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asgharbaloch1977
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Maybe I'm looking at AI from the wrong angle, but I keep feeling that the hardest problem isn't building the model itself.
It's trust.#TrendingTopic
When $MUB or any other AI gives an answer, most of us never think about what happened behind the scenes. We just see the output and move on. But as AI becomes part of more important workflows, that blind trust starts to feel like a bigger issue.
That's one reason I've been paying attention to and $OPG.
What interests me isn't necessarily the models. It's the idea of verification. If AI services eventually run across decentralized networks, how do users know the computation actually happened the way it's supposed to? How do you verify an output without relying on a single company to say, "trust us"?
The opportunity seems obvious. If verification works, it could make AI infrastructure more transparent and reduce dependence on centralized gatekeepers.
But I also see risks. Verification sounds great in theory, yet theory is usually the easy part. The harder part is making it efficient, affordable, and simple enough that developers actually want to use it. If the process becomes too complex, adoption could be slower than many expect.$SPCXB
What I find interesting is how familiar this feels. Crypto spent years trying to solve trust problems for money and data. Now similar questions are showing up around AI.
I'm curious what others think: will AI verification eventually become a standard requirement, or will most users continue prioritizing convenience over transparency?
For now, that's the piece of and I'll be watching most closely.$TSLAB #ICP生态
It's trust.#TrendingTopic
When $MUB or any other AI gives an answer, most of us never think about what happened behind the scenes. We just see the output and move on. But as AI becomes part of more important workflows, that blind trust starts to feel like a bigger issue.
That's one reason I've been paying attention to and $OPG.
What interests me isn't necessarily the models. It's the idea of verification. If AI services eventually run across decentralized networks, how do users know the computation actually happened the way it's supposed to? How do you verify an output without relying on a single company to say, "trust us"?
The opportunity seems obvious. If verification works, it could make AI infrastructure more transparent and reduce dependence on centralized gatekeepers.
But I also see risks. Verification sounds great in theory, yet theory is usually the easy part. The harder part is making it efficient, affordable, and simple enough that developers actually want to use it. If the process becomes too complex, adoption could be slower than many expect.$SPCXB
What I find interesting is how familiar this feels. Crypto spent years trying to solve trust problems for money and data. Now similar questions are showing up around AI.
I'm curious what others think: will AI verification eventually become a standard requirement, or will most users continue prioritizing convenience over transparency?
For now, that's the piece of and I'll be watching most closely.$TSLAB #ICP生态
🚨BTC Market Tomorrow🚨 25/6/ 2026 is ready
$MUB SKHynixSeeks$29.4BListing
Golden Bitcoin glowing orange with the candles pointing up Tomorrow👍
date on it so your comrades know it's the prediction version💚
Want me to drop the same for OPG❤️ tomorrow or add a price target like BTC $130K" to this one🚀
$MUB SKHynixSeeks$29.4BListing
Golden Bitcoin glowing orange with the candles pointing up Tomorrow👍
date on it so your comrades know it's the prediction version💚
Want me to drop the same for OPG❤️ tomorrow or add a price target like BTC $130K" to this one🚀
Bitcoin is around $60.100k today, with a slight decline on the session. The market looks soft but still active, with strong trading volume and the price sitting well below its 50-day and 200-day moving averages
Market snapshot
Price: $63,813.90
24-hour change: -0.278%
Day range: $61,625.71 to $61,004.05
Market cap: about $1.22T
Volume: about $42.i8B $BTC #OilErasesGains $NVDAB #TrumpCancelsHousingBillWithCBDCBan
Market snapshot
Price: $63,813.90
24-hour change: -0.278%
Day range: $61,625.71 to $61,004.05
Market cap: about $1.22T
Volume: about $42.i8B $BTC #OilErasesGains $NVDAB #TrumpCancelsHousingBillWithCBDCBan
🚀💚💚💚💚💚💚💚💚💚B
،🚨❤️❤️❤️❤️❤️❤️❤️❤️be
13 час(а) остава(т)
Date 24/6/2026 evening time 9:35
Medium term: the big question is whether BTC can stabilize above the low 60k area and rebuild momentum
Volatility: the daily range shows a fairly sharp swing so intraday moves may remain large
Would you like a technical outlook, support/resistance levels, or a broader crypto market summary
Medium term: the big question is whether BTC can stabilize above the low 60k area and rebuild momentum
Volatility: the daily range shows a fairly sharp swing so intraday moves may remain large
Would you like a technical outlook, support/resistance levels, or a broader crypto market summary
One thing I keep coming back to is how quickly AI models become disposable
A model gets trained deployed updated and replaced Then everyone moves on to the next version. Most of the attention goes to what a model can do today while the history of how it behaved yesterday slowly disappears into logs that nobody looks at
I'm not sure that's sustainable as AI starts handling decisions that actually matter
In areas like finance, healthcare or compliance, the challenge isn't just generating an answer It's being able to explain where that answer came from months later. What data influenced it What did the model know at the time Can someone independently verify the result?
