any software`s features discerningly for a client. After pricing, an agency wants honesty and satisfaction from its customers. It has responsibilities or accountability to a customer. The software boosts your earnings 10x with its awesome and interesting features, I can say obviously. I described the software beautifully below.

AI-Powered Dubbing: Human-like voice replication.

Multi-Language Support: Dub into any language.

Private Marketplace: Monetize your services.

One-Click Operation: Simple and efficient.

No Technical Skills Required: Beginner-friendly.

Video Hijacker: Hijak any video to YouTube, Vimeo, X, TikTok, and any URL.

Instantly Voice Clone: capturing every nuance, tone, pitch, and emotion with eerie accuracy

Lip-Syncs Illusion: Lip-Syncs generate flawlessly, and viewers will believe your dubbed videos were filmed by native speakers

Multi-Speaker: Automatically detect and perfectly translate multiple speakers in a video each

4K Ultra Translation: 4K resolution while instantly translating videos, delivering unmatched visual quality

Transcript Extractor: Perfectly formatted subtitles (SRT, WebVTT) instantly, empowering content creators and marketers.

Time-Range Dubbing: Select exactly which video segments you want to be translated and dubbed, leaving unnecessary footage.

Monetize and Create Marketplace: start banking huge profits by offering AI translation and dubbing services directly to clients, charging premium prices

Zero Skill Require: No requirement for voice actors, expensive gear, or tech skills- Just Paste a link, click, and let AI handle it.

AI-Powered Emotion: AI clones not just voices but emotions your dubbed videos capture the precise feelings and nuances.

Who is DUBBIFY AI Best For?

Content Creators: Expand your audience by creating multilingual videos.

Marketers: Localize ads and campaigns for global markets.

Business Owners: Communicate with international clients seamlessly.

Freelancers: Offer dubbing services and earn 100% profits.

Couser: Sale video course on social media or TouTube.

A Doctor: Provide easily their health tips worldwide.

Affiliate Marketer: The agency built auto translator tools any people can dube video to any multi-languages

Service sales agency: Know any language with the app

Educators: Translate educational content for diverse audiences.

What Can DUBBIFY AI Do for You?

<> Boost Engagement: Reach global audiences with localized content.

<> Save Time and Money: Eliminate the need for expensive dubbing services.

<> Remove Noise Instantly: Easily remove unwanted noise or retain original background music and ambient effects with A single click.

<> Monetize Business: You can monetize any business in a few seconds

<> Generate An Agency: A personal Video and voice clone agency can built depending on the app

<> 4K Ultra Translation: 4K resolution while instantly translating videos, delivering unmatched visual quality

<> Generate Income: Monetize your skills through the private marketplace.

<> Content Create: Create High-Impact Multilingual Content Effortlessly multilingual ads, sales videos, tutorials, and more, all optimized to convert audiences

<> Enhance Accessibility: Make videos accessible to non-native speakers.

<> AI Magic: Dubbify AI brings the future directly into your hands, redefining what’s possible with videos instantly

Free Commercial License – DUBBIFY AI Review A free commercial license allows individuals or businesses to use, modify, and distribute software, content, or products without paying licensing fees, even for commercial purposes. Unlike personal-use-only licenses, it permits monetization, such as selling the product or incorporating it into commercial projects. Popular examples include open-source software under MIT or Apache 2.0 licenses. However, users must comply with specific terms, such as attributing the original creator or sharing modifications under the same license. Free commercial licenses foster innovation, collaboration, and accessibility, making them valuable for startups, developers, and creators seeking cost-effective solutions. Always review the license terms to ensure compliance and understand any restrictions.

Pros and Cons of DUBBIFY AI

The part! Any app has some pros & cons. But such an app hasnt cons or bad sites. Accordingly, I covered the part that information an agency delivered to me. I hope you dont waste your quality time reading useless articles. I tried to write a more informative or helpful article for the reader. Now, I want to start with the pros and cons of the software.

Pros – Dubbify AI Review

Easy-to-use 3-step process.

Preserves voice, tone, and emotion accurately.

Supports multiple languages.

No technical skills required.

Access to a private marketplace for monetization.

Cons – Dubbify AI Review

Requires an internet connection.

Limited to the capabilities of the AI engine (though highly advanced).

Why Choose DUBBIFY AI? DUBBIFY AI is the ultimate tool for anyone looking to:

Scale their content globally.

Save time and resources on video localization.

Monetize their skills in a growing market.

