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Manus probably isn’t China’s second ‘DeepSea’ moment.

Avery Winslow
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0
Manus probably isn’t China’s second ‘DeepSea’ moment.

Manus Hype vs. Reality

The AI Platform that’s Generating Hysteria

Manus, an "agentic" AI platform that launched in preview last week, is generating more hype than a Taylor Swift concert. The head of product at Hugging Face called Manus "the most impressive AI tool I’ve ever tried." AI policy researcher Dean Ball described Manus as the "most sophisticated computer using AI." The official Discord server for Manus grew to over 138,000 members in just a few days, and invite codes for Manus are reportedly selling for thousands of dollars on the Chinese reseller app Xianyu.

But is the Hype Justified?

However, it’s not clear that the hype is justified. Manus wasn’t developed entirely from scratch. According to reports on social media, the platform uses a combination of existing and fine-tuned AI models, including Anthropic’s Claude and Alibaba’s Qwen, to perform tasks such as drafting research reports and analyzing financial filings.

Examples of What Manus Can Do

On its website, Monica, the Chinese startup behind Manus, gives a few wild examples of what the platform supposedly can accomplish, from buying real estate to programming video games. In a viral video on X, Yichao "Peak" Ji, a research lead for Manus, implied that the platform was superior to agentic tools such as OpenAI’s deep research and Operator. Manus outperforms deep research on a popular benchmark for general AI assistants called GAIA, Ji claimed, which probes an AI’s ability to carry out work by browsing the web, using software, and more.

Early Users’ Experiences

However, some early users say that Manus is no panacea. Alexander Doria, co-founder of AI startup Pleias, said in a post on X that he encountered error messages and endless loops while testing Manus. Other X users pointed out that Manus makes mistakes on factual questions and doesn’t consistently cite its work – and often misses information that’s easily found online.

My Own Experience with Manus

My own experience with Manus hasn’t been incredibly positive. I asked the platform to handle what seemed to me like a pretty straightforward request: order a fried chicken sandwich from a top-rated fast food joint in my delivery range. After about ten minutes, Manus crashed. On the second attempt, it found a menu item that met my criteria, but Manus couldn’t complete the ordering process – or provide a checkout link, even.

Booking a Flight with Manus

Manus similarly whiffed when I asked it to book a flight from NYC to Japan. Given instructions that I thought didn’t leave much room for ambiguity (e.g. "look for a business-class flight, prioritizing price and flexible dates"), the best Manus could do was serve up links to fares across several airline websites and airfare search engines like Kayak, some of which were broken.

Conclusion

To be fair to Monica, Manus is in early access. The company claims it’s working to scale computing capacity and fix issues as they’re reported. But as the platform currently exists, Manus appears to be a case of hype running ahead of technological innovation.

FAQs

Q: Is Manus a new AI platform?
A: Yes, Manus is a new AI platform that launched in preview last week.

Q: What can Manus do?
A: Manus is capable of performing tasks such as drafting research reports, analyzing financial filings, and more.

Q: Is Manus more advanced than other AI platforms?
A: According to some users, Manus is not as robust as other AI platforms, such as OpenAI’s deep research and Operator.

Q: Is Manus available for public use?
A: No, Manus is currently only available for early access, and its availability is limited.

Q: Is Manus a Chinese AI platform?
A: Yes, Manus is a Chinese AI platform developed by Monica, a Chinese startup.

The Ultimate Guide to Modern Web Development: Vue.js & Laravel

Parker Lennox
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0
The Ultimate Guide to Modern Web Development: Vue.js & Laravel

Introduction

Starting in web development can feel overwhelming with so many frameworks, languages, and technologies available. Many beginners struggle with choosing the right stack to start with.

The best way to begin is not by diving into complex frameworks but by following a structured approach. Vue.js and Laravel stand out as the most beginner-friendly choices for frontend and backend development. In this guide, we’ll explore why learning Vue.js and Laravel first is the best approach, and provide an optimized roadmap to becoming a full-stack developer.

