#Role of AI in APP Development

[techtose]

The Role of AI in Mobile App Development | Mobile App Development Agency - TechTose

In today's digital-first world, the demand for innovative and intuitive mobile apps is at an all-time high. Artificial Intelligence (AI) has emerged as a key driver of this transformation, enabling developers to create smarter, more engaging, and efficient mobile applications. TechTose, has emerged as Top Mobile App Development Agency in India, we blend cutting-edge AI technologies, innovative designs, and strategic solutions to build exceptional mobile experiences that drive business success.

This blog explores the role of AI in mobile app development and how technologies like chatbots, personalization, and predictive analytics are reshaping the landscape.

1. Chatbots: Transforming Customer Interaction

AI-powered chatbots have become a cornerstone of customer engagement, offering real-time support and enhancing user experiences.

24/7 Availability: Chatbots provide round-the-clock assistance, improving customer satisfaction while reducing operational costs.

Contextual Understanding: Using natural language processing (NLP), chatbots comprehend user queries and provide accurate, context-based responses.

Multilingual Capabilities: AI empowers chatbots to communicate in multiple languages, enabling businesses to reach diverse audiences worldwide. At TechTose, we integrate intelligent chatbots into mobile apps to streamline customer support and engagement processes, delivering seamless interactions across industries.

2. Personalization: Delivering Tailored Experiences

Personalization is critical in meeting user expectations, and AI enables apps to offer customized content and recommendations based on individual preferences.

Behavior Analysis: AI tracks user behavior, including browsing patterns, app usage frequency, and purchase history, to tailor content effectively.

Recommendation Engines: By analyzing data, AI suggests relevant products, services, or features that align with user interests.

Dynamic UI Adjustments: AI adapts the app's user interface based on user preferences, enhancing accessibility and usability. With our AI-driven personalization solutions, TechTose empowers businesses to build apps that forge deeper connections with their audiences.

3. Predictive Analytics: Anticipating User Needs

AI's ability to analyze data and predict future outcomes has revolutionized how mobile apps cater to user needs.

Enhanced User Retention: Predictive analytics identify user behaviors that lead to disengagement, helping businesses intervene before users abandon the app.

Improved Decision-Making: AI algorithms analyze large datasets to deliver actionable insights for better app management and optimization.

Smart Notifications: Apps leverage predictive analytics to send timely, relevant notifications, increasing user engagement and conversion rates. At TechTose, we incorporate predictive analytics into our mobile solutions, enabling businesses to stay ahead of user expectations and industry trends.

4. Enhanced Security: Safeguarding User Data

AI-driven security measures ensure that user data remains safe and secure, a vital aspect of modern mobile apps.

Fraud Detection: AI identifies and mitigates unusual patterns or fraudulent activities in real time.

Biometric Authentication: AI facilitates advanced security features such as facial recognition and fingerprint scanning for secure app access.

5. Smart Automation: Streamlining Processes

AI automates routine processes in apps, reducing manual intervention and improving efficiency.

Task Automation: From scheduling appointments to automating workflows, AI reduces repetitive tasks for both users and businesses.

Voice Assistance: AI-powered virtual assistants like Siri and Google Assistant make apps more intuitive and user-friendly.

TechTose: Your Partner in AI-Powered App Development

At TechTose, we understand that mobile apps are more than just tools—they’re platforms that connect businesses with their customers. As a leading Mobile App Development Agency in India, we specialize in integrating AI-driven solutions that elevate app functionality and user engagement. Our blend of innovative design, strategic planning, and advanced technologies ensures we deliver exceptional mobile solutions tailored to your business goals.

Conclusion

AI technologies such as chatbots, personalization, predictive analytics, and advanced security have revolutionized the mobile app development landscape. By leveraging AI, businesses can build apps that not only meet but exceed user expectations, ensuring long-term success.

If you're looking to develop an AI-powered mobile app, partner with TechTose today. Let's create mobile solutions that transform your vision into reality and help you stay ahead in the competitive market.

[harshathusm]

The Role of AI in Mobile App Development

AI plays a crucial role in mobile app development by enabling intelligent automation, personalized user experiences, and real-time data processing. AI-powered chatbots, voice assistants, and recommendation systems improve user engagement, while machine learning enhances predictive analytics and app security. AI-driven image and speech recognition also boost accessibility and functionality. By integrating AI, businesses can develop smarter, more efficient, and highly responsive mobile applications.

[likitakans]

AI and Health: New Technologies Paving the Way for Better Treatment

Artificial intelligence (AI) is expanding rapidly in the health sector, and it is revolutionizing our medical system. With the help of AI, new technologies are being developed that are not only helpful in accurately diagnosing diseases but are also playing an important role in personalized treatment and management.

Quick and accurate diagnosis of diseases AI-based tools can now analyze medical imaging data such as X-rays, CT scans, and MRIs quickly and accurately. This helps doctors to quickly detect complex conditions such as cancer, heart diseases, and neurological problems.

Personalized medicine AI can help create personalized treatment plans for every individual by analyzing genomics and biometrics. This technology ensures that the patient gets the right medicine and the right dose at the right time.

Improved health management AI-based health apps and wearables such as smart watches are now helping people monitor their health condition. These devices regularly track health indicators such as heart rate, blood pressure and sleep quality.

Accelerating medical research The role of AI has become extremely important in the development of new drugs and vaccines. Using AI, scientists can analyze complex data sets and make new medical discoveries faster.

Accessible and affordable healthcare AI technology is helping in delivering affordable and effective healthcare, even in rural and remote areas. Telemedicine and virtual health assistants are bridging the gap between patients and doctors.

Conclusion Artificial intelligence is playing an important role in making healthcare more effective, accurate, and accessible. However, there are challenges such as data security and ethics in the use of AI technology which need to be dealt with. In the coming years, with more advanced and innovative uses of AI, the healthcare landscape may change completely.

[connect-infosoft-technologies]

Exploring The Role Of AI Vision In Creating Innovative Mobile Apps

Artificial intelligence (AI) has transformed many industries, including mobile app development. One of the most intriguing aspects of AI technology is its ability to perceive and understand visual data, known as AI vision. By incorporating AI vision into mobile app development, developers can unlock a world of innovative possibilities and enhance user experiences like never before. 

In this blog, we will delve into the role of AI vision in creating innovative mobile apps and explore its potential impact on various industries.