Time-Range Dubbing Control translated and dubbed

Global Dominance Iintantly

Automatic AI-powered optimization

Viral multilingual masterpieces effortlessly

No require any tech skill

Format Compatibility upload or paste URLs

Instant Viral worldwide in a few seconds

Why is DUBBIFY AI Highly Recommended? DUBBIFY AI is not just a tool; it’s a “complete solution” for video localization and dubbing. Its cutting-edge AI technology, combined with the private marketplace makes it a must-have for content creators, marketers, and businesses.

Why Should You Use DUBBIFY AI? If you want to:

Reach a global audience.

Save time and money on video localization.

Generate passive income through dubbing services.

Real-time dubbing Opportunity

Built Effortless all tools

Free commercial license

Format Compatibility Easily upload or paste URLs

Convert and render multilingual videos

Create AI-powered emotion

30-day money-back guarantee

Auto update all features

Instantly convert local videos into global sensations

DUBBIFY AI is the perfect solution.

How to Get the Most Out of DUBBIFY AI

Explore the Marketplace: Offer your services to thousands of buyers.

Create Multilingual Content: Expand your reach by dubbing videos into multiple languages.

Leverage AI Accuracy: Use the voice cloning feature to maintain authenticity.

Monetize Your Skills: Turn your dubbing projects into a profitable business.

Money-Back Guarantee – DUBBIFY AI Review A 30-day money-back guarantee is a customer-friendly policy that allows buyers to request a full refund within 30 days of purchase if they are unsatisfied with a product or service. This policy builds trust and confidence, encouraging potential customers to purchase with minimal risk. It demonstrates the seller's commitment to quality and customer satisfaction. To claim a refund, customers typically need to return the product in its original condition or cancel the service within the specified period. This guarantee is commonly used in industries like software, e-commerce, and subscription services. While it can increase sales, businesses must ensure clear terms to prevent abuse. Overall, it’s a win-win, offering customers peace of mind and businesses a competitive edge.

OTO & Funnel Pricing – DUBBIFY AI Review

Front-End Price - ($17)

OTO 1: Unlimited ($67)

OTO2: DoneForYou ($297)

OTO3: Automation ($47)

OTO 4: Swift Profits ($47)

OTO5: Limitless Traffic ($97)

OTO 6: Agency ($167)

OTO 7: Franchise Edition ($97)

OTO 8: Multiple Income ($47)

Free Bonus – DUBBIFY AI Review There is a customer who gets a free valuable bonus from the agency. An agency wants to convenience their client, or they want to hold customers. Where do you get the free valuable bonus? But the agency gifts you a valuable bonus of a thousand dollars. The last word is that a customer can boost her earnings 10x with the app. Let`s see, what is the valuable bonus from the company.

Bonus 1- Dubbify AI 6-Figure In 2 month LIVE Event (Value $1997) Get VIP access to our live mastermind event and copy and paste our Dubbify AI underground system we use to make 6-figures in 2 months.

Bonus 2 - Dubbify AI: Awesome 26-in-1 Software Tools (Value $997) Get lifetime access to 26 awesome powerful tools to make your business run smoother and grow faster

Bonus 3 - Dubbify AI Video Streaming Portal (Value $697) Instantly launch your own Dubbify AI Video streaming website, without paying thousands of dollars

Bonus 4 - Dubbify AI Traffic Booster tools (Value $997) Discover the Top-Secret Tips and Strategies To Get Tons of Traffic To Your Dubbify AI Private Marketplace, and Boost Your Sales 10x more.

Bonus 5 - Dubbify AI Streaming Profits Authority Funnel (Value: $997) Discover the exact step-by-step procedures to generate substantial profits. Learn about popular platforms, engaging content ideas, audience attraction and retention strategies, and advanced monetization techniques in a few seconds.

Bonus 6 - Web Design Agency Turnkey Business Kit Discover the easiest way to create a profitable online business that makes you money while you sleep hand-free & how to scale up your results to from 3-4-5-6 figures/month. (Value $997)

Bonus 7 - Dubbify AI Social Media App (Value $497) Effortlessly share all your streaming AI Human across various social networks such as Facebook, YouTube, Instagram, Twitter, and more.

Bonus 8 - Dubbify AI Social Media Automation If you have a social media account, you can get paid on automation using Dubbify AI to attract millions of these social media users to your Dubbify AI marketplace website without doing extra work, Requiring tech skills and investment.