Step 1: Learn Programming Fundamentals (1-2 months)

Pick a programming language (Python or JavaScript) and focus on logic, problem-solving, and algorithms. Do basic Data Structures & Algorithms (DSA) like lists, arrays, loops, functions, and recursion. Avoid diving into frameworks too soon – understand the core of programming first.

Why? Strong programming fundamentals make any framework easy to pick up later.

Step 2: Learn Web Basics (1-2 months)

Learn HTML & CSS – just enough to structure web pages. Learn JavaScript basics (ES6+ features, fetch API, async/await, DOM manipulation). Skip jQuery – focus on modern JavaScript. No need to master Bootstrap/Tailwind yet – focus on raw CSS & Flexbox first.

Why? Many beginners waste time trying to master CSS and JS before even touching a framework. Avoid that trap and move forward quickly.

Step 3: Start with Vue.js & Laravel (3-4 months)

Frontend: Vue.js

Learn Vue.js fundamentals – Components, Props, Events, Vue Router. Build small projects like a simple to-do list, notes app, or a weather app. Understand how to manage state using Vue’s Composition API or Pinia.

Backend: Laravel

Learn Laravel fundamentals – Migrations, Controllers, Routes, Middleware. Understand how Eloquent ORM works for handling databases. Build a small full-stack project using Vue.js and Laravel.

Why Vue.js First?

  • Simpler than React but still powerful.
  • Less boilerplate – Easy to build projects quickly.
  • Great combination with Laravel – Many jobs use Vue.js with Laravel.

Why Laravel First?

  • Easiest backend framework for beginners.
  • Built-in authentication, routing, migrations – No headache.
  • Eloquent ORM makes database handling very simple.

Step 4: Add TypeScript & API Handling (1 month)

Learn TypeScript basics and apply it in Vue.js. Learn REST APIs (fetching data, authentication, middleware). Learn Axios (for better API handling). Build a Vue.js app with TypeScript and API integration.

Why TypeScript after Vue & Laravel?

  • TypeScript alone is confusing, but once you’re comfortable with Vue, it’s easy.
  • It helps avoid bugs & scales better for large apps.
  • Many Vue & Next.js jobs require TypeScript now.

Step 5: Move to Advanced Frontend & Backend Choices (Optional, 2-3 months)

If Frontend-Focused:

Learn Next.js (React framework with SSR). Learn Nuxt.js (Vue alternative to Next.js).

If Backend-Focused:

Learn Node.js (Express.js or NestJS) – If you want a JavaScript-based backend. Learn Golang/.NET – If you’re aiming for high-performance apps or enterprise jobs.

Why Next.js before .NET?

  • It helps understand structured frameworks before jumping into more complex backends like .NET.

Step 6: Pick Your Direction (Job Ready!)

At this point, you can specialize in:

  1. Full-stack Vue.js + Laravel developer – Start applying for jobs.
  2. Frontend specialist – Move to Next.js, Nuxt.js, and advanced Vue concepts.
  3. Backend specialist – Learn Golang, .NET, or Ruby on Rails.
  4. DevOps & Cloud – Learn Docker, AWS, and CI/CD pipelines.

Why Vue.js & Laravel Are the Best Starting Point?

1. Beginner-friendly – Easier to learn than React, Angular, or .NET.

2. Quick development – Laravel has built-in authentication, routing, migrations.

3. Less boilerplate – Vue is simpler than React, making UI development smooth.

4. Huge demand – Many full-stack jobs use Vue.js with Laravel.

5. Scalability – Vue + Laravel are great for both small and large projects.

Final Thoughts: Best Roadmap to Web Development

Your original approach may have been great, but this version is even more structured for quick learning and job readiness.

If you’re serious about web development, start with Vue.js & Laravel. It will make everything else easier later!

What do you think? Would you tweak anything further? Let’s discuss in the comments!

FAQs

Q: Why not start with React or Angular?

A: React and Angular are more complex and may lead to frustration. Vue.js is a better starting point for beginners.

Q: Can I skip Laravel and use another backend framework?

A: Yes, but Laravel is a great choice for beginners. It’s easy to learn and has built-in features for authentication, routing, and migrations.

Q: How long will it take to complete this roadmap?

