How Does ZK Verify ML Models ?

Machine learning (ML), a subset of AI, is known for its heavy computational demands, requiring vast amounts of data processing to simulate human adaptation and decision-making. From image recognition to predictive analytics, ML models are gearing up to transform almost every industry—if they haven’t already—but they are also pushing the limits of computation. So how do we verify and attest that ML models are authentic by using blockchains, where onchain operations can be prohibitively expensive?

We need a provable way to trust AI models, so that we know that the model we’re using hasn’t been tampered with or falsely advertised. When you make ChatGPT queries about a new hobby or a favorite film director, you probably trust the model being used, and it’s not the end of the world if the quality of responses goes down here and there. However, in industries like finance and healthcare, accuracy and reliability are critical. One mistake could have cascading negative economic effects around the world.

This is where ZK plays a pivotal role. By leveraging ZK proofs, ML computations can still be executed offchain, while also having onchain verification. This opens up new avenues for deploying AI models in blockchain applications.

YOLO/USDT Mega Pump Signal Update - 🚀🔥 

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The stats? INSANE. We achieved over 150k USDT in trading volume and hit a peak of 12X+ gains, The YOLO/USDT pump was explosive from the start! The second-minute candle closed higher than the first, the third retested, and the fourth hit the peak, creating a prime profit window. Fast movers locked in serious profits!

We aimed for a 2000%+ moonshot, and while some bag holders from old pumps slightly tamed the climb, let’s be real—#YOLO still DOMINATED, snagging the #1 gainer spot on MEXC! Whales couldn’t resist—they dove in right after our crew lit the fuse! 🐳💪 

The buzz around #YOLO is EXPLODING worldwide, with top-tier players shouting its name louder than ever. KEEP YOUR EYES PEELED for our next signal drop! 🚀✨

#BTC on weekly TF closed kinda bearish and on Daily its retracing now. Currently, its forming a small bear flag which could lead in bearish move as price is on a key resistance area too. Be careful before opening high leverage longs.

#US30 UPDATE :

#US30 still moving into consolidation nothing much happened yet. Price still hovering below resistance and need to wait for some sort of breakout.

This shift has triggered a major spike in the Short-Term Holder Realized Profit/Loss Ratio. Realized profit volumes now massively outweigh losses, with only 8% of trading days showing higher P/L Ratio levels.

Historically, such elevated values occur during strong bullish impulses but also near local and global tops. Excessive profit-taking can overwhelm new demand inflows, creating overhead supply resistance.

Another Bag Bought

News This Week

ALL TIME are is PST

Here's the Analysis of #DIA :

#DIA is been hovering over the Major Support Zone of $0.29 - $0.32 with that price made a break the falling Wedge Pattern and Still it have chances of going lower as it forming a Bear Flag, so try for shorting and longs looks low probable.

#BTC still hovering over the area of resistance and now tapped deep into the zone, Still over there, nothing to expect much have to wait for the price for move or develop more price action / candles to predict.

#GOLD UPDATE :

#GOLD dropped after the trendline break and eventually broke the $3,300 area. With that, price nearly reached the support zone (grey box) as mentioned and took a ride off. Well, a resistance TL also broke and expecting a push in higher prices sooner. Area of $3330 looks sweet area for buys with confirmation.

The Sell-Side Risk Ratio complements this analysis by assessing market equilibrium from existing holders' perspective:

High values: Investors spend coins at large profit/loss relative to cost basis, indicating need for market re-equilibrium and typically following high volatility moves.

Low values: Coins spent near break-even cost basis, suggesting equilibrium reached and profit/loss exhaustion within current range, typically in low volatility environments.

For Short-Term Holders, the Sell-Side Risk Ratio shows a sharp uptick but remains well below levels seen at major peaks. This suggests potential room for continued rally, as investors aren't yet locking in excessive profits relative to total holdings.

Building Trust in AI

As AI becomes more central to human activity, concerns about tampering, manipulation, and adversarial attacks only continue to grow. AI models, especially those handling critical decisions, must be resistant to attacks that would corrupt their outputs. Of course, we want AI applications to be safe. It’s not just about AI safety in the typical sense (i.e., fears of AI going rogue) but also about creating a trustless environment where the model itself is easily verifiable.

In a world where models proliferate, we're essentially living our lives guided by AI. As the number of models grows, so too does the potential for attacks where the integrity of the model is undermined. This is particularly worrisome in scenarios where the output of an AI model might not be what it seems.

By integrating ZK cryptography into AI, we can start building trust and accountability in these models now. Like an SSL certificate or security badge in your web browser, there will likely be a symbol for AI verifiability — one that guarantees the model you’re interacting with is what you expect.

Here's the Analysis of #ONT :

#ONT printed its all time low 2 months back, just moving back and forth of the major level around $0.152 - $0.157. A new support formed at $0.117 which can a good area for buys inly if market sentiments is bullish.

#BTC attempted to print a new higher high, made it too but failed to close over the resistance area. Price e is following a flag pattern in which a breakout will decide it direction.

#DXY UPDATE :

#DXY retraced deep and even gave a close too. But eventually goes what we mentioned, a new lower low is printed and this week it can continue push lower.