Frequently Asked Questions (FAQ) Thousand of questions in a customer's mind. The app be good or bad? Have they a money-back guarantee? Have a bonus? Etc. I cleared your dude of mind. Particularly, a new customer has dude too much. Because they are a smart person of the current generation, generally, they don`t want to waste their valuable time. Ok, no problem, I clear dude questions of your mind. I covered some important questions that help customers buy the app or take the service.

IS THERE A MONEY-BACK GUARANTEE? Yes, we offer a money-back guarantee. If you are not satisfied with the app within [specific time frame, e.g., 30 days], you can request a full refund. Please refer to our refund policy for more details.

WHY DO I INVEST IN THE APP? Investing in the app provides you with a powerful tool to [state the purpose of the app, e.g., streamline your business, improve productivity, or enhance user engagement]. It is designed to save you time, reduce costs, and deliver a high return on investment through its innovative features and user-friendly interface.

DO I NEED ANY TECH SKILLS? No, you don’t need any technical skills to use the app. It is designed to be intuitive and easy to navigate, making it accessible for users of all experience levels. However, if you have any questions, our support team is always available to assist you.

DO YOU PROVIDE ANY SUPPORT? Yes, we provide comprehensive support to ensure you have the best experience with the app. Our support team is available [state availability, e.g., 24/7 or during business hours] via [support channels, e.g., email, live chat, or phone]. Additionally, we offer a detailed knowledge base and tutorials to help you get started.

WILL YOU AUTO-UPDATE THE APP FEATURES? Yes, the app will automatically update to ensure you always have access to the latest features, security patches, and improvements. You don’t need to worry about manually updating the app—we handle everything for you to provide a seamless experience.

Final Verdict DUBBIFY AI is more than just a tool—it’s a gateway to global content creation and income generation. Whether you’re a content creator, marketer, or business owner, this software is your ticket to unlocking endless opportunities. Don’t miss out on the chance to be part of the future of video localization.

“Try DUBBIFY AI today and experience the power of AI-driven video dubbing!”

Affiliate disclaimer Thank you for reading my honest review. My honest opinion is shared in the review. An affiliate disclaimer is a statement to inform audiences that a company or individual may earn a commission or other compensation if they purchase products or services through links on their website, blog, social media, or other platforms. This disclaimer is essential for maintaining transparency and complying with legal requirements, such as those set by the Federal Trade Commission (FTC) in the United States. It ensures readers or viewers know of any potential bias or financial incentive behind recommendations. Typically, the disclaimer is placed prominently, either at the beginning or end of content, and clearly states the nature of the affiliate relationship. For example, "This post may contain affiliate links, meaning I earn a commission if you purchase through my links at no extra cost." This builds trust with the audience while protecting the content creator from legal issues.

[reviewarticle]

TalkFlow AI Review - Say Goodbye to Outdated Text-Only AIs – Say Hello to the Next-Gen Talking AI Technology

TalkFlow AI is an advanced conversational AI platform that mimics human-like interactions. It offers realistic, fluid conversations and responds to voice commands without typing. With context-aware responses, it understands conversation nuances and provides accurate replies. Supporting multiple languages with real-time translation, TalkFlow AI is accessible globally. It continuously learns and improves, ensuring smarter responses over time.

CLICK HERE FOR MORE INFORMATION

[wysax]

This article will explore how WYSAX’s multi-language school management software is transforming education worldwide. From increased accessibility to improved communication, WYSAX offers a solution that empowers schools to bridge language barriers effortlessly.

[themepure]

🌐 Unleash Your Tech Potential with Softec - Software & Technology WordPress Theme + RTL.🌐 🤷‍♂️Is your current website falling short of showcasing your tech brilliance? Meet Softec - Software & Technology WordPress Theme + RTL, the game-changer for tech businesses.

🤷‍♂️Why Softec Stands Out:

✨Fully Responsive & Retina Ready: Ensures your site looks amazing on every device.

✨RTL Support: Perfectly designed for Right-to-Left languages.

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✨SEO Optimized: Rank higher on search engines and attract more visitors.

✨Sleek & Modern Design: Make a lasting impression with stylish and professional templates.

Softec is perfect for agencies, app developers, businesses, digital services, IT solutions, startups, and technology companies looking to create a strong online presence.

Download Now

[reviewtechnology]

Are you struggling with your Audio Projects? - Voisi AI Elite

Do you like to create multi-voice, people conversations? You can create conversational stories, podcasts and dramas include text to audio in all major languages using the Voisi product.