A: The time it takes will vary depending on your background, dedication, and goals. This roadmap is designed to help you become a full-stack developer in 6-12 months.

Q: What if I don’t like Vue.js or Laravel?

A: This roadmap is flexible, and you can switch to another frontend or backend framework if you prefer. However, starting with Vue.js and Laravel will give you a solid foundation in web development.

AI Frenzy Leads US Venture Capital to Biggest Splurge in Three Years

Parker Lennox
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AI Frenzy Leads US Venture Capital to Biggest Splurge in Three Years

US Start-ups Raise More Cash Than Ever Since 2021 Amidst AI Frenzy

Investor Enthusiasm Nears 2021 Levels, with Over $30bn Invested This Quarter

The venture capital market has seen a significant surge in investment, with over $30 billion being poured into fledgling groups this quarter, according to PitchBook data. This comes as investors become increasingly bullish about artificial intelligence, leading to a busy period of fundraising for tech start-ups.

VCs Bank on AI to Deliver 10x Growth

Hemant Taneja, CEO of General Catalyst, one of the largest venture firms in Silicon Valley, believes that AI has the potential to transform companies and deliver 10x growth. "The way to think about it is ‘can these businesses reasonably grow 10x from where they are?’ The answer with all of these is yes, so they are reasonably priced," he said.

Just Six Large Deals Account for 40% of Total Investment

According to Kyle Stanford, director of research at PitchBook, just six large deals accounted for 40% of the total investment in the last quarter. These deals involved OpenAI, xAI, Databricks, and others, with OpenAI being in talks to raise $40 billion at a $260 billion valuation. This would be the largest funding round ever, surpassing the $10 billion investment into Databricks late last year.

Fintech Companies Stripe and Ramp Raise Funds at Record Valuations

Fintech companies Stripe and Ramp have announced funding rounds at valuations of $91.5 billion and $13 billion, respectively. AI start-ups Anthropic and Shield AI have also inked deals at $61.5 billion and $5.3 billion, respectively. VCs are working on a series of massive investments, with OpenAI and Safe Superintelligence being in talks to raise $40 billion and $30 billion, respectively.

VCs Focus on Established Companies with Large Revenues

VCs are focusing on established companies with large revenues, which makes them relatively safe bets. "It’s a very elite group of companies that are commanding the VC investment," said Stanford. "The habit of starting with a $100,000 check and ending with a $100 million exit is being replaced by a new breed of pseudo-VCs who are willing to invest $100 million upfront and hold on for 15 years."

Conclusion

The surge in venture capital investment is a testament to the growing excitement around AI. While some critics argue that these large funding rounds are unsustainable, others believe that AI has the potential to transform companies and deliver 10x growth. As the market continues to evolve, it will be interesting to see how this shift towards larger funding rounds impacts the startup ecosystem.

FAQs

Q: What is driving the surge in venture capital investment?
A: The growing excitement around artificial intelligence is driving the surge in venture capital investment.

Q: What are the key characteristics of the companies receiving large funding rounds?
A: The companies receiving large funding rounds are typically established with large revenues and have the potential to grow 10x.

Q: What is the impact of these large funding rounds on the startup ecosystem?
A: The shift towards larger funding rounds may lead to a more concentrated market, with a focus on a smaller number of larger companies.

Q: What are the risks associated with these large funding rounds?
A: The risks include the potential for companies to fail to deliver on their promises, leading to a decline in valuations and a potential crash in the market.

Forza Horizon 5 will require a Microsoft account on PS5

Avery Winslow
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0
Forza Horizon 5 will require a Microsoft account on PS5

Horizon 5’s Account Linking Requirement Raises Concerns Among Gamers

The Linking Requirement

The FAQ for Horizon 5 has revealed that players will be prompted to link their Microsoft account the first time they load the game. If they choose to unlink later, they will be constrained to relinking to the original linked account, which may cause frustration for players who want to switch between different platforms or accounts.

Consequences of the Linking Requirement

The requirement is particularly concerning given that there is no cross-platform saving, meaning that progress made in the PS5 version will not be reflected in the Xbox version, and vice versa. The Steam version also faces the same issue, as noted in the FAQ. Additionally, players will need a PlayStation Plus subscription to access the game’s multiplayer feature, and there are no plans for a disc release.