1. Understanding AI Vision:

AI vision refers to the capability of machines to interpret and analyze visual data, just like humans do. Through advanced algorithms and deep learning techniques, AI vision enables mobile apps to recognize objects, understand scenes, and even identify emotions on people's faces. This technology has been made possible by the availability of vast amounts of annotated image and video data, along with the increased processing power of modern smartphones.

2. Enhanced User Experiences:

By incorporating AI vision into mobile apps, developers can provide users with enhanced and personalized experiences. For example, consider a shopping app that uses AI vision to enable users to search for products by simply taking a photo. The app can analyze the image, identify the product, and display relevant search results, making the shopping process more convenient and efficient.

Furthermore, AI vision can enable apps to offer augmented reality (AR) features, overlaying virtual objects in the real world through the device's camera. This opens up new possibilities for gaming, interior design, fashion, and various other industries, providing users with immersive and interactive experiences.

3. Improved Security and Safety:

AI vision plays a crucial role in enhancing the security and safety features of mobile apps. Facial recognition technology powered by AI vision can be integrated into apps to provide secure authentication and access control. This eliminates the need for traditional passwords and improves user convenience while ensuring robust security.

Moreover, AI vision can be utilized in surveillance apps to detect and recognize suspicious activities, objects, or individuals in real time. This can be particularly useful in public spaces or sensitive areas, enhancing overall safety and security.

4. Revolutionizing Healthcare:

The healthcare industry stands to benefit significantly from the integration of AI vision into mobile apps. Medical imaging apps can leverage AI vision algorithms to analyze X-rays, MRIs, and other diagnostic images, aiding in the detection and diagnosis of various medical conditions. This can result in faster and more accurate diagnosis, potentially saving lives.

Additionally, AI vision can assist individuals in monitoring their health and wellness. Mobile apps equipped with AI vision can analyze facial expressions and body movements to detect signs of stress, fatigue, or other health-related indicators. Users can receive personalized recommendations and interventions to improve their well-being.

5. Optimizing Transportation and Navigation:

AI vision has the potential to transform the transportation and navigation industry. Mobile apps integrated with AI vision can recognize and interpret road signs, traffic signals, and pedestrian movements, providing real-time guidance and alerts to drivers. This can enhance road safety, reduce accidents, and improve overall traffic management.

Furthermore, AI vision can enable apps to offer advanced navigation features, such as indoor navigation within shopping malls, airports, or large buildings. Users can navigate complex environments with ease, finding their desired locations efficiently.

Conclusion:

The incorporation of AI vision technology in mobile app development opens up a world of innovative possibilities. From enhancing user experiences and improving security to revolutionizing healthcare and optimizing transportation, AI vision has the potential to transform various industries. As AI continues to evolve and advance, we can expect mobile apps to become even more intuitive, personalized, and capable of understanding and interpreting the visual world around us. Embracing AI vision in mobile app development is not just a trend but a significant step towards creating innovative and impactful applications that cater to the evolving needs of users in the digital age.

[ellocentlabsin]

How to Choose the Right ReactJS Development Company in Chandigarh

A strong online presence is critical for organizations to succeed in today's digital era. A well-designed and effective website is one of the important aspects that contribute to this presence. ReactJS, a strong JavaScript library, comes into action here. ReactJS has become a cornerstone of current web development due to its ability to construct dynamic and user-friendly interfaces. If you live in Chandigarh and want to use ReactJS, you've come to the right spot. We'll walk you through the process of selecting the finest ReactJS development firm in Chandigarh in this post.

ReactJS is becoming increasingly popular

Trends come and go in the world of web development, but ReactJS has demonstrated its durability. Both businesses and developers have recognized the benefits of adopting ReactJS to create highly responsive and aesthetically appealing online apps. ReactJS's component-based architecture and efficient rendering ensure that users have smooth navigation and quick load times. As a result, there is a growing demand for professional ReactJS developers and development firms, and Chandigarh has emerged as a hub for such services.

Important Factors to Consider When Choosing a ReactJS Development Company - 

1. Experience and Expertise: - Expertise and experience should be your guiding light as you search for the best ReactJS development firm in Chandigarh. Look for a firm that has a team of talented developers with a track record of creating successful ReactJS applications. An experienced team will not only provide high-quality work but will also skillfully handle hurdles, ensuring a smooth development process.

2. Portfolio Evaluation: - A professional ReactJS development business will proudly display its project portfolio. Take the time to go over their portfolio and look at the variety of projects they've worked on. This will give you an idea of their adaptability and ability to customize solutions to various company demands. Pay close attention to the user experience of the websites and applications they've created; this will demonstrate their dedication to providing engaging and user-centric solutions.

3. Client Feedback and Reviews: - Hearing from clients is one of the finest methods to assess a ReactJS development company's legitimacy. Client testimonials and reviews offer personal perspectives of their experiences. Look for organizations that have received favorable feedback that emphasizes not only their technical competence but also their communication, teamwork, and problem-solving abilities. Client satisfaction is a good sign of a company's ability to satisfy expectations and achieve outcomes.

4. Collaboration and communication: - A successful development partnership requires effective communication and teamwork. Choose a firm that appreciates openness and keeps you updated throughout the project. A company that listens to your ideas, comprehends your business objectives, and includes your comments in the development process is more likely to provide a product that is in line with your vision.

5. Further Investigation: - Choosing the best ReactJS development firm in Chandigarh is a critical decision that will shape your organization's online visibility. Consider investigating the following areas to learn more about this subject:

ReactJS Advantages: Discover the particular advantages that ReactJS provides and how they may improve your online apps.

Web Development Trends: Keep up with the newest web development trends, such as the growth of user interfaces and user experience.

Case Studies: Examine case studies that demonstrate how successful ReactJS programming can alter enterprises.

Comparative study: To make an informed decision, do a comparative study of several ReactJS development firms in Chandigarh.

Future of Web Development: Investigate forecasts and insights into the future of web development, as well as how ReactJS will play an important part.

Conclusion:

Finally, selecting the best ReactJS development firm in Chandigarh necessitates thorough analysis and study. You may collaborate with a firm that turns your concept into a dynamic and compelling web application by concentrating on experience, portfolio, customer testimonials, and communication. As technology advances, ReactJS continues to be a driving force in generating outstanding user experiences, making your choice of development partner even more important.