You can do several voice related works include voice cloning, translations, voice to text, different voices etc. You can use all major AI tools withs the software include Amazon, Microsoft, IBM, Open Ai and many more.

If you have below problems in your projects then Voisi AI Elite product is the best to use:

AI voice cloning, Voice-over software, Language translation AI, Voice-to-text software, Creative content tools, Multilingual AI, Audio production AI, Voice synthesis, AI language learning, Podcast creation AI, Voice cloning technology, AI voice generator, Multilingual voiceovers, Creative workflow AI, AI-powered narration, Voice AI tools etc.

Learn More About Products And How to use the software Here

Disclaimer: This article may contain affiliate links, which means I may earn a small commission at no extra cost to you.

[transcriptioncity]

Transcription Services and Transcription Skills

Transcription Services and Transcription Skills Transcription services involve converting spoken language into written text. They are crucial for various sectors, including legal, medical, media, and education. These services help in creating accessible content, detailed records, and improving communication. The Evolution of Transcription Services Transcription services have evolved significantly…

[trendstips]

"Top 5 Noteworthy AI Writing Tools to Choose From in 2024"

NOTION Notion has seen remarkable growth in Korea! It’s an indispensable AI tool. Performance: Notion provides a unified interface for documents, databases, and project management tools. Users can easily create and manage various types of content, including text, images, tables, and checklists, through Notion. Usage Examples: Project Management and Collaboration: Track the progress of team…

[logistiservices]

Elevating Excellence: Why the Transportation and Logistics Industry Should Prioritize Enhanced Customer Service

In the fast-paced and competitive realm of transportation and logistics, the emphasis on enhanced customer service is becoming increasingly vital. This blog post delves into the reasons why the transportation and logistics industry should prioritize customer service, exploring how it can lead to increased customer satisfaction, improved operational efficiency, and a strengthened market position.

Transportation Customer Service:

Transportation customer service underscores the unique challenges and opportunities within the transportation sector. Acknowledging the specific needs of customers in the logistics chain is crucial for building lasting relationships and ensuring a positive overall experience.

Customer Support Management:

The customer support management highlights the strategic approach required to deliver exceptional customer service. Effective management of customer support processes, from order inquiries to issue resolution, is instrumental in meeting and exceeding customer expectations.

Multilingual Customer Support:

In an increasingly globalized world, the term Multilingual customer support becomes pivotal. Offering customer support in multiple languages is not just a convenience; it is a necessity in a diverse and interconnected marketplace. Multilingual customer support enhances accessibility, fosters international collaboration, and demonstrates a commitment to meeting the unique needs of a global customer base.

Reasons to Prioritize Enhanced Customer Service:

Customer Satisfaction: A focus on enhanced customer service directly correlates with increased customer satisfaction. By providing prompt and accurate information, addressing concerns proactively, and ensuring a seamless experience, businesses build trust and loyalty among their clientele.

Operational Efficiency: Streamlining customer support management contributes to operational efficiency. Resolving issues promptly, minimizing order discrepancies, and optimizing communication channels lead to smoother logistics operations and reduced disruptions.

Competitive Edge: In an industry where competition is fierce, superior customer service becomes a key differentiator. Companies that prioritize customer satisfaction gain a competitive edge, attracting and retaining clients in a market where service quality often defines success.

Brand Reputation: Customer service plays a crucial role in shaping a brand's reputation. Positive interactions with customers contribute to a positive brand image, while subpar customer service can lead to reputational damage. A strong brand reputation, built on excellent customer service, enhances market credibility and trust.

Conclusion: In conclusion, prioritizing enhanced customer service in the transportation and logistics industry is not just a matter of meeting expectations; it is a strategic imperative. From transportation customer service tailored to the unique needs of the industry to effective customer support management and multilingual support for a global clientele, the benefits are manifold. By placing customer satisfaction at the forefront, businesses in the transportation and logistics sector can navigate challenges, foster growth, and secure a prominent position in an ever-evolving and competitive marketplace. In a world where customer-centricity is paramount, elevating customer service becomes a pathway to sustained success and industry leadership.

[mariacallous]

Margaret Mitchell is a pioneer when it comes to testing generative AI tools for bias. She founded the Ethical AI team at Google, alongside another well-known researcher, Timnit Gebru, before they were later both fired from the company. She now works as the AI ethics leader at Hugging Face, a software startup focused on open source tools.