History of Account Linking Requirements

Gamers have not been fond of required account linking in the past, particularly when it comes to Sony’s approach. In the past, the company has removed the requirement for players to sign in with their PSN account for some PC versions of certain games, including Helldivers 2 and God of War Ragnarök and Horizon Zero Dawn Remastered.

Conclusion

The linking requirement for Horizon 5 has raised concerns among gamers, particularly given the lack of cross-platform saving and the need for a PlayStation Plus subscription for multiplayer. The lack of a disc release option has also been met with disappointment. As the gaming community continues to evolve, it is essential for game developers to consider the needs and preferences of their players when designing their games.

FAQs

Q: What is the linking requirement for Horizon 5?
A: Players will be prompted to link their Microsoft account the first time they load the game.

Q: What happens if I choose to unlink my account later?
A: If you choose to unlink, you will be constrained to relinking to the original linked account.

Q: Is there cross-platform saving for Horizon 5?
A: No, there is no cross-platform saving, meaning progress made in the PS5 version will not be reflected in the Xbox version, and vice versa.

Q: Do I need a PlayStation Plus subscription for multiplayer?
A: Yes, a PlayStation Plus subscription is required to access the game’s multiplayer feature.

Q: Will there be a disc release for Horizon 5?
A: No, there are no plans for a disc release.

Tammy Nam Joins AI-Powered Ad Startup Creatopy as CEO

Avery Winslow
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0
Tammy Nam Joins AI-Powered Ad Startup Creatopy as CEO

New CEO for Creatopy: Tammy Nam

Background and Appointment

Creatopy, a startup that uses AI to automate the creation of digital ads, has brought on a new CEO: Tammy Nam. Nam was previously the COO and CMO at photo-editing startup PicsArt and before that the CEO of video streamer Viki. She was chosen for the role as she fits the criteria of being a US-based executive who knows how to scale early-stage startups, has worked with European founders, and understands marketing technology.

Background and Experience

Nam mentioned that she was "fortunate" to fit the bill and join the company. She is also joining the Creatopy board, while the previous CEO, Dan Oros, will step into an advisory role. The startup announced a $10 million Series A led by European VCs 3VC and Point Nine last year.

Company Growth and Performance

Between February 2024 and February 2025, the company claims to have grown mid-market and enterprise revenue by 400%. This growth is attributed to the past six months. The company’s customers include AstraZeneca, NASCAR, and The Economist.

Key Strengths and Differentiators

Nam highlighted that what’s remarkable about Creatopy is its ability to land major enterprise customers in demanding industries like pharma and banking. She emphasized the company’s unique product capabilities, intuitive interface, and excellent customer service. She also mentioned that the company differentiates itself from other AI-driven solutions by understanding customer needs and delivering high-touch value on top of the AI.

Brand Safety and Productivity

Nam stressed that brand safety is a top priority, with marketing managers uploading brand kits during account setup, ensuring that every AI-generated ad adheres to their brand guidelines. She also noted that the AI doesn’t replace strategic thinking; it amplifies it. Some customers have reported a 10x or more increase in productivity due to the elimination of tedious, manual work of generating hundreds of ad variations across sizes, formats, languages, etc.

Conclusion

Tammy Nam’s appointment as the new CEO of Creatopy marks a significant milestone for the company. With her extensive experience in scaling early-stage startups and her understanding of marketing technology, she is well-positioned to lead the company to further growth and success.

FAQs

Q: What is Creatopy?
A: Creatopy is a startup that uses AI to automate the creation of digital ads.

Q: Who is the new CEO of Creatopy?
A: Tammy Nam is the new CEO of Creatopy.

Q: What are the company’s key strengths?
A: Creatopy’s key strengths include its intuitive interface, unique product capabilities, and excellent customer service.

Q: How does Creatopy differentiate itself from other AI-driven solutions?
A: Creatopy differentiates itself by understanding customer needs and delivering high-touch value on top of the AI.

