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Company Network Breached in 48 Minutes

Emerson Blake
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Company Network Breached in 48 Minutes

The Speed of Infiltration: How Hackers are Outpacing Defenders in Cyber Attacks

In December, roughly a dozen employees inside a manufacturing company received a tsunami of phishing messages that was so big they were unable to perform their day-to-day functions. A little over an hour later, the people behind the email flood had burrowed into the nether reaches of the company’s network. This is a story about how such intrusions are occurring faster than ever before and the tactics that make this speed possible.

The Speed and Precision of the Attack

The speed and precision of the attack—laid out in posts published Thursday and last month—are crucial elements for success. As awareness of ransomware attacks increases, security companies and their customers have grown savvier at detecting breach attempts and stopping them before they gain entry to sensitive data. To succeed, attackers have to move ever faster.

Breakneck Breakout

ReliaQuest, the security firm that responded to this intrusion, said it tracked a 22 percent reduction in the “breakout time” threat actors took in 2024 compared with a year earlier. In the attack at hand, the breakout time—meaning the time span from the moment of initial access to lateral movement inside the network—was just 48 minutes.

**The Importance of Breakout Time**

"For defenders, breakout time is the most critical window in an attack,” ReliaQuest researcher Irene Fuentes McDonnell wrote. “Successful threat containment at this stage prevents severe consequences, such as data exfiltration, ransomware deployment, data loss, reputational damage, and financial loss. So, if attackers are moving faster, defenders must match their pace to stand a chance of stopping them.”

A Decoy Attack

The spam barrage, it turned out, was simply a decoy. It created the opportunity for the threat actors—most likely part of a ransomware group known as Black Basta—to contact the affected employees through the Microsoft Teams collaboration platform, pose as IT help desk workers, and offer assistance in warding off the ongoing onslaught.

Conclusion

The speed and precision of the attack are a cause for concern, as it highlights the need for defenders to keep pace with the evolving tactics of threat actors. The reliance on decoy attacks and the ability to move quickly through a network are key elements in the success of these attacks. As the threat landscape continues to evolve, it is crucial that security companies and their customers prioritize the need for speed and precision in their defense.

Frequently Asked Questions

Q: What is breakout time in the context of a cyber attack?
A: Breakout time refers to the time span from the moment of initial access to lateral movement inside a network.

Q: What is the average breakout time in 2024 compared to a year earlier?
A: There was a 22 percent reduction in breakout time in 2024 compared to a year earlier.

Q: What is the name of the ransomware group suspected to be behind the attack?
A: The ransomware group suspected to be behind the attack is known as Black Basta.

Q: What was the purpose of the spam barrage in the attack?
A: The spam barrage was a decoy, creating an opportunity for the threat actors to contact the affected employees and pose as IT help desk workers.

Anycubic’s Fantastic Week Sale

Phil
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0
Anycubic’s Fantastic Week Sale

Anycubic Limited-Time Sale: Get the Best 3D Printers at a Steal!

Top Deals of the Week

Anycubic is hosting another limited-time sale, and we’re excited to share the top deals with you! This week, you can snag some of the best 3D printers on the market at unbeatable prices. From the latest Anycubic Kobra S1 Combo to the popular Kobra 3 Max, there’s something for every 3D printing enthusiast.

Anycubic Kobra S1 Combo: A Must-Have 3D Printer

I’m currently reviewing the Anycubic Kobra S1 Combo, and I highly recommend grabbing this deal while it’s hot. This 3D printer is sold out on Amazon, but you can still get it during this limited-time sale.

Anycubic Kobra 3 Max (with ACE Pro) – A Steal at $669!

The Anycubic Kobra 3 Max (with ACE Pro) is another top deal you shouldn’t miss. Normally priced at $999, you can get it for just $699 for a limited time. Use the code DIYNEW30 to save an extra $30, bringing the price down to a whopping $669!

Additional Deals and Discounts

Deals Widget

Use our clever deals widget to find the best prices on Anycubic printers in your region and worldwide. The widget updates 24/7, ensuring you get the latest deals.

Want to Learn More?

If these deals still seem out of budget, take a look at our guide to how much a 3D printer costs to help you better understand what to expect to spend on this creative outlet.

Frequently Asked Questions

Q: How long is this limited-time sale?
A: The sale is only valid for a limited time, so don’t wait too long to grab your desired 3D printer!