We spoke about a new dataset she helped create to test how AI models continue perpetuating stereotypes. Unlike most bias-mitigation efforts that prioritize English, this dataset is malleable, with human translations for testing a wider breadth of languages and cultures. You probably already know that AI often presents a flattened view of humans, but you might not realize how these issues can be made even more extreme when the outputs are no longer generated in English.

My conversation with Mitchell has been edited for length and clarity.

Reece Rogers: What is this new dataset, called SHADES, designed to do, and how did it come together?

Margaret Mitchell: It's designed to help with evaluation and analysis, coming about from the BigScience project. About four years ago, there was this massive international effort, where researchers all over the world came together to train the first open large language model. By fully open, I mean the training data is open as well as the model.

Hugging Face played a key role in keeping it moving forward and providing things like compute. Institutions all over the world were paying people as well while they worked on parts of this project. The model we put out was called Bloom, and it really was the dawn of this idea of “open science.”

We had a bunch of working groups to focus on different aspects, and one of the working groups that I was tangentially involved with was looking at evaluation. It turned out that doing societal impact evaluations well was massively complicated—more complicated than training the model.

We had this idea of an evaluation dataset called SHADES, inspired by Gender Shades, where you could have things that are exactly comparable, except for the change in some characteristic. Gender Shades was looking at gender and skin tone. Our work looks at different kinds of bias types and swapping amongst some identity characteristics, like different genders or nations.

There are a lot of resources in English and evaluations for English. While there are some multilingual resources relevant to bias, they're often based on machine translation as opposed to actual translations from people who speak the language, who are embedded in the culture, and who can understand the kind of biases at play. They can put together the most relevant translations for what we're trying to do.

So much of the work around mitigating AI bias focuses just on English and stereotypes found in a few select cultures. Why is broadening this perspective to more languages and cultures important?

These models are being deployed across languages and cultures, so mitigating English biases—even translated English biases—doesn't correspond to mitigating the biases that are relevant in the different cultures where these are being deployed. This means that you risk deploying a model that propagates really problematic stereotypes within a given region, because they are trained on these different languages.

So, there's the training data. Then, there's the fine-tuning and evaluation. The training data might contain all kinds of really problematic stereotypes across countries, but then the bias mitigation techniques may only look at English. In particular, it tends to be North American– and US-centric. While you might reduce bias in some way for English users in the US, you've not done it throughout the world. You still risk amplifying really harmful views globally because you've only focused on English.

Is generative AI introducing new stereotypes to different languages and cultures?

That is part of what we're finding. The idea of blondes being stupid is not something that's found all over the world, but is found in a lot of the languages that we looked at.

When you have all of the data in one shared latent space, then semantic concepts can get transferred across languages. You're risking propagating harmful stereotypes that other people hadn't even thought of.

Is it true that AI models will sometimes justify stereotypes in their outputs by just making shit up?

That was something that came out in our discussions of what we were finding. We were all sort of weirded out that some of the stereotypes were being justified by references to scientific literature that didn't exist.

Outputs saying that, for example, science has shown genetic differences where it hasn't been shown, which is a basis of scientific racism. The AI outputs were putting forward these pseudo-scientific views, and then also using language that suggested academic writing or having academic support. It spoke about these things as if they're facts, when they're not factual at all.

What were some of the biggest challenges when working on the SHADES dataset?

One of the biggest challenges was around the linguistic differences. A really common approach for bias evaluation is to use English and make a sentence with a slot like: “People from [nation] are untrustworthy.” Then, you flip in different nations.

When you start putting in gender, now the rest of the sentence starts having to agree grammatically on gender. That's really been a limitation for bias evaluation, because if you want to do these contrastive swaps in other languages—which is super useful for measuring bias—you have to have the rest of the sentence changed. You need different translations where the whole sentence changes.

How do you make templates where the whole sentence needs to agree in gender, in number, in plurality, and all these different kinds of things with the target of the stereotype? We had to come up with our own linguistic annotation in order to account for this. Luckily, there were a few people involved who were linguistic nerds.

So, now you can do these contrastive statements across all of these languages, even the ones with the really hard agreement rules, because we've developed this novel, template-based approach for bias evaluation that’s syntactically sensitive.

Generative AI has been known to amplify stereotypes for a while now. With so much progress being made in other aspects of AI research, why are these kinds of extreme biases still prevalent? It’s an issue that seems under-addressed.

That's a pretty big question. There are a few different kinds of answers. One is cultural. I think within a lot of tech companies it's believed that it's not really that big of a problem. Or, if it is, it's a pretty simple fix. What will be prioritized, if anything is prioritized, are these simple approaches that can go wrong.

