In early 2010, everyone was talking about large data, haadoop groups, data lakes … Hope is to be able to get huge visions by collecting and processing huge amounts of data. Until then, however, there was an essential problem. We can store and process huge amounts of digital data, and not sweat, but the actual data-of the type that already represents what was happening outside our computer screens-is still abbreviated. Even when we can get it, how can we trust it? Even again in the pre -AI era, the lack of knowledge of where your data came was really a real problem. Now, with artificial intelligence systems make increasingly important decisions, this headache has now become a migraine. This is where decentralized physical infrastructure networks – DePins -.
DePins is mainly used to motivate individuals to build and maintain the infrastructure of the material world. Not large companies. Ordinary people. It is like Bittorrent, but instead of sharing files, people share information from the material world – and obtain funds for that. But with BitTorrent, you just pray that the file you download is actually what he says, DePins provides evidence of the place where the data comes and that it has not been tampered with.
Reliable data for Amnesty International
The world of learning the machine flourishes, all of which nourishes the data. Large data collections are used to train beautiful artificial intelligence models, specifically large models – large language models (LLMS) and the like. Digital data? We have buckets. But the real world data is high quality? This is a different story. It is in a shortage of offer. It is costly. Most of the time, you have no idea where it came or if you can trust it.
This is a big problem. Because if the data itself is perverted, processing, or just a clear mistake, then the artificial intelligence based on it will also be. Garbage in, garbage outside, as they say. How do we ensure that the data used to operate these systems is reliable and confident?
This is where decentralized physical infrastructure networks, or dedins, start to look very interesting. These networks interact according to the design, with the world around us – sensor and hardware networks.
DePins has the feature of capturing real valuable information that is difficult to obtain reliably. DePins differs from BitTorrent networks as it depends on hope that your file will be sound and trust in strangers because it contains the verification and reward system inside.
Let me explain this with some examples.
Smart Agriculture – Agriculture with data, not just intuition
For centuries now, farmers have relied on experience and intuition as well as luck. But what if there is a way we can provide some additional assistance that depends on data?
This is the cultivation that Deeb drives. Many small sensors scattered everywhere. They monitor moisture in the soil, and check the temperature; Do some work even before anyone can know it properly. And everything that passes through DePin safely, and can be followed.
This is possible due to Blockchain technology. Each scale receives a unique digital fingerprint-the so-called “encryption fragmentation”. This is a single-directional symbol enough to create a fingerprint outside the data but it is impossible to oppose the operation. The fingerprint and chronological fingerprint is recorded on the permanent professor’s book – available forever for scrutiny and analysis. Change some records? You will see it immediately. It is completely different from downloading any files from many random torrent devices and then making these usual prayers above bitTorrent.
After that, sorting the algorithms of machine learning through this information, and calculating what each part of the field needs. Only right right. Water only when and where the soil is quarreled. It is like every plant that has its own nutritionist who puts them and communicates with their crops, which were not earlier.
What about privacy? Zero knowledge evidence (ZKPS). This allows DePin to prove something about the data without revealing the data itself. Most likely, one expects the farmer to prove that its harvest is organic. You do not need to deliver full details of their sensors – with ZKPS they can do this easily, but say “Yes, I followed all the rules” without giving everything for nothing.
It is not just the issue of exchanging information; It is the issue of sharing quality and good information and obtaining money for it.
Let’s take another example and talk about transportation.
The bridges that speak
We cross the bridges and railways daily. Most of us, without second ideas. Until an error occurs. Capacity inspection operations. Transverse checks. Disaster signs waving on the horizon? It is often ignored.
Depins Rescue. Sensors included in the structures. Living network. Standards of stress, acceleration standards, sound sensors – whisper secrets of stress and pressure. Securing data flow. both.
Artificial intelligence program, designed from engineering data, analyzes the flow. Patterns. Anomalous cases. A long warning before strikes. Preventive maintenance. With less interruption. Benefits include individuals who install sensors and maintain the most secure infrastructure, low costs, and eventually the peace of mind. And most importantly, unlike the file that you may have downloaded from an unknown location, you know that these data come from a specific sensor, at a specific location, at a specific time – and that it has not been changed.
Let’s talk about the Cricket game, Y’KNow, which is played in the Indian subcontinent and has billions of individuals –
The game is committed to the real world
Think of the cricket game. Strategy, Technology, and. the weather. The stadium. The ball. Traditionally, these video games control that they are fixed. But what if the game interacts with the real world the same way that it interacts today?
Imagine DEPIN’s Cricket game. Environmental DEPINS, such as weather stations, provides the game with actual time. Suddenly, Mumbai shower? The virtual stadium gets slippery clothes, in favor of alternative archers. Artificial intelligence changes its approach.
And it goes further. DePin may follow the true aging of cricket balls during the Pro games. Sensing devices, image processing – tracking how to deteriorate the seam, starts shine, and the shape changes. This data is fed in the game; The virtual ball acts just like the real ball. Old ball? More rotation, wearing more wrong.
Moisture, can be moisture, all that is consumed by local environmental DePin – effect on the game. Artificial intelligence makes adjustments. II is the issue of real play based on real -time realistic information.
This is just a few. All these flows of data-agriculture, infrastructure, sports, and hundreds of others-are generated to a virtual, adaptive model in the actual time of the world that restart the simulation that Amnesty International can exploit to understand, predict and interact with our world. DePins, with measurable real inputs, are the key. From adaptive video games (such as our example of Cricket) to adaptive entertainment, consider the Sherlock Holmes series on the skill of Netflix air conditioning according to the attitudes of the installed real world. In fact, this is not imagination. Indeed, there are projects that have started with an explosion protocol such as Ocean and HIVEMAPPER & Fileco Sature.
conclusion
We started with a problem: confidence.
How do we trust the data that is increasingly approved by our world of artificial intelligence? The trick seems to marry the real world and not reality in ways that could not have been before. Detuntic material infrastructure networks – DEPINS – make this possible. Imagine a world that is not the Sherlock Holmes Netflix series is just something you see but something calmly responds to your environment. The secrets change, the clues change, and even the outer weather changes the way that occurs outside your window-all thanks to the data that can be verified in the actual time of DePin. They are not just games. It comes to how we interact with technology. It comes to building artificial intelligence that is not only smart, but on the basis. It can happen now.