[mlembug]

Fact checking the discord ai training chain letter

it does not make sense to have "invisible magic discord bots which are hidden in your server" as a result of a supposed partnership between discord and some ai company, because if discord wanted to secretly give some ai company your messages or uploaded images, then

they don't need a fucking bot to do this, they already have the data

what makes you think you would able to counteract this by using discord's features

furthermore, "partnerships" are mutual: if a company claims that a partnership exists when no such partnership exists, discord can tell them to knock it off or announce that no such partnership exists, and guess what, the article does not mention any such partnership, it says "we launched an app", which is like, whatever, it's inside all the other shovelware hidden in the menus no one clicks.

the evidence for "invisible magic bots" is super flimsy and results in misunderstanding about how banning works (banning a user by id and then seeing the entry in audit logs). in reality, you can ban users that are not present in your server, which I've been doing as a preventive measure for years at this point when I see someone on another server doing stuff I would be banning for if they were present on my server.

you also can't add apps or bots to your server without having "manage server" permission.

furthermore, as a bot, you can't read messages on the server without opting in with enabling message content intent, and needing explicit approval from discord for this.

(this is what you see in discord developer portal in the bots settings. "Read more here" leads to this website)

in fact, "application commands" discord feature that the bot uses was introduced specifically so bots don't have to read every message on the server to see if it starts with an exclamation mark or whatever in order to know if to react to it, and how.

there are also "external apps" which are per-user, rather than per-app, but these are basically equivalent of a user DMing a bot, and they don't have access to anything aside from whatever user sends them, and, if the role has has "use external apps" permission enabled in the channel, they can send a message as a result of a user action.

and yes, potentially a member of your server could send some image in it to an AI company by using the application command, but then again they can also right click -> save and upload it to chatgpt. your threat model is fucking bonkers.

conclusion: the original message is fearmongering based on misunderstanding on how discord, or computers in general, work.

[nightwitch14]

[Speedpaint] Sleepy Bois Inc

[YOUTUBE: Sleepy Bois Inc]

Just like the Dream Team, I dragged the Sleepy Bois Inc into my Android Anima AU. I immediately thought of their roles because of the amount of clips or livestream I’ve seen them interacting from. I just found out that Tommy isn’t canonically Philza’s son, just Wilbur, so I made Tommy some sort of Wilbur’s gaurdian animatronic to Wilbur. XD I kinda wanna draw out Tommy and Technoblade interaction in this AU, Tommy is kinda like a newborn animatronic and Technoblade is his guidance, so there’s a lot of animatronic gaurdian training going on.

• Techno Guardian Animatronic of Philza Minecraft. He was created from the sister company know as Fazbear Entertainment and was tasked to protect Philza at all cost. Technoblade is a Security type Animatronic but slowly became a withered animatronic due to abandonment. The cause of the abandonment is due to malfunctions such as voices in his head and choatic acts of murder. • Philza A Human type A, Superior. Main Scientist of the Resource Management Project know as ‘Minecraft’. Main job is to send the necessary material to the Animatronic factories in order to create advance Animatronics. • Tommy First animatronic creation of Philza, he is the guardian animatronic of Wilbur. His behaviour is influence by Technoblade and Wilbur at his earliest stage of development. His emotional and intellectual AI development takes time, but slowly started to act as a normal choatic boy. • Wilbur Philza’s first and only son, Human type B, Hybrid. Originally, he was a Human type C, Moderin, but due to Philza’s accidental casualties of his experiment, he was forced to changed to Human type B. He is in charged of monitoring in the Minecraft Project, but thing escalated quickly when he wants to gain control.

I have an app called Romer and it helps me record on how long I’ve been drawing, painting and finishing it. The illustration took me about 4 hours while the 4 pages square comic only took me 6 hours and both of them only took long because of the lineart. >~<“ Atleast it’s fun to mess around, Especally the watercolour~<3

[political-us]

Elon Musk and Vivek Ramaswamy have discussed the possibility of dismantling the Federal Deposit Insurance Corporation (FDIC). As co-leaders of the Department of Government Efficiency (DOGE), an advisory board established by President Donald Trump, they explored significant changes to federal financial regulatory agencies. Their discussions included the potential elimination of the FDIC, with proposals to transfer its deposit insurance responsibilities to the Treasury Department. Such actions would require congressional approval. 

However, the relationship between Musk and Ramaswamy within DOGE became strained. Reports indicate that Musk advocated for Ramaswamy’s removal from the advisory board, leading to Ramaswamy’s departure. 

These developments have sparked discussions about the future of federal financial regulation and the potential impacts of such significant structural changes.

Whether Elon Musk could end or significantly impact the FDIC, the short answer is no—at least not directly. The FDIC (Federal Deposit Insurance Corporation) is an independent U.S. government agency, and its operations, including insuring bank deposits, are controlled by federal law, not private individuals.

However, Musk—or any billionaire—could indirectly influence the financial system in ways that might challenge traditional banking structures. For example:

1. Encouraging Alternative Banking Systems – Musk has shown interest in decentralized finance (DeFi) and cryptocurrencies. If large-scale adoption of non-bank financial systems (like crypto or peer-to-peer banking) occurred, it could weaken the traditional banking sector that the FDIC protects.

2. Buying or Influencing Banks – While Musk cannot “end” the FDIC, he could buy a bank or invest in financial institutions, potentially reshaping banking policies or lobbying for deregulation.

3. Political Influence – If Musk heavily funded politicians or advocacy groups that push for major changes in banking regulations, he might contribute to policies that could alter the FDIC’s role or reduce government intervention in banking.

4. Disrupting Payments & Banking Infrastructure – If Musk’s companies (like X (formerly Twitter) or Tesla) introduced financial services that bypass traditional banks (such as an X “everything app” with built-in payments), it could gradually shift public reliance away from FDIC-backed institutions.

That said, the FDIC is deeply embedded in the U.S. financial system, and any major change would require congressional action, not just the efforts of a single billionaire. While Musk has disrupted many industries (cars, space, AI), taking down or replacing the entire U.S. deposit insurance system would be a far more difficult challenge.

[mariacallous]

In the near future one hacker may be able to unleash 20 zero-day attacks on different systems across the world all at once. Polymorphic malware could rampage across a codebase, using a bespoke generative AI system to rewrite itself as it learns and adapts. Armies of script kiddies could use purpose-built LLMs to unleash a torrent of malicious code at the push of a button.