Q: Can I use multiple promo codes?
A: No, only one promo code can be applied per purchase.

Q: Are there any other deals available?
A: Yes, our deals widget includes the latest and greatest offers from Anycubic and other top 3D printer brands.

Reducing Hallucinations in LLM Agents with a Verified Semantic Cache using Amazon Bedrock Knowledge Bases

Jordan Waverly
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0
Reducing Hallucinations in LLM Agents with a Verified Semantic Cache using Amazon Bedrock Knowledge Bases

Reducing Hallucinations in Large Language Models

Large language models (LLMs) excel at generating human-like text but face a critical challenge: hallucination—producing responses that sound convincing but are factually incorrect. While these models are trained on vast amounts of generic data, they often lack the organization-specific context and up-to-date information needed for accurate responses in business settings.

Solution Overview

Our solution implements a verified semantic cache using the Amazon Bedrock Knowledge Bases Retrieve API to reduce hallucinations in LLM responses while simultaneously improving latency and reducing costs. This read-only semantic cache acts as an intelligent intermediary layer between the user and Amazon Bedrock Agents, storing curated and verified question-answer pairs.

Solution Architecture

The solution architecture in the preceding figure consists of the following components and workflow. Let’s assume that the question “What date will AWS re:invent 2024 occur?” is within the verified semantic cache. The corresponding answer is also input as “AWS re:Invent 2024 takes place on December 2–6, 2024.” Let’s walkthrough an example of how this solution would handle a user’s question.

Step-by-Step Guide

1. Query processing:
a. User submits a question “When is re:Invent happening this year?”, which is received by the Invoke Agent function.
b. The function checks the semantic cache (Amazon Bedrock Knowledge Bases) using the Retrieve API.
c. Amazon Bedrock Knowledge Bases performs a semantic search and finds a similar question with an 85% similarity score.
2. Response paths:
a. Strong match (similarity score greater than 80%):
i. Invoke Agent function returns exactly the verified answer “AWS re:Invent 2024 takes place on December 2–6, 2024” directly from the Amazon Bedrock knowledge base, providing a deterministic response.
ii. No LLM invocation needed, response in less than 1 second.
b. Partial match (similarity score 60–80%):
i. Invoke Agent function returns the verified answer directly from the Amazon Bedrock knowledge base, providing a near-instant response.
c. No match (similarity score less than 60%):
i. Fall back to standard LLM agent processing, making sure user questions receive appropriate responses.

Benefits

* Reduced costs: By minimizing unnecessary LLM invocations for frequently answered questions, the solution significantly reduces operational costs at scale.
* Improved accuracy: Curated and verified answers minimize the possibility of hallucinations for known user queries, while few-shot prompting enhances accuracy for similar questions.
* Lower latency: Direct retrieval of cached answers provides near-instant responses for known queries, improving the overall user experience.

Production Readiness Considerations

Before deploying this solution in production, address these key considerations:

* Similarity threshold optimization: Experiment with different thresholds to balance cache hit rates and accuracy. This directly impacts the solution’s effectiveness in preventing hallucinations while maintaining relevance.
* Feedback loop implementation: Create a mechanism to continuously update the verified cache with new, accurate responses. This helps prevent cache staleness and maintains the solution’s integrity as a source of truth for the LLM.
* Cache management and update strategy: Regularly refresh the semantic cache with current, frequently asked questions to maintain relevance and improve hit rates. Implement a systematic process for reviewing, validating, and incorporating new entries to help ensure cache quality and alignment with evolving user needs.
* Ongoing tuning: Adjust similarity thresholds as your dataset evolves. Treat the semantic cache as a dynamic component, requiring continuous optimization for your specific use case.

Conclusion

This verified semantic cache approach offers a powerful solution to reduce hallucinations in LLM responses while improving latency and reducing costs. By using Amazon Bedrock Knowledge Bases, you can implement a solution that can efficiently serve curated and verified answers, guide LLM responses with few-shot examples, and gracefully fall back to full LLM processing when needed.

About the Authors

Dheer Toprani, Chaithanya Maisagoni, Rajesh Nedunuri, and Karam Muppidi are the authors of this article.

FAQs

Q: What is the main challenge LLMs face?
A: Hallucination, producing responses that sound convincing but are factually incorrect.

