Optical encryption boosts networks.

“The image conceptually represents the compact, chip-scale platform integrating the 5×5 VCSEL array and custom beam-shaping optics to create a structured grid of uniform square spots. Credit: H. Safi (University of Cambridge)” (ScitechDaily, Forget Wi-Fi This Laser Tech Hits 360 Gbps at Half the Power)

Encryption protects information that travels on the net. But it also protects the system from unauthorised code. If the bit that travels to the system’s gate is wrong. The system denies access. To the system. This also makes it possible. To use the same data line with multiple devices. The same optical fibre or laser beam. It can transmit information to multiple devices. At the same time. The encryption process means that each participant. 

Of the receiving system cloud, like drone swarms, can take their individual orders. The idea is that the lidar system can use the broadcast address. Or the individual participant can pick. The “personal” orders by blocking others. Than the bits that are meant for that participant. The user can give orders to the entire cloud by using the broadcast address. And then. Click on one participant, which means the participant knows. 

That the next orders are for it. When the operator clicks the icon or the point. There, the drone, etc. is. The drone sends BizTalk information to the transmitter. The BizTalk includes the individual receiving address. And then the system can start the private communication. The optical communication means that drones can have small screens there are certain images. Those images can tell a certain. The individual drone that. The next commands are for it. 

The primary concern with WiFi in secure communication is that it can be eavesdropped upon. The laser-based communication is safer. But it doesn’t completely solve those problems. There is a possibility that using scattering effects, such as micro- or nanoparticles, may make the laser beam visible from the sides. When a nanoparticle goes into the laser beam. It can aim part of that radiation to the sides. 

This is one of the weaknesses in lasers. Another thing is that. The laser beam must have a straight line of sight to the receiver. The same thing. It can make it possible to use laser communication in a room. The laser beam can be directed to the glass box.  There are nano-particles in the box, and that makes the thing look like a light bulb. The receiver can see that thing from every side. And it can make this type of communication more secure than traditional WiFi. The data can travel between rooms through optical fibres. 

When we look at. The laser-based communication, the laser beam, or the laser beam pack, can form the mosaic. That mosaic can be used to form images. The image is the thing. That acts as one of the encryption keys. If that mosaic image. Which could be geometrical. Or it can portray some  character, it's right, the system reads the bit. If that image is not in its memory, the bit is denied. In those cases. 

The image is the key that opens the system’s gate to the message. The message is, of course, open for the system. Only if it travels through the gate. This means that the encryption also protects the system from malicious code. 

The encryption prevents the system from opening its gate for unauthorised code. 

There is a possibility that laser holograms can replace the radio-based WiFi in secure data communication. The hologram. It can have a certain shape. Like a statue. The receiver can use a regular camera to recognise binary communication. 

The system can use quantum or semi-quantum communication. The shape of the hologram statue. Tells. The receiving system receives information. That the system transmits on purpose.  The shape of the hologram acts as a key that activates the decoding system. If the image that the system sees is wrong. And. If it is not stored  in its memory, the system will not recognise that information. 

This means that there are many ways to secure information. The hologram, the colour of the hologram and its blinking sequence. The hologram itself can also be covered behind the blanket. Or it can be in the box. That allows the user and the computer to see it. That hologram can look like some art. And that makes the encryption hard to break. The hologram will not transmit information if there are no authorised users in the same space. 

https://scitechdaily.com/forget-wi-fi-this-laser-tech-hits-360-gbps-at-half-the-power/

The mosaic model can be a novel approach to creating AI.

 The mosaic model can be a novel approach to creating AI. 

The regular model for creating AI is the large language model, or LLM. That means that. Developers must have control over large data masses. And large code structures. All large code structures are complicated. Because they involve a lot of code. And there are always some kind of errors in the code. That means, when the number of code lines increases, there are more possibilities to make errors. Making the AI is like making a statue. When the system turns more sophisticated. And more advanced, the development process turns slower. When we want to make statues, the first steps are always fast.

 But when we are closing the goal, finishing details takes more and more time. The finishing process just before the statue or product is ready for delivery to customers. Takes most of the time in the development process. The same way. Finishing and detecting errors from the data structure takes most of the time in the programming process. The problem is this: the LLM requires many event handlers. And each event handler is an independent algorithm. That means LLM is a large number of algorithms that operate as a whole. 

The problem is that the LLM rises like dough. That means there are more and more algorithms that must operate as one system. And when the code mass. And the data mass that the system operates on is both large. There can be lots of errors. The AI is a tool that can detect errors in other programs. But the system is not very effective if it must search for errors in its own code. The outsider algorithm can make error detection. AI needs a model. That it can compare its code to. With the code model. Actually, the outsider AI makes the comparison process with two other language models. 

And the problem is: when a new AI model comes. There are no models that the developers can compare their code to. Without models, it is impossible to compare even billions of code lines, which can involve minimal errors. But when there are billions of code lines, and let’s say. There is an error in 1000 lines; searching those codes is a long-term process. That requires carefulness. 

The modular, mosaic model helps expand the AI. 

The mosaic structure or the morphing neural network. That can involve multiple independently operating small language models. It can make it possible to make a flexible and elastic system. Every brick in the mosaic structure is an independently operating server that runs an independent small language model, SLM. Each SLM is a module that involves a certain skill. If the system doesn’t need a module. It can put the server that runs the module into sleeping mode. That makes it more energy efficient.  When developers want to give a new skill to the AI. They can make a new SLM and then connect. That thing to the entirety. 

Researchers say that the future belongs to small language models, SLMs. SLMs are lighter; they involve less code, which makes the development process easier to handle. The SLMs can also operate as a whole. This means: each SLM can operate independently. But those things can also form the virtual entirety. That entirety is like a mosaic. Each SLM has certain skills. When the user sends signals to the system, the SLM knows. If it has that skill or capacity. If the SLM doesn’t have a match. That system forwards the message to another language model, which has the database. That involves data about the SLMs and their skills. And the system sends that information to SLM, which can make the job. 

The idea is that each bite of the mosaic can be written independently. Which means developers can make new modules for AI. And then collect them into  a mosaic. The mosaic-type developing means that. Programmers can control the code better. That also decreases electric use, because if those modules or parts of the mosaic are not required, the system can put its servers to sleep. A mosaic model or morphing neural network structure allows developers to make an elastic and flexible system.