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Beyond AI
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The following article supplements the content discussed in the latest episode of the Beyond AI podcast, which is dedicated to the dynamic world of artificial intelligence, machine learning, and technological innovation. The episode covers topics such as Polish unicorn investments in AI, challenges faced by tech giants, new approaches to model training, and advances in autonomous technologies. We encourage you to listen to the entire episode on our YouTube channel, where you will find more details and expert commentary.
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1. ElevenLabs investment in the Polish artificial intelligence ecosystem
Polish technology company ElevenLabs, which has achieved “unicorn” status, has announced an investment of $11 million in the Polish artificial intelligence ecosystem. The aim of this initiative is to support innovation in Poland, particularly in the area of voice generation and processing technologies.
ElevenLabs develops modern AI-based tools, such as an advanced synthetic voice generation system. Users can define parameters such as age, tone, and emotion of the voice, and the generated effects are almost indistinguishable from the human voice. What's more, these tools support various languages, including Polish and English. Recently, the company has also introduced support for dubbing and filmmakers, enabling easy creation of voiceovers.
2. The challenges faced by AI giants in model development
Artificial intelligence giants such as OpenAI, Google, and Anthropic are facing challenges in further developing their latest models. Information disclosed by journalists indicates that these companies are facing diminishing returns on their investment.
Examples:
- OpenAI is developing a model called Orion, but the difference between it and GPT-4 is much smaller than expected.
- Anthropic is working on the Opus 3.5 model, which also fails to deliver groundbreaking results.
- Google is struggling to optimize the Gemini model, which is not meeting the company's internal expectations.
Experts suggest that current transformer-based technologies may be reaching their limits, which will require a new approach to building AI models.
3. New approaches to training AI models
Researchers at MIT have published a study entitled “The surprising effectiveness of test-time training for abstract reasoning.” The study used a technique that allows models to learn in real time during testing. Small models achieved results in tests similar to those of humans, indicating the possibility of improving the abstract reasoning abilities of AI models without huge investments in their size.
4. Work automation thanks to AI
Anthropic and OpenAI are developing applications that support the automation of user actions on computers. OpenAI has integrated ChatGPT with macOS, enabling access to information displayed in tools such as Xcode and Visual Studio. Although the application currently operates in “read-only” mode, this is a step towards full automation of computer work.
5. Autonomous taxis in Los Angeles
Waymo, a company developing autonomous vehicles, has launched its service in Los Angeles. It covers an area of 130 km² and is available to all users, following previous tests in Phoenix and San Francisco. To date, Waymo's autonomous taxis have traveled over 20 million miles and served 2 million passengers.
Waymo's development stands out from the competition, especially Cruise, which lost its license for autonomous vehicles after a traffic incident. Waymo, on the other hand, has an exceptionally low number of cases requiring human intervention, which increases confidence in this technology.
FAQ
1. What is ElevenLabs?
ElevenLabs is a Polish technology company that specializes in creating AI-based voice generation tools.
2. What are the main problems in the development of AI models?
The main challenges are diminishing returns on investment and difficulties in overcoming the current limitations of transformer technology.
3. Are autonomous taxis safe?
Waymo has a very low number of human interventions, making their technology one of the most reliable.
4. How do AI applications for work automation function?
Applications such as ChatGPT for macOS integrate with the user's software, enabling data reading and facilitating task completion.
Glossary
- Artificial intelligence (AI) – a field of computer science concerned with creating systems capable of performing tasks that require human intelligence
- Transformer model – a type of AI architecture used in the latest models, such as GPT
- Test-time training – a technique that allows AI models to learn while performing tasks
- Autonomous vehicles – cars that move without a driver, using AI and sensors to analyze their surroundings
- RPA (Robotic Process Automation) – automation of business processes using software robots
If you want to learn more about the dynamic world of artificial intelligence, check out the Beyond AI YouTube channel. It's your guide to fascinating innovations in technology and AI!