Q: What is the solution to reduce hallucinations in LLMs?
A: A verified semantic cache using Amazon Bedrock Knowledge Bases.

Q: What are the benefits of using this solution?
A: Reduced costs, improved accuracy, and lower latency.

The Obama Foundation reinvents legendary font in future-forward rebrand

Phil
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0
The Obama Foundation reinvents legendary font in future-forward rebrand

The Obama Foundation Unveils Fresh Visual Identity

A Celebration of Heritage and Empowerment

The Obama Foundation has unveiled a new visual identity that celebrates its heritage and empowers future generations through immersive design and captivating storytelling. With community at its heart, the organisation’s style revamp ushers in a new era bursting with vibrancy, contemporary flair, and an unwavering spirit of hope.

A Blend of History and Modern Momentum

As with the best rebrands of all time, The Obama Foundation’s new visual identity is a curated blend of history and modern momentum, capturing the brand’s essence while evolving towards the future. With a refreshed colour palette, heritage-inspired typography, and dynamic graphics, the new look is a fluid take on modern design with a sophisticated timeless appeal.

Bespoke Gotham Fonts

Working with Manual Creative, Work & Co, and Myself & Others, The Obama Foundation’s visual identity centres around the theme of honouring the past. Digging into the brand’s heritage, three bespoke versions of Gotham Condensed Bold were created for the project – Gotham Stencil, Gotham Inline, and Gotham Slab. Referencing the font’s association with the ‘Hope’ posters of the 2008 Obama campaign, the new typefaces have evolved into a symbol of hope – a medium to represent diverse voices and perspectives, all with a unique contemporary appeal.

Dynamic Visuals

The playful new typefaces are paired with bold visuals, including dynamic motion graphics inspired by the concepts "advance, uncover, grow, unite, and ambient harmony." With geometric patterns and ripple effects, the visual assets bring a sense of momentum to the visual identity, representing action and meaningful change. The contemporary array of illustrative styles celebrates diversity, using visual storytelling to cover the themes of "empowerment, community, education, and progress."

Conclusion

The Obama Foundation’s new visual identity expertly balances heritage-led design with contemporary progression, proving that modern branding evolutions can be both playful and meaningful. This fresh look is a testament to the power of design in inspiring future generations, and we can’t wait to see how it will be used to make a positive impact on the world.

FAQs

Q: What is the inspiration behind The Obama Foundation’s new visual identity?
A: The new visual identity is inspired by the theme of honouring the past, with a focus on heritage and empowerment.

Q: What fonts were created for the project?
A: Three bespoke versions of Gotham Condensed Bold were created for the project – Gotham Stencil, Gotham Inline, and Gotham Slab.

Q: What are the key concepts behind the visual identity?
A: The key concepts include "advance, uncover, grow, unite, and ambient harmony," which are represented through dynamic motion graphics and geometric patterns.

Q: What are the themes covered by the visual identity?
A: The themes covered by the visual identity include "empowerment, community, education, and progress."

Xi’s Sudden Embrace of Business for Real?

Avery Winslow
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Xi’s Sudden Embrace of Business for Real?

China’s Economic Woes: A Turning Point?

Xi Jinping’s Shift in Tone Towards the Private Sector

When Xi Jinping, China’s leader, made his entrance at a symposium with a group of top entrepreneurs this week, he seemed to be in good spirits. China has had a few good weeks. The artificial intelligence models by the start-up DeepSeek sent U.S. stocks tumbling and Western commentators screaming, "Sputnik moment." Then an animated film based on Chinese mythology raked in nearly $2 billion. Mr. Xi signaled that he stood behind the private sector at the meeting on Monday, pushing the Hong Kong stock market to its highest point in three years.

A Respite from Malaise

For China, it all provided a respite from two years of malaise — chronic economic problems and challenging geopolitics. What remained unclear is how much of a lasting boost China’s economy could get from the ingenuity of one start-up, or how much confidence the business community could derive from the sudden friendliness of a leader who has a reputation for distrusting and disliking the private sector. Interpretations of the meeting varied widely.

Private Sector’s Concerns

The private sector has good reasons to worry that Beijing could meddle more in businesses in the name of supporting them, suffocating innovation and competition. "The meeting felt like a teacher lecturing students," a venture capitalist who invested in some of China’s most successful tech start-ups told me. "The market reaction surprised me — it was overly optimistic."

