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/

Chinese innovations and space lasers are interesting combinations.

Above: "Tiangong is China's operational space station located in low Earth orbit. (Image credit: Alejomiranda via Getty Images)" (Scpace.com, China's space station, Tiangong: A complete guide) Chinese are close to making nuclear-powered spacecraft. Almost every day, we can read about Chinese technical advances. So are, the Chinese more innovative than Western people? Or is there some kind of difference in culture and morale between Western and Chinese societies? The Chinese superiority in hypersonic technology is one of the things that tells something about the Chinese way of making things. In China, the mission means. And the only thing that means is mission. That means that things like budgets and safety orders are far different from Western standards. If some project serves the Chinese communist party and PLA (People's Liberation Army) that guarantees unlimited resources for those projects. Chinese authorities must not care about the public opinion. If we th

Iron Dome is one of the most effective air defense systems.

The Iron Dome is a missile defense system whose missiles operate with highly sophisticated and effective artificial intelligence. The power of this missile defense base is in selective fire. The system calculates the incoming missile's trajectory. And it shoots only missiles that will hit the inhabited area. The system saves missiles and focuses defense on areas that mean something. The system shares the incoming missiles in, maybe two groups. Another is harmless and another is harmful. Things like killer drones are also problematic because their trajectories are harder to calculate than ballistic missiles. The thing that makes drones dangerous is that they can make masks for ballistic missiles. And even if those drones are slow, all of them must be shot down. The thing is that the cooperation between drone swarms and ballistic missiles is the next danger in conflict areas. In the film, you can see how drones make light images of the skies. The killer drones can also carry LED li

The innovative shield that protects OSIRIS-APEX can also protect the new hypersonic aircraft.

"NASA’s OSIRIS-APEX spacecraft successfully completed its closest solar pass, protected by innovative engineering solutions and showing improvements in onboard instruments. Credit: NASA’s Goddard Space Flight Center/CI Lab" (ScitechDaily, Innovative Engineering Shields NASA’s OSIRIS-APEX During Close Encounter With the Sun) The OSIRIS-APEX probe travels close to the sun. The mission plan is to research the sun. And especially find things that can warn about solar storms. Solar storms are things that can danger satellites at the Earth orbiter. And the purpose of OSIRIS-APEX is to find the method of how to predict those solar storms. Another thing is that the OSIRIS-APEX tests the systems and materials that protect this probe against heat and plasma impacts. The same technology. The researchers created for OSIRIS-APEX can used in the materials and structures. That protects satellites against nuclear explosions. That means this kind of system delivers information on how to prot

Interesting and futuristic innovations

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