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

Secondo l'annuncio di Binance, Binance Square ha introdotto una nuova campagna su CreatorPad, offrendo agli utenti verificati l'opportunità di sbloccare ricompense in voucher per token Mira (MIRA) da 250.000. Il periodo di attività è fissato dal 2026-02-26 09:00 (UTC) al 2026-03-11 09:00 (UTC). I partecipanti possono unirsi alla campagna completando compiti specifici per guadagnare punti e qualificarsi per le ricompense.
Per partecipare, gli utenti devono fare clic su 'Partecipa ora' nella pagina dell'attività e completare attività come la creazione di post su Binance Square. I post devono essere lunghi almeno 100 caratteri, includere l'hashtag #Mira, $MIRA e menzionare l'account del progetto. Inoltre, gli utenti sono tenuti a seguire l'account di Mira su Binance Square e X tramite la pagina di atterraggio dell'attività. I punti guadagnati da queste attività determineranno il rango dell'utente nella classifica, che è cruciale per qualificarsi per il pool di ricompense.

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

I dati di SoSoValue indicano che il 25 febbraio, gli ETF spot di Solana (SOL) hanno visto un afflusso netto totale di $30,86 milioni. Secondo ChainCatcher, il Bitwise Solana Staking ETF (BSOL) ha guidato gli afflussi con $28,99 milioni, portando il suo afflusso netto totale storico a $732 milioni. Il Grayscale Solana Trust (GSOL) ha seguito con un afflusso netto di $992.600, accumulando un totale storico di $110 milioni.
Secondo l'ultimo rapporto, il valore totale netto degli asset degli ETF spot SOL è di $824 milioni, con un rapporto di asset netti SOL dell'1,62%. Il flusso netto storico cumulativo ha raggiunto $932 milioni.

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

L'indice di forza relativa (RSI) settimanale di Bitcoin è sceso a un storicamente basso 25.7, riflettendo segnali di ipervenduto estremi osservati durante fasi ribassiste profonde nel 2018 e nel 2022. Secondo NS3.AI, nonostante questi indicatori, i dati di mercato rivelano perdite realizzate significative e vendite dominanti da parte di detentori più deboli. Nel frattempo, le balene stanno accumulando Bitcoin, suggerendo che la criptovaluta si trova in una fase di riparazione avanzata e costruzione di basi.
#BTC #worldnews
Le uscite di ETF hanno superato i 4,5 miliardi di dollari quest'anno, contribuendo a un ambiente di mercato difensivo. I ribassisti dei futures continuano a esercitare controllo, portando a una liquidità sottile e a un comportamento cauto tra i giocatori di opzioni. Le attuali condizioni di mercato riflettono un periodo di incertezza e riposizionamento strategico tra gli investitori.

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