Photonic Microchips and AI-based operating systems make the most powerful systems in the world.

"DataCebo, an MIT spinoff, leverages generative AI to produce synthetic data, aiding organizations in software testing, patient care improvement, and flight rerouting. Its Synthetic Data Vault, used by thousands, demonstrates the growing significance of synthetic data in ensuring privacy and enhancing data-driven decisions. Credit: SciTechDaily.com" (ScitechDaily, Generative AI: Unlocking the Power of Synthetic Data To Improve Software Testing)

In software testing, the AI can connect itself with simulators or record data from environments or similar systems. Then the interactive AI can interact with those systems and models. Similar systems can used for physical tools.

"DataCebo offers a generative software system called the Synthetic Data Vault to help organizations create synthetic data to do things like test software applications and train machine learning models. Credit: Courtesy of DataCebo. Edited by MIT News." (ScitechDaily, Generative AI: Unlocking the Power of Synthetic Data To Improve Software Testing)

The new microchips can revolutionize the quantum computer development. Those photonic microchips are systems that can keep a computer's temperature low. It's possible. Photonic microchips can also change their states between binary and quantum modes. Those new microchips require highly advanced operating systems that can control them accurately.

The microchip itself does nothing. Operating systems and software are also important tools for successful computing. In AI-based systems, the center of the system is the language model. That model can search for things on the Internet.

Or it can use limited datasets. The AI-based operating system can activate needed applications. Or if that application is not installed or the system has no access to it. That AI-based system can search that application from the application store. Then the system can ask, will the user wants to use a keyboard or spoken words. Starting to drive commands to that application. The application might involve a database. That tells the AI what kind of commands the application requires. And then the AI can use those commands to control the application.

"Researchers have developed a groundbreaking light-based processor that enhances the efficiency and scalability of quantum computing and communication. By minimizing light losses, the processor promises significant advancements in secure data transmission and sensing applications. Credit: SciTechDaily.com" (ScitechDaily, Quantum Computing Takes a Giant Leap With Light-Based Processors)

Generative AI can use synthetic datasets to improve research.

The morphing network. Along with generative AI, morphing networks can collect data from multiple data sources. That means it can collect data from multiple laboratories. And the networked AI can use simulations with highly accurate computing to make simulations of the materials and their behavior in certain environments. When we think about synthetic data, we can use multiple sources to get that data. And we can connect arbitrary numeric and chemical values in that data. This type of dataset can simulate thermal effects in microchips very accurately.

The new and powerful AI requires an AI-based operating system. That can control microchips and other hardware interaction with software very accurately. That allows the system to shut down part of the microprocessor's cores if its temperature rises too high.

Image: FreeThink.com

The over-human software developers that are AI-controlled development environments that are the most effective systems in the world can use this type of synthetic data for the R&D process.

In the case of physical systems like cars or ships, this kind of tool can collect data from different accidents. And things that cause most inspection rejections. Then the system can collect data from other vehicles where those points don't cause denies, and then that system can connect those solutions with new models. In the same way, the AI-based software development tool can search for things like data security- and other vulnerabilities following parameters that are stored in the system.

The AI-controlled developer can connect with the AI-based operating systems. That can adjust the microchip operations. That thing makes those systems even more effective. However, the AI-based software development system requires an operating system that interacts between software and hardware.

https://www.freethink.com/robots-ai/ai-software-engineer

https://scitechdaily.com/generative-ai-unlocking-the-power-of-synthetic-data-to-improve-software-testing/

https://scitechdaily.com/quantum-computing-takes-a-giant-leap-with-light-based-processors/

The new bendable sensor is like straight from the SciFi movies.

"Researchers at Osaka University have developed a groundbreaking flexible optical sensor that works even when crumpled. Using carbon nanotube photodetectors and wireless Bluetooth technology, this sensor enables non-invasive analysis and holds promise for advancements in imaging, wearable technology, and soft robotics. Credit: SciTechDaily.com" (ScitechDaily, From Sci-Fi to Reality: Scientists Develop Unbreakable, Bendable Optical Sensor) The new sensor is like the net eye of bugs. But it's more accurate than any natural net eye. The system is based on flexible polymer film and nanotubes. The nanotubes let light travel through it. And then the film at the bottom of those tubes transforms that light into the image. This ultra-accurate CCD camera can see ultimate details in advanced materials. The new system can see the smallest deviation in the materials. And that thing makes it possible to improve safety on those layers. The ability to see ultra-small differences on surf

Quantum breakthrough: stable quantum entanglement at room temperature.

"Researchers have achieved quantum coherence at room temperature by embedding a light-absorbing chromophore within a metal-organic framework. This breakthrough, facilitating the maintenance of a quantum system’s state without external interference, marks a significant advancement for quantum computing and sensing technologies". (ScitechDaily, Quantum Computing Breakthrough: Stable Qubits at Room Temperature) Japanese researchers created stable quantum entanglement at room temperature. The system used a light-absorbing chromophore along with a metal-organic framework. This thing is a great breakthrough in quantum technology. The room-temperature quantum computers are the new things, that make the next revolution in quantum computing. This technology may come to markets sooner than we even think. The quantum computer is the tool, that requires advanced operating- and support systems. When the support system sees that the quantum entanglement starts to reach energy stability. I

Humans should be at the center of AI development.

"Experts advocate for human-centered AI, urging the design of technology that supports and enriches human life, rather than forcing humans to adapt to it. A new book featuring fifty experts from over twelve countries and disciplines explores practical ways to implement human-centered AI, addressing risks and proposing solutions across various contexts." (ScitechDaily, 50 Global Experts Warn: We Must Stop Technology-Driven AI) The AI is the ultimate tool for handling things that behave is predictable. Things like planets' orbiting and other mechanical things that follow certain natural laws are easy things for the AI. The AI might feel human, it can have a certain accent. And that thing is not very hard to program. It just requires the accent wordbook, and then AI can transform grammatically following text into text with a certain accent. Then the AI drives that data to the speech synthesizer. The accent mode follows the same rules as language translation programs. The ac

Visions of the AI and future

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