Case in point: as of this writing, an AI system is sitting at the top of several leaderboards on HackerOne—an enterprise bug bounty system. The AI is XBOW, a system aimed at whitehat pentesters that “autonomously finds and exploits vulnerabilities in 75 percent of web benchmarks,” according to the company’s website.

AI-assisted hackers are a major fear in the cybersecurity industry, even if their potential hasn’t quite been realized yet. “I compare it to being on an emergency landing on an aircraft where it’s like ‘brace, brace, brace’ but we still have yet to impact anything,” Hayden Smith, the cofounder of security company Hunted Labs, tells WIRED. “We’re still waiting to have that mass event.”

Generative AI has made it easier for anyone to code. The LLMs improve every day, new models spit out more efficient code, and companies like Microsoft say they’re using AI agents to help write their codebase. Anyone can spit out a Python script using ChatGPT now, and vibe coding—asking an AI to write code for you, even if you don’t have much of an idea how to do it yourself—is popular; but there’s also vibe hacking.

“We’re going to see vibe hacking. And people without previous knowledge or deep knowledge will be able to tell AI what it wants to create and be able to go ahead and get that problem solved,” Katie Moussouris, the founder and CEO of Luta Security, tells WIRED.

Vibe hacking frontends have existed since 2023. Back then, a purpose-built LLM for generating malicious code called WormGPT spread on Discord groups, Telegram servers, and darknet forums. When security professionals and the media discovered it, its creators pulled the plug.

WormGPT faded away, but other services that billed themselves as blackhat LLMs, like FraudGPT, replaced it. But WormGPT’s successors had problems. As security firm Abnormal AI notes, many of these apps may have just been jailbroken versions of ChatGPT with some extra code to make them appear as if they were a stand-alone product.

Better then, if you’re a bad actor, to just go to the source. ChatGPT, Gemini, and Claude are easily jailbroken. Most LLMs have guard rails that prevent them from generating malicious code, but there are whole communities online dedicated to bypassing those guardrails. Anthropic even offers a bug bounty to people who discover new ones in Claude.

“It’s very important to us that we develop our models safely,” an OpenAI spokesperson tells WIRED. “We take steps to reduce the risk of malicious use, and we’re continually improving safeguards to make our models more robust against exploits like jailbreaks. For example, you can read our research and approach to jailbreaks in the GPT-4.5 system card, or in the OpenAI o3 and o4-mini system card.”

Google did not respond to a request for comment.

In 2023, security researchers at Trend Micro got ChatGPT to generate malicious code by prompting it into the role of a security researcher and pentester. ChatGPT would then happily generate PowerShell scripts based on databases of malicious code.

“You can use it to create malware,” Moussouris says. “The easiest way to get around those safeguards put in place by the makers of the AI models is to say that you’re competing in a capture-the-flag exercise, and it will happily generate malicious code for you.”

Unsophisticated actors like script kiddies are an age-old problem in the world of cybersecurity, and AI may well amplify their profile. “It lowers the barrier to entry to cybercrime,” Hayley Benedict, a Cyber Intelligence Analyst at RANE, tells WIRED.

But, she says, the real threat may come from established hacking groups who will use AI to further enhance their already fearsome abilities.

“It’s the hackers that already have the capabilities and already have these operations,” she says. “It’s being able to drastically scale up these cybercriminal operations, and they can create the malicious code a lot faster.”

Moussouris agrees. “The acceleration is what is going to make it extremely difficult to control,” she says.

Hunted Labs’ Smith also says that the real threat of AI-generated code is in the hands of someone who already knows the code in and out who uses it to scale up an attack. “When you’re working with someone who has deep experience and you combine that with, ‘Hey, I can do things a lot faster that otherwise would have taken me a couple days or three days, and now it takes me 30 minutes.’ That's a really interesting and dynamic part of the situation,” he says.

According to Smith, an experienced hacker could design a system that defeats multiple security protections and learns as it goes. The malicious bit of code would rewrite its malicious payload as it learns on the fly. “That would be completely insane and difficult to triage,” he says.

Smith imagines a world where 20 zero-day events all happen at the same time. “That makes it a little bit more scary,” he says.

Moussouris says that the tools to make that kind of attack a reality exist now. “They are good enough in the hands of a good enough operator,” she says, but AI is not quite good enough yet for an inexperienced hacker to operate hands-off.

“We’re not quite there in terms of AI being able to fully take over the function of a human in offensive security,” she says.

The primal fear that chatbot code sparks is that anyone will be able to do it, but the reality is that a sophisticated actor with deep knowledge of existing code is much more frightening. XBOW may be the closest thing to an autonomous “AI hacker” that exists in the wild, and it’s the creation of a team of more than 20 skilled people whose previous work experience includes GitHub, Microsoft, and a half a dozen assorted security companies.

It also points to another truth. “The best defense against a bad guy with AI is a good guy with AI,” Benedict says.

For Moussouris, the use of AI by both blackhats and whitehats is just the next evolution of a cybersecurity arms race she’s watched unfold over 30 years. “It went from: ‘I’m going to perform this hack manually or create my own custom exploit,’ to, ‘I’m going to create a tool that anyone can run and perform some of these checks automatically,’” she says.

“AI is just another tool in the toolbox, and those who do know how to steer it appropriately now are going to be the ones that make those vibey frontends that anyone could use.”

[coochiequeens]

'It stains your brain': How social media algorithms show violence to boys." Make no mistake boys and young men were disgusting before they had access to smart phones but this and parents not willing to admit there's an issue are creating a whole new problem.

Cai says violent and disturbing material appeared on his feeds "out of nowhere"

By Marianna Spring BBC Panorama

It was 2022 and Cai, then 16, was scrolling on his phone. He says one of the first videos he saw on his social media feeds was of a cute dog. But then, it all took a turn.

He says “out of nowhere” he was recommended videos of someone being hit by a car, a monologue from an influencer sharing misogynistic views, and clips of violent fights. He found himself asking - why me?

Over in Dublin, Andrew Kaung was working as an analyst on user safety at TikTok, a role he held for 19 months from December 2020 to June 2022.

He says he and a colleague decided to examine what users in the UK were being recommended by the app’s algorithms, including some 16-year-olds. Not long before, he had worked for rival company Meta, which owns Instagram - another of the sites Cai uses.