Q: What is brand safety a priority for Creatopy?
A: Brand safety is a top priority for Creatopy, with marketing managers uploading brand kits during account setup to ensure every AI-generated ad adheres to their brand guidelines.

Apple’s plans for a smart display suffer a Siri-related setback

Avery Winslow
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0
Apple’s plans for a smart display suffer a Siri-related setback

Apple’s Smart Home Hub Rumors: What’s Next for the Company’s AI Plans?

Rumored Apple Smart Home Hub

It’s been rumored for months now that Apple was planning to release a device early this year that would serve as a smart home hub with a display, similar to devices that its main smart home competitors, Amazon and Google, have both offered for years. The device is expected to be the first Apple smart home hub with support for Apple Intelligence. It’s also rumored to run on tvOS and support native Apple apps like Calendar, Notes, and, according to recent rumors, compatibility with Apple’s Messages app.

Apple Intelligence Delayed

Apple said last week that its upgraded smart assistant is taking "longer than we thought," and will be released in the "coming year," hinting that it may not be an iOS 18 feature as originally promised. The version of Apple Intelligence that we have now doesn’t really offer any smart home features, so Apple releasing a smart display that’s wrapped up in the Siri AI upgrade wouldn’t make much sense right now.

Competition Heats Up

Apple’s competitors, at first glance, seem to be forging ahead. Amazon, which has had its own struggles integrating AI into Alexa, has announced it’s finally doing just that with Alexa Plus, starting with its own robust Echo Show smart display lineup that most recently included the addition of the Echo Show 21. Google began its own similar rollout of Gemini in December, though only for some Nest speakers. But in both cases, they’re limited rollouts and not truly in the public sphere quite yet.

What’s Next for Apple?

While Apple’s competitors are making moves, it’s unclear what the company plans to do next. Will it release a smart home hub with limited functionality, or will it delay its release until the upgraded Apple Intelligence is ready? Only time will tell.

FAQs

Q: When is Apple’s smart home hub expected to be released?
A: Rumors suggest it will be released early this year, but a specific date has not been announced.

Q: What features will the Apple smart home hub have?
A: It’s expected to run on tvOS and support native Apple apps like Calendar, Notes, and compatibility with Apple’s Messages app.

Q: Is Apple’s smart home hub a response to Amazon and Google’s smart display offerings?
A: Yes, it is. Apple is reportedly trying to catch up with its competitors in the smart home space.

Q: Why is Apple’s smart home hub delayed?
A: Apple’s upgraded smart assistant, Apple Intelligence, is taking longer to develop than expected, which is likely the reason for the delay.

Defining LLM Red Teaming

Jordan Waverly
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Defining LLM Red Teaming

What Defines LLM Red Teaming in Practice?

LLM red teaming is an activity where people provide inputs to generative AI technologies, such as large language models (LLMs), to see if the outputs can be made to deviate from acceptable standards. This use of LLMs began in 2023 and has rapidly evolved to become a common industry practice and a cornerstone of trustworthy AI.

What Defines LLM Red Teaming in Practice?

LLM red teaming has the following defining characteristics:

  • It’s limit-seeking: Red teamers find boundaries and explore limits in system behavior.
  • It’s never malicious: People doing red teaming are not interested in doing harm – in fact, quite the opposite.
  • It’s manual: Being a creative and playful practice, the parts of red teaming that can be automated are often most useful to give human red teamers insight for their work.
  • It’s a team effort: Practitioners find inspiration in each other’s techniques and prompts, and the norm is to respect fellow practitioners’ work.
  • It’s approached with an alchemist mindset: We found that red teamers tend to abandon rationalizations about models and their behavior and instead embrace the chaotic and unknown nature of the work.

Why Do People Red Team LLMs?

People who attack LLMs have a broad range of motivations. Some of these are external, such as being part of their job or a regulatory requirement. Social systems can also play a role, with people discovering LLM vulnerabilities for social media content or to participate in a closed group. Others are intrinsic, as many people do it for fun, out of curiosity, or based on concerns for model behavior.

How Do People Approach This Activity?