That's why @OpenGradient caught my attention
What interests me isn't the AI itself but the idea of treating AI outputs, memory, and verification as persistent infrastructure If every inference can be tied to verifiable state and historical context, trust becomes something that can accumulate over time rather than being rebuilt after every model update.
The opportunity seems obvious. Systems that can prove their history may become more valuable as accountability requirements increase.
But there are trade offs.Verification isn't free. Persistent memory creates storage costs. And developers still need a reason to pay for continuity when retraining models may be cheaper
A question I've been thinking about: as AI matures, will the most valuable systems be the ones that generate the best answers or the ones that can prove why those answers should be trusted
For me, that's the key thing to watch next with @OpenGradient and $OPG
#OPG
A model gets trained deployed updated and replaced Then everyone moves on to the next version. Most of the attention goes to what a model can do today while the history of how it behaved yesterday slowly disappears into logs that nobody looks at
I'm not sure that's sustainable as AI starts handling decisions that actually matter
In areas like finance, healthcare or compliance, the challenge isn't just generating an answer It's being able to explain where that answer came from months later. What data influenced it What did the model know at the time Can someone independently verify the result?
That's why @OpenGradient caught my attention
What interests me isn't the AI itself but the idea of treating AI outputs, memory, and verification as persistent infrastructure If every inference can be tied to verifiable state and historical context, trust becomes something that can accumulate over time rather than being rebuilt after every model update.
The opportunity seems obvious. Systems that can prove their history may become more valuable as accountability requirements increase.
But there are trade offs.Verification isn't free. Persistent memory creates storage costs. And developers still need a reason to pay for continuity when retraining models may be cheaper
A question I've been thinking about: as AI matures, will the most valuable systems be the ones that generate the best answers or the ones that can prove why those answers should be trusted
For me, that's the key thing to watch next with @OpenGradient and $OPG
#OPG
Today Market 24/6/ 2026
All your coins together BTC OPG XRP BNB glowing with green candles pumping Today Market date on top so it's ready for your comrades group
Dark theme phone mockup makes it clean for WhatsApp status
Want me to add live 99% gains BULL RUN text, or just OPG vs BTC side by side next?
All your coins together BTC OPG XRP BNB glowing with green candles pumping Today Market date on top so it's ready for your comrades group
Dark theme phone mockup makes it clean for WhatsApp status
Want me to add live 99% gains BULL RUN text, or just OPG vs BTC side by side next?
🚨BNB image* locked in
#BNB_Market_Update
Golden BNB coin with that diamond logo, yellow neon glow, and green candles pumping behind it. Reflection makes it clean for your group banner or status.
Want "BNB $1000" text BTC and coins $BNB BURNtheme or today's date added like the OPG batch🚨
#BNB_Market_Update
Golden BNB coin with that diamond logo, yellow neon glow, and green candles pumping behind it. Reflection makes it clean for your group banner or status.
Want "BNB $1000" text BTC and coins $BNB BURNtheme or today's date added like the OPG batch🚨
#opg $OPG We recently rolled out a new tile design on OpenGradient.
It's not a massive feature launch or a major announcement. In fact, it's one of those updates that many people might not even notice right away.
But those are often the updates that matter most.
As we've continued building OpenGradient, we've been paying attention to the small things—how people browse the platform, where they spend time, what feels intuitive, and what doesn't. Over time, those little observations start to add up.
The new tiles came from that process.
We wanted the experience to feel cleaner, easier to navigate, and less cluttered. Nothing revolutionary. Just simpler. The kind of change that helps you find what you're looking for a little faster and makes the platform feel a little more comfortable to use.
A lot of product development isn't about adding more. Sometimes it's about removing distractions and making the important things stand out.
That's what we tried to do here.
We're happy with how it turned out, but we'll keep improving it—as we always do. Building great products is rarely about one big breakthrough. It's usually the result of hundreds of small improvements over time.
If you've had a chance to explore the new design, we'd genuinely love to hear what you think.