Xi’s Economic Thinking

Mr. Xi has high hopes for private enterprises and entrepreneurs. During the symposium, he told them that they should "firmly position themselves as builders of socialism with Chinese characteristics and promoters of Chinese modernization." Mr. Xi urged them to pursue high-quality development and enhance independent innovation. However, his economic thinking can be summed up as: bigger role for the state, and smaller role for the market. Under his rule, China pulled back from pro-business policies that transformed it into the world’s No. 2 economy. It smothered its most successful tech companies, sending accomplished entrepreneurs to early retirement or self-imposed exile.

A Mixed Bag of Reactions

The private sector contributes over 50% of China’s fiscal revenue, more than 60% of its economic output, more than 80% of urban employment, and over 90% of the total number of enterprises, according to the state broadcaster. A businessperson who employs thousands of people in China told me that it was in the party’s interest to treat entrepreneurs better. "If the private sector collapses, China’s economy will be gone," he said.

Conclusion

While the meeting may have provided a respite from China’s economic woes, many questions remain. Will Mr. Xi’s newfound warmth towards the private sector lead to meaningful reforms, or is it just a PR stunt? Can the private sector really drive growth and innovation, or will it be suffocated by the state? Only time will tell.

FAQs

Q: What is the significance of the meeting between Xi Jinping and top entrepreneurs?
A: The meeting marks a shift in Xi’s tone towards the private sector, signaling a potential change in his economic policies.

Q: What are the concerns of the private sector?
A: The private sector is concerned that Beijing could meddle more in businesses, suffocating innovation and competition.

Q: What are the potential implications of DeepSeek’s success?
A: DeepSeek’s success could lead to a boost in economic growth, but it could also divert resources from other AI start-ups and stifle innovation.

Q: What is Xi’s economic thinking?
A: Mr. Xi’s economic thinking is centered around a bigger role for the state and a smaller role for the market.

Q: What is the significance of the private sector’s contribution to China’s economy?
A: The private sector contributes over 50% of China’s fiscal revenue, more than 60% of its economic output, more than 80% of urban employment, and over 90% of the total number of enterprises.

Susan Kare’s Playful Esc Keys Collection

Phil
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0
Susan Kare’s Playful Esc Keys Collection

Legendary Designer Susan Kare Unveils New Enamel Key Collection

Introduction

Susan Kare, the renowned designer behind Apple’s original Macintosh icons, has launched a new collection of 32 handcrafted icons in collaboration with Asprey Studio. The Esc Keys collection features playful pixel art icons, including love hearts, 8-bit aliens, and more, available as enamelled silver or gold vermeil computer keys or wearable art.

The Collection

The Esc Keys collection is a nostalgic tribute to the early days of computing, with Susan Kare’s unique touch infusing each piece with a sense of playfulness and whimsy. The designs are available in two forms: enamel computer keys and wearable art. Each piece is paired with a digital artwork inscribed on the blockchain to ensure ownership and provenance.

Designs with Personal Significance

The collection includes designs that hold personal significance to Susan Kare. The "panic!" key, for example, references the playful button on her original keyboard, serving as a lighthearted reminder to escape the pressures of modern society. The ‘Esc’ key is reimagined as a symbol of escapism, reflecting the broader theme of the collection.

The Esc Keys Collection in Collaboration with Asprey Studio

Susan Kare’s Esc Keys collection is a celebration of the intersection of art, technology, and craftsmanship. The collection is available on the Asprey Studios website, offering a unique opportunity to own a piece of design history.

Conclusion

The Esc Keys collection is a must-have for design enthusiasts, technology aficionados, and anyone who appreciates the intersection of art and technology. With its unique blend of playfulness and nostalgia, this collection is sure to delight.

Frequently Asked Questions

Q: What is the Esc Keys collection?
A: The Esc Keys collection is a limited-edition series of 32 handcrafted icons designed by Susan Kare in collaboration with Asprey Studio.

Q: What forms is the collection available in?
A: The designs are available as enamel computer keys and wearable art.

Q: What is the significance of the "panic!" key design?
A: The "panic!" key design references the playful button on Susan Kare’s original keyboard, serving as a lighthearted reminder to escape the pressures of modern society.