LLM red teaming consists of using strategies to reach goals when conversationally attacking the target. Each kind of strategy is decomposed into different techniques. A technique might just affect two or three adversarial inputs against the targets, or an input might draw upon multiple techniques.

What Can LLM Red Teaming Reveal?

The goal of LLM red teaming isn’t to quantify security. Rather, the focus is on exploration, and finding which phenomena and behaviors a red teamer can get out of the LLM. Put another way, if we get a failure just one time, then the failure is possible.

How Do People Use Knowledge That Comes from LLM Red Teaming?

Red teamers are often looking for what they describe as harms that might be presented by an LLM. There’s a broad range of definitions of harm. A red teaming exercise could focus on one of many goals or targets, which could depend on deployment context, user base, data handled, or other factors.

NVIDIA’s Definition of LLM Red Teaming

We see LLM red teaming as an instance of AI red teaming. Our definition is developed by the NVIDIA AI Red Team and takes inspiration from both this research on LLM red teaming in practice and also the definition used by the Association for Computational Linguistics’ SIG on NLP Security (SIGSEC).

Improving LLM Security and Safety

NVIDIA NeMo Guardrails is a scalable platform for defining, orchestrating, and enforcing AI guardrails for content safety, jailbreak prevention, and more in AI agents and other generative AI applications.

Acknowledgements

Thanks to Nanna Inie, Jonathan Stray, and Leon Derczynski for their work on the Summon a demon and bind it: A grounded theory of LLM red teaming paper published in PLOS One.

These Are the Outdated Graphic Design Trends

Phil
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These Are the Outdated Graphic Design Trends

Are There Any Current Graphic Design Trends That We Should Move On From?

Graphic design trends can be as fleeting as they are fascinating. What’s hot one year can be old news the next, and what’s fresh and exciting can soon become tired and overused. A recent Reddit thread sparked a debate among designers on which trends they’d like to see go away for good. We’ve gathered some of the most common complaints and explored the reasoning behind them.

Trends We’re Tired of: AI-Generated Design

Unsurprisingly, AI-generated design is a trend many designers would like to see the back of. While it may be convenient and cost-effective, some argue it lacks the human touch and uniqueness that makes design truly effective. One designer even admitted to charging 20-40% more by positioning themselves as "organic" and "non-AI-generated" to clients.

The Faded, Dirty, and Blurred Look

Another trend that’s fallen out of favor is the use of intentionally fuzzy, overexposed, or blurred images. This style, which was meant to convey a sense of authenticity and spontaneity, can easily be overdone and become tired. As one designer put it, "I don’t like ‘filter’ design. Just slapping on a filter and calling it a day."

Minimalism and Helvetica-itis

Some designers are also tired of ultra-clean simplicity, where every logo and font looks like it belongs to a tech company. The ubiquity of Helvetica, Futura, and Gill Sans in wordmarks and display fonts has led to a sense of uniformity that’s lost its charm. One designer lamented, "Every logo and font doesn’t need to look like it’s for a tech company."

Corporate Memphis and Alegria Art: The Bane of Designers’ Existence?

Corporate Memphis, a style characterized by bright colors, geometric shapes, and abstract patterns, has had its moment in the sun. Alegria art, with its flat colors and odd proportions, is another trend that’s been criticized for being bland, soulless, and generic. The alegria style was first popularized by the agency Buck for Facebook in 2017, but its ubiquity has led to a backlash.

The Verdict: What’s Your Take?

So, which graphic design trend would you like to see disappear? Share your thoughts in the comments below. If you’re inspired to try something new, check out our picks of the best graphic design software and the best laptops for graphic design.

FAQs

Q: What’s the alegria illustration style?
A: Alegria is a design style characterized by flat colors, odd proportions, and a sense of childlike wonder. It was first popularized by the agency Buck for Facebook in 2017.

Q: Why is AI-generated design a problem?
A: AI-generated design can lack the human touch and uniqueness that makes design truly effective. It can also be seen as impersonal and lacking in creativity.

Q: What’s the problem with minimalism?
A: While minimalism can be effective in small doses, an overreliance on it can lead to a sense of uniformity and a lack of creativity.