Thanks for building with us. 🚀@OpenGradient $OPG
It's not a massive feature launch or a major announcement. In fact, it's one of those updates that many people might not even notice right away.
But those are often the updates that matter most.
As we've continued building OpenGradient, we've been paying attention to the small things—how people browse the platform, where they spend time, what feels intuitive, and what doesn't. Over time, those little observations start to add up.
The new tiles came from that process.
We wanted the experience to feel cleaner, easier to navigate, and less cluttered. Nothing revolutionary. Just simpler. The kind of change that helps you find what you're looking for a little faster and makes the platform feel a little more comfortable to use.
A lot of product development isn't about adding more. Sometimes it's about removing distractions and making the important things stand out.
That's what we tried to do here.
We're happy with how it turned out, but we'll keep improving it—as we always do. Building great products is rarely about one big breakthrough. It's usually the result of hundreds of small improvements over time.
If you've had a chance to explore the new design, we'd genuinely love to hear what you think.
Thanks for building with us. 🚀@OpenGradient $OPG
ESPORTSUSDT (also written as ESPORTUSDT) is the trading pair for Esports Token ESPORTS/ESPT against Tether USDTa crypto futures/spot market for the esports-focused cryptocurrency.
Key facts about ESPORTSUSDT
The token is tied to the esports gaming industry and is traded as both spot ESPORTSUSDT and perpetual futures ESPORTSUSDT.P) across multipl$ESPORTS e crypto exchanges. Bitunix specifically offers it as a perpetual futures contract with high leverage
Note: There's also ESTUSD (Esports Token USD), which appears to be a different instrument trading at ~0.041 USD #esport #TradingCommunity
Key facts about ESPORTSUSDT
The token is tied to the esports gaming industry and is traded as both spot ESPORTSUSDT and perpetual futures ESPORTSUSDT.P) across multipl$ESPORTS e crypto exchanges. Bitunix specifically offers it as a perpetual futures contract with high leverage
Note: There's also ESTUSD (Esports Token USD), which appears to be a different instrument trading at ~0.041 USD #esport #TradingCommunity
Something I've been wondering about with @OpenGradient...
Does having more operators actually make the network more reliable?
The obvious answer feels like yes, but I'm not sure it's that simple.
A request doesn't just need a node that's online. It needs the right model, available compute, and a way to verify the result. If any of those pieces are missing, the request can still run into problems.
That's why I've started looking at coverage differently.
You could add a bunch of new operators and still have gaps if they're all supporting the same things. The network gets bigger, but does it actually become more useful for the workloads people are trying to run?
From a builder's perspective, that's what matters most. A dashboard can look healthy, yet a specific request may still fail because the exact resources it needs aren't available.
Maybe the better question isn't "How many operators are online?"
Maybe it's "How likely is a request to find everything it needs when it arrives?"
I think a real demand spike would answer that pretty quickly.
@OpenGradient $OPG #OPG
Does having more operators actually make the network more reliable?
The obvious answer feels like yes, but I'm not sure it's that simple.
A request doesn't just need a node that's online. It needs the right model, available compute, and a way to verify the result. If any of those pieces are missing, the request can still run into problems.
That's why I've started looking at coverage differently.
You could add a bunch of new operators and still have gaps if they're all supporting the same things. The network gets bigger, but does it actually become more useful for the workloads people are trying to run?
From a builder's perspective, that's what matters most. A dashboard can look healthy, yet a specific request may still fail because the exact resources it needs aren't available.
Maybe the better question isn't "How many operators are online?"
Maybe it's "How likely is a request to find everything it needs when it arrives?"
I think a real demand spike would answer that pretty quickly.
@OpenGradient $OPG #OPG
When AI starts running on-chain, it stops feeling like something separate and starts becoming part of the system itself. OpenGradient is exploring this direction, where AI outputs aren’t just generated and used blindly, but can actually be verified and plugged into decentralized workflows.
The main idea is pretty straightforward: instead of treating AI like a black box you just trust, you build a setup where its results can be checked, traced, and tied back to on-chain activity. That adds a layer of accountability that matters a lot in systems built on trustless design.
In real use cases, this could change how decentralized apps work. Smart contracts might start relying on AI inputs that are not only fast but also provably derived, which opens up more advanced automation in areas like DeFi, governance, and infrastructure coordination.
