MERAJ Nezami

AI has exploded in the last few years. Chatbots write essays, tools crank out code, even machines summarize research like seasoned experts. But there’s still a stubborn problem no one has totally fixed: hallucinations.
Hallucinations aren’t just random glitches. They come from how large language models actually work. These systems run on probability—they chew through huge piles of data and guess which word should come next. They don’t “know” what’s true; they just pick what’s most likely.
That creates two headaches: hallucinations and bias.
Hallucinations pop up when AI confidently spits out wrong answers or simply invents facts. Bias creeps in when the model leans toward certain views, just because its training data did. Here’s the kicker: tuning a model to be less biased often makes it less consistent. Trying to kill hallucinations can make bias worse. It’s a constant tug-of-war, and honestly, there’s no perfect fix.
Even if you build the biggest, shiniest AI model out there, you hit a ceiling—there’s always some error you just can’t squash. That’s why running fully autonomous AI for serious stuff is still risky business.
So, what’s Mira’s move?
Mira flips the script.
Instead of relying on one monster model to get it all right, Mira spreads the work around. It sets up a decentralized network for verification. The idea’s pretty straightforward: if one model can mess up, a bunch of independent models cross-checking each other can catch most mistakes.
Here’s the rundown. Mira breaks big chunks of AI output into smaller claims that are actually checkable. Then, a bunch of independent verifier models—spread across the network, not controlled by one company—look at each claim. If most of them agree something’s true, you can trust it.
This setup makes hallucinations way less common. If one model goofs, the others usually catch it. Bias takes a hit too, since power isn’t locked in one place. Different people and systems get to weigh in.
To keep things honest, Mira uses crypto-economic incentives. If you run a node, you have to stake some value. Try to cheat or mess with results? You lose your stake. So, taking shortcuts or sabotaging the process just isn’t worth it.
The end result isn’t just another AI model—it’s solid infrastructure for reliable AI.
Looking forward, Mira wants to go even further. The plan isn’t just to fact-check AI after the fact, but to build verification right into how AI gets made. Imagine AI you can trust from the ground up, not just patched up after mistakes.
AI won’t ever hit its stride if people don’t trust it. And trust means verification.
Mira’s building a system where the truth isn’t decided by one company, model, or authority. It’s locked in by decentralized consensus.
If we want AI to take on things like healthcare, law, or finance, we need verification. It’s not optional—it’s essential.
That’s the real challenge Mira’s tackling.
@Mira - Trust Layer of AI $MIRA #Mira

According to the announcement from Binance, Binance Square has introduced a new campaign on CreatorPad, offering verified users the opportunity to unlock 250,000 Mira (MIRA) token voucher rewards. The activity period is set from 2026-02-26 09:00 (UTC) to 2026-03-11 09:00 (UTC). Participants can join the campaign by completing specific tasks to earn points and qualify for rewards.
To participate, users must click 'Join now' on the activity page and complete tasks such as creating posts on Binance Square. Posts must be at least 100 characters long, include the hashtag #Mira, $MIRA, and mention the project’s account. Additionally, users are required to follow Mira’s account on Binance Square and X via the activity landing page. Points earned from these tasks will determine the user's rank on the leaderboard, which is crucial for qualifying for the reward pool.
The reward structure is based on the leaderboard results, with the top 50 creators on the MIRA Global Project Leaderboard eligible for the 250,000 MIRA reward pool. The leaderboard data is updated with a T+2 delay, meaning data from 2026-02-13 will be visible after 2026-02-15 09:00 (UTC). However, Chinese creators, defined as those producing 90% of their content in Mandarin Chinese over the last 90 days, are not eligible to participate.
Participants must complete account verification (KYC) to receive rewards, and any suspicious activity, such as using automated bots or modifying posts for submission, will result in disqualification. Rewards will be distributed by 31 March 2026, and users can check their voucher rewards via the Rewards Hub. The token voucher is valid for seven days from distribution. Binance reserves the right to amend the terms and conditions of the activity at its discretion.
#MIRA #compain #Token

Canadian Imperial Bank of Commerce (CIBC) reported results that surpassed analysts' expectations, driven by robust performance in its capital-markets division and across all business operations. Bloomberg posted on X, highlighting the bank's success in exceeding forecasts.
The bank's capital-markets business played a significant role in the positive outcome, contributing to the overall strong financial performance. This achievement reflects CIBC's strategic focus and operational efficiency.
CIBC's results underscore the bank's ability to navigate market challenges and capitalize on opportunities, reinforcing its position in the financial sector. The strong performance across various segments demonstrates the bank's resilience and adaptability in a competitive environment.
#worldnews #VitalikSells