Q: How can I purchase the Esc Keys collection?
A: The Esc Keys collection is available on the Asprey Studios website.

Car owners bullish on AI agents repairing the US auto industry

Emerson Blake
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0
Car owners bullish on AI agents repairing the US auto industry

AI Agents Poised to Revolutionize Consumer Search and Discovery

AI agents are on the cusp of transforming consumer search and discovery, according to ARK, an investment management firm in St. Petersburg, Fla. Embedded in the operating systems of consumer hardware, AI agents empower consumers to delegate all discovery and research to AI – a massive time-saver. Curated AI results will contextualize digital ad impressions.

AI’s Impact on Online Shopping

It doesn’t stop at search and discovery. AI agents will also disrupt online shopping. AI-mediated shopping is likely to approach 25% of addressable online sales globally by 2030, according to ARK. The growing use of AI agents in consumer shopping will streamline product discovery, personalization, and purchasing. ARK research suggests that AI agents could facilitate nearly $9 trillion in global gross online consumption by 2030.

Digital Wallets Poised for Growth

Digital wallets are positioned for continued share gains in e-commerce. ARK’s research suggests that digital wallets empowered by AI purchasing agents – taking share from payment methods like credit and debit cards – could account for 72% of all e-commerce transactions by 2030. Digital wallet purchasing agents could become central to the shopping journey. "One-click checkout" should give way to "one-query purchasing."

How AI Agents Will Impact Car Buying and Maintenance Experience

How will AI agents impact the car buying and maintenance experience? American car owners and lessees see agentic AI as a potential game-changer in the car buying and ownership experience, according to new research from Salesforce. A survey of more than 1,000 US car owners and lessees found that drivers are eager for agents to improve the often frustrating process of buying, driving, and servicing cars.

Car Owners’ Expectations from AI Agents

Some of the agentic AI use cases noted in the research include:

  • Agents to find and recommend the best car for their needs (61%)
  • Agents to help them optimize routes with in-car navigation based on their personal preferences (63%)
  • Agent to diagnose and address car issues in real-time (70%)

Closing the Trust Gap

How can agentic AI close the trust gap between buyers and sellers? According to the research, 33% of survey respondents have delayed or canceled purchases, 35% have switched brands, and 38% have postponed repairs due to budget concerns or deep-seated mistrust of auto industry players.

Agentic AI in Car Buying and Maintenance

The research found that disappointing service experiences led not only to postponed repairs but also to lost brand loyalty. Nearly 1 in 5 American car owners cite disappointing customer service and after-sales support as reasons they have changed car brands, and over 1 in 3 have switched for better technology and features.

What Consumers Want from AI Agents

Consumers are bullish on agentic AI as a solution to improve the car buying experience. Over half (56%) of car owners and lessees believe AI agents will simplify car maintenance.

Conclusion

The future of commerce, digital or in-person, and customer service will be powered by AI agents and humans working together to ensure customer success, loyalty, advocacy, and repeat business.

FAQs

Q: What is an AI agent?
A: An AI agent is a software program that can perform tasks on behalf of a user, such as searching for information, making a purchase, or booking a service appointment.

Q: How will AI agents impact online shopping?
A: AI agents will streamline product discovery, personalization, and purchasing, enabling consumers to delegate all discovery and research to AI, and facilitating nearly $9 trillion in global gross online consumption by 2030.

Q: How will AI agents impact car buying and maintenance experience?
A: AI agents will simplify car maintenance, provide personalized recommendations, and help diagnose and address car issues in real-time, improving the often frustrating process of buying, driving, and servicing cars.

Q: What are the benefits of agentic AI in car buying and maintenance?
A: Agentic AI will simplify car maintenance, provide personalized recommendations, and help diagnose and address car issues in real-time, improving the buying experience and enhancing customer loyalty.

Microsoft’s Muse AI Could Reinvent Game Development

Phil
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0
Microsoft’s Muse AI Could Reinvent Game Development

Microsoft’s Muse AI Revealed

Microsoft has revealed its new generative AI, Muse, designed to be a gameplay concept tool that can ideate playable ideas, build game visuals, and control inputs. However, Muse feels more like a tech experiment rather than a groundbreaking game development revolution.