OpenGradient is still early, and a lot of this is experimental, but the direction is interesting. Crypto and AI are slowly moving toward the same goal: making computation more transparent and verifiable. If this matures properly, AI won’t just support blockchain systems anymore—it will actually become part of how decisions are made and confirmed on-chain
#opg @OpenGradient $OPG
The main idea is pretty straightforward: instead of treating AI like a black box you just trust, you build a setup where its results can be checked, traced, and tied back to on-chain activity. That adds a layer of accountability that matters a lot in systems built on trustless design.
In real use cases, this could change how decentralized apps work. Smart contracts might start relying on AI inputs that are not only fast but also provably derived, which opens up more advanced automation in areas like DeFi, governance, and infrastructure coordination.
OpenGradient is still early, and a lot of this is experimental, but the direction is interesting. Crypto and AI are slowly moving toward the same goal: making computation more transparent and verifiable. If this matures properly, AI won’t just support blockchain systems anymore—it will actually become part of how decisions are made and confirmed on-chain
#opg @OpenGradient $OPG
🚨 Finance
Analyst Reveals XRP FUD Peaks, Rally Incoming or a Crash Ahead?
Analyst Reveals XRP FUD Peaks to Record Levels in 2 Years, Rally Incoming or a Crash Ahead? Source: CoinGape
XRP FUD reaches its 3rd-highest level in the past 2 years, which usually follows a relief rally.
Institutional investors and whales capitalize on low retail activity.
Analyst predicting a major rally in next bull market, with options traders remaining bullish.
XRP FUD reaches its 3rd-highest in the past 2 years, according to on-chain data platform Santiment. This usually follows a relief rally, but risks of further crash remain amid the ongoing bear market and geopolitical concerns.
XRP price is trading mostly range-bound between $1.30 and $1.37, with whales and institutions remaining bullish on the $XRP #Xrp🔥🔥 $MUB #VanceSeesNoEvidenceOfHormuzClosure 🚨
Analyst Reveals XRP FUD Peaks, Rally Incoming or a Crash Ahead?
Analyst Reveals XRP FUD Peaks to Record Levels in 2 Years, Rally Incoming or a Crash Ahead? Source: CoinGape
XRP FUD reaches its 3rd-highest level in the past 2 years, which usually follows a relief rally.
Institutional investors and whales capitalize on low retail activity.
Analyst predicting a major rally in next bull market, with options traders remaining bullish.
XRP FUD reaches its 3rd-highest in the past 2 years, according to on-chain data platform Santiment. This usually follows a relief rally, but risks of further crash remain amid the ongoing bear market and geopolitical concerns.
XRP price is trading mostly range-bound between $1.30 and $1.37, with whales and institutions remaining bullish on the $XRP #Xrp🔥🔥 $MUB #VanceSeesNoEvidenceOfHormuzClosure 🚨
Today (Saturday, June 21, 2026) markets are closed for weekend trading, so there are no live "now" images of active trading. The most recent data comes from Friday, June 20, when major U.S. indexes fell significantly:
Friday's Market Summary
Commodities:
Gold 1.04% to $3,146.60
Crude Oil WTI 0.07% to $69.31
Key Market Context
Investors are checking if the AI-fueled stock rally has more life, with Micron Technology earnings upcoming
Investors poured capital into global equity funds (19-month high) due to optimism#RBICryptoUpdate about an interim U.S Iran peace deal
Japan and South Korea shares hit record highs as Middle East peace hopes pulled oil prices lower #THORChainRecoveryEntersFinalPhase $MUB $BTC #OpgTaradingChallange #
For real-time market images and live charts, you'll need to check when markets reopen Monday morning. Popular sources include CNBC MarketWatch or Bloomberg Markets
wikipedia#icp_go_MOON
Modern price-ticker displaying financial data and global time zonesMEVBotDrained$7.5MInCounterHoneypot
Modern electronic price ticker showing real-time financial data with company symbols and numerical values in red/green
Friday's Market Summary
Commodities:
Gold 1.04% to $3,146.60
Crude Oil WTI 0.07% to $69.31
Key Market Context
Investors are checking if the AI-fueled stock rally has more life, with Micron Technology earnings upcoming
Investors poured capital into global equity funds (19-month high) due to optimism#RBICryptoUpdate about an interim U.S Iran peace deal
Japan and South Korea shares hit record highs as Middle East peace hopes pulled oil prices lower #THORChainRecoveryEntersFinalPhase $MUB $BTC #OpgTaradingChallange #
For real-time market images and live charts, you'll need to check when markets reopen Monday morning. Popular sources include CNBC MarketWatch or Bloomberg Markets
wikipedia#icp_go_MOON
Modern price-ticker displaying financial data and global time zonesMEVBotDrained$7.5MInCounterHoneypot
Modern electronic price ticker showing real-time financial data with company symbols and numerical values in red/green
Another *OPG photo* loaded
This one’s premium gold OPG coin with neon blue chart reflection underneath. Hits different for community posts and DPs
Your comrades want more variations $TSLAB
Drop which one and I’ll make it$SPCXB $MUB
This one’s premium gold OPG coin with neon blue chart reflection underneath. Hits different for community posts and DPs
Your comrades want more variations $TSLAB
Drop which one and I’ll make it$SPCXB $MUB
Yes, the Japan stock market Tokyo Stock Exchange) will be open for trading tomorrow Monday,/June 21/ 2026
Key details$NVDAB #btc70k
The market is closed only on Saturdays, Sundays $BTC Japanese national holidays, and specific dates listed in the JPX calendar Tomorrow is a regular trading day
Key details$NVDAB #btc70k
The market is closed only on Saturdays, Sundays $BTC Japanese national holidays, and specific dates listed in the JPX calendar Tomorrow is a regular trading day
today market bulilsh 20/6/2026
A random thought hit me the other day.