When Andrew looked at the TikTok content, he was alarmed to find how some teenage boys were being shown posts featuring violence and pornography, and promoting misogynistic views, he tells BBC Panorama. He says, in general, teenage girls were recommended very different content based on their interests.

TikTok and other social media companies use AI tools to remove the vast majority of harmful content and to flag other content for review by human moderators, regardless of the number of views they have had. But the AI tools cannot identify everything.

Andrew Kaung says that during the time he worked at TikTok, all videos that were not removed or flagged to human moderators by AI - or reported by other users to moderators - would only then be reviewed again manually if they reached a certain threshold.

He says at one point this was set to 10,000 views or more. He feared this meant some younger users were being exposed to harmful videos. Most major social media companies allow people aged 13 or above to sign up.

TikTok says 99% of content it removes for violating its rules is taken down by AI or human moderators before it reaches 10,000 views. It also says it undertakes proactive investigations on videos with fewer than this number of views.

Andrew Kaung says he raised concerns that teenage boys were being pushed violent, misogynistic content

When he worked at Meta between 2019 and December 2020, Andrew Kaung says there was a different problem. He says that, while the majority of videos were removed or flagged to moderators by AI tools, the site relied on users to report other videos once they had already seen them.

He says he raised concerns while at both companies, but was met mainly with inaction because, he says, of fears about the amount of work involved or the cost. He says subsequently some improvements were made at TikTok and Meta, but he says younger users, such as Cai, were left at risk in the meantime.

Several former employees from the social media companies have told the BBC Andrew Kaung’s concerns were consistent with their own knowledge and experience.

Algorithms from all the major social media companies have been recommending harmful content to children, even if unintentionally, UK regulator Ofcom tells the BBC.

“Companies have been turning a blind eye and have been treating children as they treat adults,” says Almudena Lara, Ofcom's online safety policy development director.

'My friend needed a reality check'

TikTok told the BBC it has “industry-leading” safety settings for teens and employs more than 40,000 people working to keep users safe. It said this year alone it expects to invest “more than $2bn (£1.5bn) on safety”, and of the content it removes for breaking its rules it finds 98% proactively.

Meta, which owns Instagram and Facebook, says it has more than 50 different tools, resources and features to give teens “positive and age-appropriate experiences”.

Cai told the BBC he tried to use one of Instagram’s tools and a similar one on TikTok to say he was not interested in violent or misogynistic content - but he says he continued to be recommended it.

He is interested in UFC - the Ultimate Fighting Championship. He also found himself watching videos from controversial influencers when they were sent his way, but he says he did not want to be recommended this more extreme content.

“You get the picture in your head and you can't get it out. [It] stains your brain. And so you think about it for the rest of the day,” he says.

Girls he knows who are the same age have been recommended videos about topics such as music and make-up rather than violence, he says.

Cai says one of his friends became drawn into content from a controversial influencer

Meanwhile Cai, now 18, says he is still being pushed violent and misogynistic content on both Instagram and TikTok.

When we scroll through his Instagram Reels, they include an image making light of domestic violence. It shows two characters side by side, one of whom has bruises, with the caption: “My Love Language”. Another shows a person being run over by a lorry.

Cai says he has noticed that videos with millions of likes can be persuasive to other young men his age.

For example, he says one of his friends became drawn into content from a controversial influencer - and started to adopt misogynistic views.

His friend “took it too far”, Cai says. “He started saying things about women. It’s like you have to give your friend a reality check.”

Cai says he has commented on posts to say that he doesn’t like them, and when he has accidentally liked videos, he has tried to undo it, hoping it will reset the algorithms. But he says he has ended up with more videos taking over his feeds.

Ofcom says social media companies recommend harmful content to children, even if unintentionally

So, how do TikTok’s algorithms actually work?

According to Andrew Kaung, the algorithms' fuel is engagement, regardless of whether the engagement is positive or negative. That could explain in part why Cai’s efforts to manipulate the algorithms weren’t working.

The first step for users is to specify some likes and interests when they sign up. Andrew says some of the content initially served up by the algorithms to, say, a 16-year-old, is based on the preferences they give and the preferences of other users of a similar age in a similar location.

According to TikTok, the algorithms are not informed by a user’s gender. But Andrew says the interests teenagers express when they sign up often have the effect of dividing them up along gender lines.

The former TikTok employee says some 16-year-old boys could be exposed to violent content “right away”, because other teenage users with similar preferences have expressed an interest in this type of content - even if that just means spending more time on a video that grabs their attention for that little bit longer.

The interests indicated by many teenage girls in profiles he examined - “pop singers, songs, make-up” - meant they were not recommended this violent content, he says.

He says the algorithms use “reinforcement learning” - a method where AI systems learn by trial and error - and train themselves to detect behaviour towards different videos.

Andrew Kaung says they are designed to maximise engagement by showing you videos they expect you to spend longer watching, comment on, or like - all to keep you coming back for more.

The algorithm recommending content to TikTok's “For You Page”, he says, does not always differentiate between harmful and non-harmful content.

According to Andrew, one of the problems he identified when he worked at TikTok was that the teams involved in training and coding that algorithm did not always know the exact nature of the videos it was recommending.

“They see the number of viewers, the age, the trend, that sort of very abstract data. They wouldn't necessarily be actually exposed to the content,” the former TikTok analyst tells me.

That was why, in 2022, he and a colleague decided to take a look at what kinds of videos were being recommended to a range of users, including some 16-year-olds.

He says they were concerned about violent and harmful content being served to some teenagers, and proposed to TikTok that it should update its moderation system.

They wanted TikTok to clearly label videos so everyone working there could see why they were harmful - extreme violence, abuse, pornography and so on - and to hire more moderators who specialised in these different areas. Andrew says their suggestions were rejected at that time.

TikTok says it had specialist moderators at the time and, as the platform has grown, it has continued to hire more. It also said it separated out different types of harmful content - into what it calls queues - for moderators.

'Asking a tiger not to eat you'

Andrew Kaung says that from the inside of TikTok and Meta it felt really difficult to make the changes he thought were necessary.

“We are asking a private company whose interest is to promote their products to moderate themselves, which is like asking a tiger not to eat you,” he says.

He also says he thinks children’s and teenagers��� lives would be better if they stopped using their smartphones.