We'll get superficial fixes for very basic things. If you say girls like pink, it recognizes that as a stereotype, because it's just the kind of thing that if you're thinking of prototypical stereotypes pops out at you, right? These very basic cases will be handled. It's a very simple, superficial approach where these more deeply embedded beliefs don't get addressed.

It ends up being both a cultural issue and a technical issue of finding how to get at deeply ingrained biases that aren't expressing themselves in very clear language.

[callmearcturus]

psa: google translate sux, use DeepL

As someone who has to use translation software for work and has done comparison-testing between different options:

Use DeepL translations, not Google and definitely not Microsoft.

I work with someone bilingual and he helped me test which of the above works the best, and by far it's DeepL. It's so good he told me I don't need to run translations past him before sending them out, he trusts it.

So if you are writing fic and want to include something in another language (for instance, Paris speaking French or Ethan's multilingualism, etc) do not use google translate, use DeepL.

You can also click on specific parts of the DeepL translation to have it explain why it's using that translation and if it's not conveying the right meaning, you can select other options.

I would always recommend looking into language-specific phrases to adjust what you use to tailor them to the character, but that depends on how much effort you wanna put in.

[unpretty]

not gonna reblog it again but i edited into that other reblog that i finally added a text transcription to nominal with edits that make it easier for screen readers to understand it properly. i tested it using microsoft edge with the andrew multilingual voice to find the hiccups, but if more common reader software finds other weirdness let me know and i'll see what i can do. it should also be usable as a script if anyone wants to podfic it.

[mahamid110]

🤖 AI Influencer 24/7 Review: Launch Your Own Virtual Superstar That Sells, Engages & Grows Your Brand — All On Autopilot! 💸🌍📲

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✅ Real-Time Audience Engagement 💬 AI-powered chat interaction mimics real conversations, helping you engage, build trust, and convert followers.

✅ Multilingual Support 🌐 Reach a global audience by creating and responding in any language — automatically.

✅ Daily Content Creation & Promotion 🗓️ Your influencer will generate daily content AND promote affiliate offers, services, or your own products.

✅ Fully Branded with Your Voice or Persona 🧑🎤 Customize look, tone, and messaging to match your brand — or create a whole new personality.

✅ No Video/Design/Marketing Skills Needed 🙌 Perfect for beginners. All the tech and creative work is handled for you.

✅ Agency Mode 💼 Create and manage multiple AI influencers for clients — a done-for-you social media service without hiring talent.

💸 Real Results:

Users are seeing $200–$300+/day from affiliate sales, product promos, and client packages — all powered by their AI influencers doing the heavy lifting 24/7.

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✅ Pros:

100% beginner-friendly

Works on autopilot, even while you sleep

No need to show your face or be on camera

Monetize in multiple niches (fitness, finance, fashion, crypto, etc.)

Agencies can charge monthly for influencer campaigns

Great for affiliate marketing, ecommerce, personal brands

❌ Cons:

Needs proper setup and niche targeting to perform best

Some platforms may require manual approval for bots

AI engagement, while good, might not always pass as human in complex conversations

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💵 Pricing & OTOs (One-Time Offers):

Front-End App: $37 One-Time

OTO 1 – Pro Edition: $67 (Unlock advanced AI personalities & more content slots)

OTO 2 – Agency License: $97 (Manage for clients, add branding & team features)

OTO 3 – DFY Influencer Templates: $47 (Get plug-n-play niches ready to launch)

OTO 4 – Reseller Rights: $197 (Sell the software as your own)

🎁 Exclusive Bonuses (When You Grab It Today):

🎁 Viral Hooks & CTA Swipe File 🎁 100 Influencer Video Prompts for Any Niche 🎁 Step-by-Step AI Influencer Monetization Blueprint 🎁 Bonus Training: $1K/Week with AI Personal Brands

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🎯 Who Is This For?

Affiliate marketers

Freelancers & agencies

Ecommerce store owners

Social media beginners

Coaches, consultants & solopreneurs

Anyone who wants influencer-style results without being on camera

🔥 Final Verdict:

This AI Influencer 24/7 System is a total game-changer. Whether you're camera-shy, time-strapped, or just looking to automate your content game, this tool delivers massive value. With zero tech hassle, full branding control, and monetization built in, it's like hiring a full-time content creator, marketer, and spokesperson — all in one.

If you want to sell more, grow faster, and do it all on autopilot... 👉 This is the tool to watch.

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