Data from SoSoValue indicates that on February 25, Solana (SOL) spot ETFs saw a total net inflow of $30.86 million. According to ChainCatcher, the Bitwise Solana Staking ETF (BSOL) led the inflows with $28.99 million, bringing its historical total net inflow to $732 million. The Grayscale Solana Trust (GSOL) followed with a net inflow of $992,600, accumulating a historical total of $110 million.
As of the latest report, the total net asset value of SOL spot ETFs stands at $824 million, with a SOL net asset ratio of 1.62%. The cumulative historical net inflow has reached $932 million.
#SOL #worldnews

Most talk about new blockchains falls into the same old topics: speed, gas fees, or how they stack up against the big names. But let’s be real a network’s fate isn’t sealed by performance stats alone. It’s all about the ecosystem. Without builders, tools, and real things to do, a blockchain’s like a city with empty streets. That’s where Fogo stands out.
Right from the main ecosystem banner, you get the sense that Fogo’s not here to be a one-trick chain. It’s building layers DeFi, DEXs, NFTs, lending, liquid staking, wallets, bridges, analytics, indexing. It’s all there, and it’s not just for show. The idea is simple: give people and developers a place to actually use, build, and create not just sit on tokens.
Start with DeFi. For any serious blockchain, that’s the backbone. But on Fogo, DeFi is more than a single app. Lending, trading, staking, exchanges they’re all connected. This matters. When all those pieces live together under one roof, capital flows better. No more bouncing between networks just to manage your assets. Everything’s smoother, and it actually feels like an ecosystem.
Active markets make a network lively, which is why DEXs and trading platforms are important. When people can trade and move assets around easily, they stick around. Trading brings in liquidity, liquidity attracts more users, and suddenly, there’s a real market. That’s how you get a healthy, growing environment for new projects.
Liquid staking is worth a closer look, too. Traditional staking locks up your assets, which isn’t great if you want flexibility. But liquid staking lets you earn rewards and still use your assets in DeFi. Small change, big difference. Now people can help secure the network and keep their capital working at the same time. That balance is huge when an ecosystem is trying to grow.
Then there’s the infrastructure RPC, indexing, analytics, explorers, wallets. Not the flashiest stuff, but absolutely essential. Devs need tools that just work. Users need explorers and wallets that are easy to trust. Without solid infrastructure, even the best DeFi projects can stall. The fact that Fogo puts these front and center means it actually gets how important the basics are.
Bridges and fiat ramps matter, too. A closed-off network rarely goes far. Cross-chain bridges and easy on-ramps from the traditional finance world mean less friction for everyone. Newcomers don’t feel lost, and seasoned crypto users can move funds without a headache. That’s how you get real adoption.
NFTs and launchpads add a different energy. They bring in creators, communities, and early-stage ideas. DeFi brings the money, but NFTs and launchpads bring culture. Put it all together, and you start to see a network that’s more than just transactions a place where people actually want to be.
The magic isn’t in any one category. It’s in how they all fit together. DeFi, trading, staking, infrastructure, bridges, creative projects they feed off each other. Trading volume boosts lending; staking boosts security; good infrastructure helps everyone build faster. Momentum builds. That’s how ecosystems grow.
Looking at Fogo’s ecosystem, you get the sense it’s built with the long game in mind. It’s not just chasing hype. It’s putting down roots in every direction at once. Sure, adoption and execution will decide if it takes off, but the groundwork is there.
In the end, it’s always the ecosystem that winsnot just the underlying chain. If Fogo keeps expanding and makes life easy for users and builders, it could slowly turn from an upstart project into a complete, living on-chain world.
@Fogo Official #fogo $FOGO

Bitcoin's weekly Relative Strength Index (RSI) has fallen to a historically low 25.7, echoing extreme oversold signals observed during deep bear phases in 2018 and 2022. According to NS3.AI, despite these indicators, market data reveals ongoing significant realized losses and dominant selling by weaker holders. Meanwhile, whales are accumulating Bitcoin, suggesting the cryptocurrency is in a late-stage repair and base-building phase.
#BTC #worldnews
ETF outflows have exceeded $4.5 billion this year, contributing to a defensive market environment. Futures bears continue to exert control, resulting in thin liquidity and cautious behavior among options players. The current market conditions reflect a period of uncertainty and strategic repositioning among investors.
$BTC

Solana has rebounded nearly 9%, climbing from around $75 to above $82. However, according to NS3.AI, the recovery has not been supported by strong buying activity from long-term holders, whose accumulation has reportedly dropped by 62% in recent weeks.
Adding to the pressure, a large supply cluster of more than 22 million SOL is positioned near the $82.91 level, acting as a key resistance zone and limiting further upside momentum.
As a result, the broader outlook remains cautious, with the possibility of a 17% pullback toward the $68.71 level if resistance continues to hold.
$SOL
#worldnews #Altcoin