But for Cai, banning phones or social media for teenagers is not the solution. His phone is integral to his life - a really important way of chatting to friends, navigating when he is out and about, and paying for stuff.

Instead, he wants the social media companies to listen more to what teenagers don’t want to see. He wants the firms to make the tools that let users indicate their preferences more effective.

“I feel like social media companies don't respect your opinion, as long as it makes them money,” Cai tells me.

In the UK, a new law will force social media firms to verify children’s ages and stop the sites recommending porn or other harmful content to young people. UK media regulator Ofcom is in charge of enforcing it.

Almudena Lara, Ofcom's online safety policy development director, says that while harmful content that predominantly affects young women - such as videos promoting eating disorders and self-harm - have rightly been in the spotlight, the algorithmic pathways driving hate and violence to mainly teenage boys and young men have received less attention.

“It tends to be a minority of [children] that get exposed to the most harmful content. But we know, however, that once you are exposed to that harmful content, it becomes unavoidable,” says Ms Lara.

Ofcom says it can fine companies and could bring criminal prosecutions if they do not do enough, but the measures will not come in to force until 2025.

TikTok says it uses “innovative technology” and provides “industry-leading” safety and privacy settings for teens, including systems to block content that may not be suitable, and that it does not allow extreme violence or misogyny.

Meta, which owns Instagram and Facebook, says it has more than “50 different tools, resources and features” to give teens “positive and age-appropriate experiences”. According to Meta, it seeks feedback from its own teams and potential policy changes go through robust process.

[pippin-katz]

Alright before anyone asks me:

yes I’m aware Taylor used an AI app/filter thing

no I don’t like that he used it

yes it’s a little problematic that he used it

no he did not violate the strike by using it

yes I have seen the tiktok of those two white bitches demanding queer roles only be played by queer characters

yes they are completely fucking stupid and hypocritical

The SAG strike is fighting against the use of AI to write scripts, create footage, recreate their likeness and voice to steal their identity, and all that fantastic bullshit.

The AI app Taylor used has nothing to do with that.

If the app’s algorithm was trained by photos and artwork that the developers had permission and consent to use, it would be completely fine.

However, 99.9% of them do not have permission. That is also an important AI issue, but it is not the same as what the SAG strike is about. It’s not great that he used it, but he did not do anything wrong regarding the strike.

Also, I’d like to point out that most people are unaware of the theft that goes on behind the scenes. It may seem obvious to people like me, an artist, or people who spend a lot of time on the internet looking at art, but most ordinary people who hop on something like TikTok and use an AI filter are not aware of the thievery that is taking place.

It is not impossible that he isn’t familiar with this issue either, especially given how much he seems to travel, and his attention being on sustainability, specifically in the fashion/clothing industry. He’s busy doing stuff in real life. He’s also a bit of a bookworm, so he’s probably not on the internet nearly as much as people like us.

Is it still bad that he used it? Yes, but it is not something to freak out over. Inform him of the problem and move on.

As for the bitches, I would probably punch the one with braces in the face if I was put in a room with them. They had the gall to complain about Love, Simon being “too happy”, citing how miserable queer people are and how we’re scared to come out of the closet, right after demanding all queer characters be played by queer actors.

Please let this idea DIE. It does far more harm than the good people have in mind.

The idea is that it would get more queer actors hired and more representation overall and whatnot, but if you actually stop to fucking think about it, it is completely stupid.

1. Sexuality is an invisible trait. Anyone can identify as anything simply by saying it.

2. Any queer actor would have to out themselves just to play a queer character on a screen.

3. Actors do not owe the public details about their personal life and identity.

4. Stop assuming everyone is straight until said otherwise. It’s heteronormative and harmful.

One of the best lines in the entirety of Red, White & Royal Blue is this one from Alex’s speech:

“The forced conformity of the closet cannot be answered with forced conformity in coming out of it.”

There are far too many queer people who are failing to understand this. By pressuring people to come out, you are harming them. There are a bunch of different reasons for why they haven’t, with the most important one being that they simply don’t want to. It is their decision, and your opinion is unwanted and irrelevant.

Alright there, I addressed the stuff. Moving on!

[pankukaushal]

𝐅𝐮𝐭𝐮𝐫𝐞 𝐨𝐟 𝐀𝐈-:

𝐖𝐡𝐚𝐭 𝐢𝐬 𝐀𝐫𝐭𝐢𝐟𝐢𝐜𝐢𝐚𝐥 𝐈𝐧𝐭𝐞𝐥𝐥𝐢𝐠𝐞𝐧𝐜𝐞 ?

Artificial intelligence (AI) refers to computer systems capable of performing complex tasks that historically only a human could do, such as reasoning, making decisions, or solving problems.

𝐂𝐮𝐫𝐫𝐞𝐧𝐭 𝐀𝐈 𝐂𝐚𝐩𝐚𝐛𝐢𝐥𝐢𝐭𝐢𝐞𝐬-:

AI today exhibits a wide range of capabilities, including natural language processing (NLP), machine learning (ML), computer vision, and generative AI. These capabilities are used in various applications like virtual assistants, recommendation systems, fraud detection, autonomous vehicles, and image generation. AI is also transforming industries like healthcare, finance, transportation, and creative domains. 

𝐀𝐈 𝐀𝐩𝐩𝐬/𝐓𝐨𝐨𝐥𝐬-:

ChatGpt, Gemini, Duolingo etc are the major tools/apps of using AI.

𝐑𝐢𝐬𝐤𝐬 𝐨𝐟 𝐀𝐈-:

1. Bias and Discrimination: AI algorithms can be trained on biased data, leading to discriminatory outcomes in areas like hiring, lending, and even criminal justice. 

2. Security Vulnerabilities: AI systems can be exploited through cybersecurity attacks, potentially leading to data breaches, system disruptions, or even the misuse of AI in malicious ways. 

3. Privacy Violations: AI systems often rely on vast amounts of personal data, raising concerns about privacy and the potential for misuse of that data. 

4. Job Displacement: Automation driven by AI can lead to job losses in various sectors, potentially causing economic and social disruption. 

5. Misuse and Weaponization: AI can be used for malicious purposes, such as developing autonomous weapons systems, spreading disinformation, or manipulating public opinion. 

6. Loss of Human Control: Advanced AI systems could potentially surpass human intelligence and become uncontrollable, raising concerns about the safety and well-being of humanity. 