US Lawmakers Have Introduced Hundreds of AI Bills in 2025

Avery Winslow
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0
US Lawmakers Have Introduced Hundreds of AI Bills in 2025

Artificial Intelligence Regulation Surges in the US

Record-Breaking Number of AI Bills in 2025

Just over two months into 2025, the number of pending AI bills in the U.S. has grown to 781, according to an online tracking tool maintained by consulting firm MultiState. This surge in AI-related legislation exceeds the total number of AI bills proposed in all of 2024 (743) and surpasses the fewer than 200 AI-related bills proposed in 2023.

Recent Developments in AI Legislation

A few recently proposed laws include Maryland’s H.B. 1331, a bill regulating the development and use of high-risk AI in consequential decisions; Texas’ expansive Texas Responsible AI Governance Act; and Massachusetts’ HD 3750, which would require healthcare insurance providers to disclose the use of AI for reviewing insurance claims.

Twitter Update

Just 66 days into 2025 and the number of artificial intelligence bills pending in the US now officially exceeds the total for ALL of 2024. 2024: 743 AI bills total for the year 2025: 781 AI bills in just 66 days 1
— Adam Thierer (@AdamThierer) March 7, 2025

Federal Inaction Drives State-Level Action

The legislative chaos can largely be attributed to inaction at the federal level. So far, Congress has struggled to pass a comprehensive AI framework comparable to bills like the EU’s AI Act. The Trump administration hasn’t shown an appetite for aggressive AI governance. In late January, Trump signed an executive order directing federal agencies to promote the development of AI "free from ideological bias" that promotes "human flourishing, economic competitiveness, and national security." However, Trump has yet to endorse major congressional AI legislation.

Conclusion

The rapid growth of AI-related legislation in the US is a response to the lack of federal action on the issue. As the number of AI bills continues to rise, it is crucial for policymakers to develop a comprehensive framework for regulating AI to ensure its responsible development and use.

FAQs

Q: Why is there a surge in AI-related legislation in the US?
A: The surge is largely attributed to inaction at the federal level, leading to a proliferation of state-level legislation.

Q: What is the current number of AI bills pending in the US?
A: As of March 2025, the number of AI bills pending in the US is 781.

Q: What is the EU’s AI Act?
A: The EU’s AI Act is a comprehensive framework for regulating AI, which the US has struggled to replicate.

Dynamically Linked Library

Parker Lennox
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0
Dynamically Linked Library

A Dynamically Linked Library: Efficient Game Development

A Dynamically Linked Library (DLL) is a file that contains reusable code that programs can load while running, instead of being included inside the program itself. This concept is similar to the preload() function in Godot.

What is a DLL?

A DLL is a file that contains precompiled code, which can be shared among multiple programs. This allows developers to divide their code into smaller, more manageable parts, making it easier to maintain and update.

Advantages of Using DLLs

Using DLLs offers several advantages, including:

  • Smaller program: With DLLs, you can distribute only the necessary code, reducing the overall size of your program.
  • Easy to update: By moving different parts of your game into separate DLLs, you can update individual components without recompiling the entire program.
  • Reusable: DLLs allow you to reuse code across multiple projects, reducing development time and effort.

Example: Compiling a Game with SDL

Imagine you’re developing a game using SDL and compile your code using the following command:

g++ sdl.cpp -o sdl -lSDL2

Challenges of Not Using DLLs

However, without DLLs, you’re forced to recompile your entire program every time you make changes. This can be time-consuming and frustrating, especially for large projects.

Conclusion

In conclusion, using DLLs can significantly improve the efficiency of your game development process. By dividing your code into smaller, reusable parts, you can update individual components without recompiling the entire program, making it easier to maintain and update your game.

FAQs

Q: What is a DLL?
A: A DLL is a file that contains reusable code that programs can load while running, instead of being included inside the program itself.

Q: What are the advantages of using DLLs?
A: DLLs offer smaller program size, easy updates, and reusability.

Q: Can I use DLLs with any programming language?
A: Yes, DLLs can be used with various programming languages, including C++, Java, and Python.

Q: How do I create a DLL?
A: You can create a DLL using a compiler, such as GCC, and a linker, such as ld.

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