Muse’s Standout Feature: Duplication of In-Game Props and Enemies

Co-developed with Ninja Theory, the same team behind the use of Unreal Engine’s MetaHuman in games such as Senua’s Saga: Hellblade II, Muse’s standout feature is its ability to duplicate in-game props and enemies. The AI analyzes vast game data and replicates the object’s animation, design, and interactive functions.

How Muse Works

Muse is built to understand how game engines and interactive objects work, allowing it to generate 3D game environments that respond to actions. This could be a speedy way to iterate on a prototype, hone gameplay ideas and mechanics, and even remake retro games onto new engines.

Comparison to Other AI-Driven Tech

We’ve seen similar AI-driven tech, such as Nvidia RTX Remix, which enables artists to capture and remake game assets, updating them with AI-enhanced textures. The difference is in scope, as Muse aims to recreate a world and its actions, although it comes at a significant cost. Muse was trained using a cluster of 100 Nvidia H100 GPUs, leveraging around 1 million training updates to stretch one second of gameplay into an additional nine seconds of AI-simulated action.

Limitations and Future Potential

Ninja Theory used its Xbox game Bleeding Edge as the basis for its experiment, meaning the AI model learned from existing multiplayer gameplay footage. The output is rendered at 300×180 pixels, making it not a final use-case, but rather a tool for internal testing of ideas.

Conclusion

Microsoft is pitching Muse as a companion, not a replacement, for human creativity. While it’s exciting to see a new AI tool emerge that can mimic ideas already in play, Muse feels like another AI seeking a purpose. As the industry continues to evolve, future versions of Muse could offer more compelling use cases. For now, it remains a proof of concept rather than a dev tool to shake up the industry.

Frequently Asked Questions

Q: What is Microsoft’s Muse AI?
A: Muse is a generative AI designed to be a gameplay concept tool that can ideate playable ideas, build game visuals, and control inputs.

Q: How does Muse work?
A: Muse is built to understand how game engines and interactive objects work, allowing it to generate 3D game environments that respond to actions.

Q: What is the scope of Muse’s capabilities?
A: Muse can duplicate in-game props and enemies, generating 3D game environments that respond to actions, and remake retro games onto new engines.

Q: Is Muse a replacement for traditional game development?
A: No, Microsoft is pitching Muse as a companion, not a replacement, for human creativity.

Mastering Web Development Frameworks in 2025

Parker Lennox
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Mastering Web Development Frameworks in 2025

Top Web Development Frameworks in 2025

1. React
React continues to dominate the frontend landscape with its component-based architecture and robust ecosystem. Its flexibility and performance make it a favorite for building dynamic user interfaces.

2. Angular
Backed by Google, Angular offers a comprehensive solution for building large-scale applications. Its modularity and strong typing with TypeScript provide a solid foundation for complex projects.

3. Vue.js
Vue.js is celebrated for its gentle learning curve and versatility. It allows developers to incrementally adopt its features, making it suitable for both small projects and large applications.

4. Svelte
Svelte shifts the work from the browser to the build process, resulting in highly efficient applications with minimal overhead. Its approach simplifies state management and reactivity.

5. Next.js
Built on top of React, Next.js provides a seamless experience for server-side rendering and static site generation, enhancing performance and SEO for web applications.

6. Django
Django remains a powerful backend framework for rapidly building secure and scalable web applications. Its "batteries-included" philosophy offers a plethora of built-in features.

7. Flask
For developers seeking a lightweight backend solution, Flask offers simplicity and flexibility, allowing for easy scalability as projects grow.

8. Ruby on Rails
Known for its convention over configuration approach, Ruby on Rails accelerates development speed and maintains code readability, making it a popular choice for startups.

9. ASP.NET Core
Developed by Microsoft, ASP.NET Core is a cross-platform framework ideal for building high-performance web applications with support for modern architectures.

10. Tauri
Tauri is an emerging framework for building lightweight, secure desktop applications using web technologies. Its focus on security and small bundle sizes makes it an exciting choice for developers.

Final Thoughts
Choosing the right framework depends on your project requirements and personal or team expertise. Staying informed about these frameworks will equip you to make decisions that align with modern development practices.

FAQs

Q: What is the best web development framework for a small project?
A: For small projects, frameworks like Vue.js or Svelte may be suitable due to their ease of use and flexibility.

Q: What is the best framework for a large-scale application?
A: Angular or Django may be suitable for large-scale applications due to their robust features and scalability.