𝐅𝐮𝐭𝐮𝐫𝐞 𝐨𝐟 𝐀𝐈:-

Healthcare:AI will revolutionize medical diagnostics, personalize treatment plans, and assist in complex surgical procedures. 

Workplace:AI will automate routine tasks, freeing up human workers for more strategic and creative roles. 

Transportation:Autonomous vehicles and intelligent traffic management systems will enhance mobility and safety. 

Finance:AI will reshape algorithmic trading, fraud detection, and economic forecasting. 

Education:AI will personalize learning experiences and offer intelligent tutoring systems. 

Manufacturing:AI will enable predictive maintenance, process optimization, and quality control. 

Agriculture:AI will support precision farming, crop monitoring, and yield prediction. 

[visionthefox]

Are Sun's stupid? or are they stooped from learing?(EaPs)

ok I had this ramble inside my head after seeying the last EaPs episode with Sun kidnaping Captinal Foxy..be warned, is a mess is Sun really.. dumb? or is that maybe .. just maybe.. he doesnt retain Information as long as the rest? I'll make this into two points so this ramble has some order.. How do they learn? sharing a mind does come with issues? now, we know this universe is way different from the one we know, not only both DCA stared up aware of themselves, But they also seem to be coded way different.. I know most things said in old videos dont always stay canon due to the VAs forgetting it, but I know theres key details they try to keep relevant.. and I feel THIS video comes to play a major role on learning how similar both DCA's duo are.. How do they learn?

Both Moon's seem to learn by watching and Copying, Moon said that himself (along side the knowladhe extractor, but thats cheating) while Moonpea ha been showed to us this. He had grew smarter as both Eclipse and Monty helped him on his game and overall tech issues.. one by speaking outloud and the other by direct touch, Moonpea inteligence comes from the literally two people that often times come to tutor him.. (and dare I say.. Eclipse plays a way major role in teaching as he is the one closer and one Moon trust the most with his KC) And Sunpea? thats the issue here.. unlike Moon, he recives less attention and less teaching's from Eclipse, is mostly Ballora that had mention to try and helped him out but we havent see that yet.. Sun from SaMs had been seen to learn by steps guides and repetition, mostly from his Spell lessions but we can assume he had learned to mature by having to teach Lunar how to behave, then NewMoon and now Dazzle , aside from having to learn all Universe stuffs by being told too many times.. (plus driving, is mostly by repetiton too, at least is here) Sunpea in the other hand seems to spend his time alone, unless Pups or Ballora visit him, he doesnt seem to gain much exposure or outside knowladge besides how to type and open apps.. he's has knowladge tho, but that seems to only come out when is needed ,and that is basic human/child care.. aside from that, he's mentioned to not care about tech talk, so most times he space out while Moon does his nerdy talk.. we Know Moon had tried to teach him, keep him company and be there for him, but Moon himself is young too, and Im sure he doenst get the energy to bring Sun back from LuLu Land every day.. sharing a mind does come with issues? one issue adressed is the lack of teachers for Sunpea,,but say he does get it.. would it stay? we werent told exactly how the memories and space bewtween both AIs work, we knew SaMs had separated memories therefore if one learned something the other didnt ..this made even more clean after separation but the peas? does Moon developing faster has a side effect on Suns maturity? is maybe one taking more space than the other? is maybe the lack of troubles and not fighting a major point? we dont know.. and I feel like maybe this is the reason why Sun seems to stay more childish than Moon..

is because none of them have any need to mature fast, theres no danger to their lives YET, there's no fight for control ,meaning to pushing each other down..and no need to actually change.. Sunpea is happy on his little bubble, he seems to not have any indications or motives to develop,yet we know Moon's trying his best I just think Sunpea just need a space and reason to develop more,, and with the addition to Capitan Foxy and his increase on Obssesion.. I think we may finally see more of Him!

[prismetric-technologies]

Natural Language Processing (NLP) plays a pivotal role in AI app development by enabling machines to understand, interpret, and generate human language. From chatbots to sentiment analysis, NLP algorithms are the backbone of many AI applications, making them more intuitive and user-friendly. NLP's ability to process and analyze vast amounts of textual data has revolutionized the way we interact with technology.

[cocoa-rococo]

miscellaneous things i think could be good (or just funny) in a modern freakazoid reboot

dexter has a small friend group he plays dnd and other games with (because help him, this boy needs some legitimate friends)

more of dexter and freakazoid interacting with each other, being able to see how their internal communication works. bonus if freak can just. pop up on dexter's computer or phone to chat with him

a new villain or plot device based on generative ai, messing with freakazoid's sense of what's true and false (possibly deadpan? the early villain in the s1 finale?)

an episode on just how exactly to do a freakazoid reboot. freak himself is in the studio trying to find the best pitch to turn into a show, and even in the writing room, telling people that no, actually, he'd never say that, have you even SEEN the original show --

a whole episode's running joke of being sponsored by an mmorpg (with 20% off if the viewer uses the code RPGFREAK20XX). freak goes after the game's creators near the episode's end when he gets sick of the interruptions

valerie returns with a bit of a larger role, being steph's friend and possibly becoming the previously cut-from-production witch girl (because we need more women in this show)

short joke of freakazoid stopping a fight to tell someone who's playing a video loudly without headphones to stop it, it is DRIVING him UP the WALL. GEEZ

fanboy makes a return, and introduces his little sister: a freakazoid fan who's a little too into him and her favorite fandom ships. freak wants nothing to do with her, her brother, and her "intense interest with cargo and freighters"

cobra queen has an online shop where she makes snake-themed jewelry and does makeup tutorials. freakazoid is happy to support small businesses. he is not happy when she still uses her massive pet serpents to break into stores to steal things

gutierrez, with the internet taking off, also deals in developing software at apex. the new social media app they make leeches info from others to sell, but its main use is to find, tag, and track freakazoid wherever he goes

one of the villain's plans involve those fridges that come with a touchscreen and built-in wifi. imagine their surprise when freak is able to zap inside. he's on one of the shelves eating food and asking for condiments

an episode where lobe's scheme is based on one of those viral, seemingly silly mobile games everyone plays (flappy bird, candy crush, cookie clicker, etc). even the show's staff are taken with it. the narrator interrupts the program at one point to mention that he will no longer be announcing things because he's too busy playing the game himself

freakazoid learns about vr being a thing, and becomes a cryptid by popping into random games and streams. there's a whole short done like a found footage film or documentary based on people's attempt to find him

freak does a parody of youtuber apology videos for a segment, saying sorry to the viewer. by the end, it's clear he's badly reading off a script, and admits he doesn't even know what he's apologizing for

cave guy's plan for an episode being intimidating various scholars, professors, and newspapers to hide articles and research behind a paywall (which goes directly to him, of course). freak learns about it because dexter needs to write a paper for class, and needs to race against the clock to get his sources unlocked before its due

a short based on dexter trying his hand at streaming games. he ends up temporarily famous for his really well-done "custom freakazoid vtuber model" (it's just freak himself)

a short based on longhorn trying to get into nashville by becoming a music influencer. he does not get far

you-know-who has happily settled into his role as an internet creepypasta. there's an episode where freakazoid needs to follow a string of disappearances, linked with a recent internet "challenge" and posts trailing off after saying candlejack, which is harder than it s --

[patelharshal]

How Technology Is Changing the Driver’s License Process in Canada: 2025 Update

In the ever-evolving world of technology, the process of obtaining a driver's license in Canada is undergoing significant transformation. From online study tools to AI-assisted road tests, advancements in technology are reshaping how new drivers prepare for, take, and even manage their driver’s licenses. Whether you're a new resident, a teenager, or an experienced driver upgrading your license, understanding these technological changes is crucial. This blog explores the key developments in the licensing process and how technology is making it easier, more efficient, and even safer to get your driver’s license in 2025.

1. Online Study Tools and Test Preparation

One of the most notable changes in the licensing process in Canada is the availability of online study resources. In 2025, many provinces have embraced digital tools to help drivers prepare for the written knowledge test. Websites like licenseprep.ca provide online practice tests, detailed study guides, and interactive content that covers everything from road signs to traffic laws.

Gone are the days when you had to rely solely on paper handbooks. With the convenience of online platforms, you can access study materials anytime, anywhere. These resources often feature real-time feedback, allowing you to track your progress and pinpoint areas that need improvement. The digital approach not only makes studying more flexible but also ensures that you are up to date with the latest traffic laws and regulations.

2. Digital Driver’s License (eDL)

In several Canadian provinces, the digital driver’s license (eDL) has become a reality. Ontario and British Columbia have already rolled out this innovative service, where drivers can access their license through a mobile app. The eDL allows users to store a digital version of their license securely on their smartphones.

The eDL is accepted as an official form of ID and can be used for everything from purchasing alcohol to showing your license to law enforcement. In the future, we can expect more provinces to adopt this technology, providing greater convenience and security for Canadian drivers. This shift also reduces the risk of losing your physical card and eliminates the need to carry a bulky wallet.

3. AI-Assisted Road Tests

Artificial Intelligence (AI) is starting to play a role in Canada’s road test evaluations. AI-assisted driving tests are being piloted in some provinces, where in-car sensors and cameras track your performance during the road test. These systems can monitor things like your speed, lane positioning, and the quality of your braking, providing examiners with objective data to supplement their judgment.

While AI is not yet fully replacing human examiners, it’s enhancing the overall assessment process. By using AI, the road test becomes more precise, ensuring that every driver is evaluated fairly based on their skills and abilities. In the long term, AI-assisted evaluations could help reduce human error and improve safety on the road.

4. Virtual Reality (VR) Driving Simulators

In an effort to improve driving education, some driving schools are now incorporating virtual reality (VR) simulators into their training programs. These simulators replicate real-world driving scenarios, allowing students to practice their skills in a controlled environment before getting behind the wheel. They can practice everything from parallel parking to handling adverse weather conditions without the risk.

While VR training isn’t mandatory, it offers valuable benefits, particularly for new drivers who are nervous or lack experience in specific driving situations. It’s a safe and effective way to build confidence and become comfortable with a variety of driving scenarios that might be hard to replicate in a regular driving school setting.

5. Online Knowledge Tests and Faster Licensing

In some provinces, you can now take the written knowledge test online. This is especially beneficial for people who might not have access to a local service center or who prefer the convenience of studying and testing from home. By offering online tests, provinces can reduce wait times and make the licensing process more accessible.

Moreover, some provinces are streamlining the process of upgrading your license. For example, in Ontario, the G1 license can now be upgraded to G2 after only 8 months if you complete an accredited driver education program. This shorter waiting period allows new drivers to gain more experience on the road and work towards their full G license faster.

6. Automated and Digital Driver’s Education

Canada’s driver education programs have also adapted to technology by offering more automated and digital learning options. Many driving schools now provide online courses that allow students to complete theoretical lessons at their own pace. These programs often include interactive quizzes, video tutorials, and real-world simulations to help students learn road safety and driving laws.

The convenience of online driver’s education has made it easier for people with busy schedules to complete their courses. These programs also enable instructors to track students' progress digitally, ensuring that they have mastered the required knowledge before moving on to practical training.

7. The Future of Driver’s Licenses in Canada

Looking ahead, it’s clear that technology will continue to play a significant role in shaping the future of driving in Canada. From autonomous vehicles to smart roads that communicate with cars, the world of driving is rapidly changing. The driver’s license process will likely evolve to accommodate these new technologies, and we may see more digital tools, AI-driven tests, and even the introduction of self-driving car licenses in the future.

Additionally, with climate change being a key focus of Canadian policy, future licenses may also include environmental considerations. For instance, drivers could be required to take courses on eco-friendly driving techniques, or there may be new policies that encourage the adoption of electric vehicles.

Navigating the 2025 Driver’s License Process:

Stay Up-to-Date: Technology is advancing rapidly, so keep an eye on new developments related to licensing procedures in your province.

Leverage Online Resources: Use online study tools like licenseprep.ca to ensure you’re prepared for both written and practical tests.

Consider Driver Education Programs: While online learning is helpful, consider enrolling in a driving school for hands-on experience and confidence-building.

Get Comfortable with Digital Licensing: Learn about the digital driver’s license option in your province for added convenience and security.

Prepare for the Future: Be ready for possible changes in driver’s licensing laws, especially as autonomous vehicles and green technologies become more integrated into Canadian roads.

Learn the Rules with licenseprep.ca Driving laws may differ from what you're used to. Use licenseprep.ca to study road signs, local rules, and prepare for your tests confidently.