Q: What is the best framework for a web application with high performance requirements?
A: Next.js or ASP.NET Core may be suitable for high-performance applications due to their optimized rendering and caching capabilities.

Q: What is the best framework for a secure application?
A: Tauri or Django may be suitable for secure applications due to their focus on security and defense against common web attacks.

Before Going to Tokyo, I Tried Learning Japanese

Avery Winslow
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0
Before Going to Tokyo, I Tried Learning Japanese

Me and My AI Language Tutor

On the final day of my visit to Japan, I’m alone and floating in some skyscraper’s rooftop hot springs, praying no one joins me. For the last few months, I’ve been using ChatGPT’s Advanced Voice Mode as an AI language tutor, part of a test to judge generative AI’s potential as both a learning tool and a travel companion. The excessive talking to both strangers and a chatbot on my phone was illuminating as well as exhausting. I’m ready to shut my yapper for a minute and enjoy the silence.

The Rise of Generative AI

When OpenAI launched ChatGPT late in 2022, it set off a firestorm of generative AI competition and public interest. Over two years later, many people are still unsure whether it can be useful in their daily lives outside of work.

A Language Learning Experiment

A video from OpenAI in May of 2024 showing two researchers chatting back and forth, one in English and the other in Spanish, with ChatGPT acting as a low-latency interpreter, stuck in my memory. I wondered how practical the Advanced Voice Mode could be for learning how to speak bits of a new language and whether it’s a worthwhile app for travelers.

Practicing Japanese with ChatGPT

To better understand how AI voice tools might transform the future of language learning, I spent a month practicing Japanese with the ChatGPT smartphone app before traveling to Tokyo for the first time. Outside of watching some anime, I had zero working knowledge of the language. During conversation sessions with the Advanced Voice Mode that usually lasted around 30 minutes, I often approached it as my synthetic, over-the-phone language tutor, practicing basic travel phrases for navigating transportation, restaurants, and retail shops.

Comparing with Duolingo

On a previous trip, I’d used Duolingo, a smartphone app with language-learning quizzes and games, to brush up on my Spanish. I was curious how ChatGPT would compare. I often test new AI tools to understand their benefits and limitations, and I was eager to see if this approach to language learning could be the killer feature that makes these tools more appealing to more people.

ChatGPT: A Language Learning Companion

Me and My AI Language Tutor

Jackie Shannon, an OpenAI product lead for multimodal AI and ChatGPT, claims to use the chatbot to practice Spanish vocabulary words as she’s driving to the office. She suggests beginners like me start by using it to learn phrases first—more knowledgeable learners can immediately try free-flowing dialogs with the AI tool. “I think they should dive straight into conversation,” she says. “Like, ‘Help me have a conversation about the news on X.’ Or, ‘Help me practice ordering dinner.’”

Gaining Momentum

So I worked on useful travel phrases with ChatGPT and acting out roleplaying scenarios, like pretending to order food and making small talk at an izakaya restaurant. Nothing really stuck during the first two weeks, and I began to get nervous, but around week three I started to gain a loose grip on a few key Japanese phrases for travelers, and I felt noticeably less anxious about the impending interactions in another language.

The Generalized Nature of ChatGPT

ChatGPT is not necessarily designed with language acquisition in mind. “This is a tool that has a number of different use cases, and it hasn’t been optimized for language learning or translation yet,” says Shannon. The generalized nature of the chatbot’s default settings can lead to a frustrating blandness of interactions at first, but after a few interactions ChatGPT’s memory feature caught on fairly quickly that I was planning for a Japan trip and wanted speaking practice.

Conclusion

While ChatGPT is not a replacement for immersion or extensive language learning, it can be a useful tool for travelers looking to get a head start on speaking a new language. With its potential to transform the future of language learning, it’s exciting to think about the possibilities.

FAQs

Q: Is ChatGPT a replacement for language learning courses?
A: No, it’s not designed for extensive language learning, but rather as a supplement to help with basic phrases and conversations.

Q: How does ChatGPT compare to other language learning apps?
A: It’s more conversational than Duolingo, but still lacks the depth of language learning offered by other apps.

Q: Is ChatGPT suitable for beginners?
A: Yes, it’s designed for beginners, allowing them to start with basic phrases and gradually move to more complex conversations.

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