Everyone talks about AI becoming smarter than humans. But I'm not sure that's the biggest change that's coming
What if the real shift happens when AI starts remembering more than we do
The older I get, the more I realize how much gets lost. Conversations that mattered. Ideas I was excited about. Lessons I learned the hard way and then somehow forgot a few years later
Our lives are spread across notes, emails, chats, documents, screenshots, bookmarks, and dozens of apps. Most of it just sits there, disconnected.
Now imagine an AI that can actually connect those dots over time.
Not to replace your memory, but to help preserve context.
The books that changed your perspective.
The projects you were obsessed with for six months.
The goals you gave up on and later decided to revisit.
The mistakes you promised yourself you'd never repeat.
That's why OpenGradient got me thinking.
A lot of people focus on model intelligence. But if AI becomes something we interact with every day for years, memory might end up being just as important as intelligence.
Even the smartest assistant in the world is limited if every conversation starts from scratch.
Maybe the future won't belong to the AI with the highest benchmark scores.
Maybe it'll belong to the one that understands you better with every interaction.
Curious what others think.
Would you trust an AI that remembers your digital life better than you do
$OPG #OPG @OpenGradient
A random thought hit me the other day.
Everyone talks about AI becoming smarter than humans. But I'm not sure that's the biggest change that's coming
What if the real shift happens when AI starts remembering more than we do
The older I get, the more I realize how much gets lost. Conversations that mattered. Ideas I was excited about. Lessons I learned the hard way and then somehow forgot a few years later
Our lives are spread across notes, emails, chats, documents, screenshots, bookmarks, and dozens of apps. Most of it just sits there, disconnected.
Now imagine an AI that can actually connect those dots over time.
Not to replace your memory, but to help preserve context.
The books that changed your perspective.
The projects you were obsessed with for six months.
The goals you gave up on and later decided to revisit.
The mistakes you promised yourself you'd never repeat.
That's why OpenGradient got me thinking.
A lot of people focus on model intelligence. But if AI becomes something we interact with every day for years, memory might end up being just as important as intelligence.
Even the smartest assistant in the world is limited if every conversation starts from scratch.
Maybe the future won't belong to the AI with the highest benchmark scores.
Maybe it'll belong to the one that understands you better with every interaction.
Curious what others think.
Would you trust an AI that remembers your digital life better than you do
$OPG #OPG @OpenGradient
#CrudeOilPricesRise 20//6/2027
The broader Binance market looks mixed to slightly bearish today, with several major coins down in the last 24 hours while a few smaller tokens are posting sharp gains. On Binance’s listed markets, top gainers include coins like BICORE, and BEL, while top losers include HEI, ARDR and ASR
Key levels
$BTC
BTC: about $62,824.88, -2.49% in 24h
$ETH
ETH: about $1,694.60, -3.27% in 24h
$BNB
BNB: about $574.02, -3.00% in 24h
#sole
SOL: about $68.62, -4.30% in 24h
#CrudeOilPricesRise
Trading angle
If you’re watching Binance for trading opportunities today the main story is that largecap assets are softer while volatility is showing up in smaller listings and newly listed coins . Binance futures markets are also seeing similar weakness in major names, with BTC and ETH slightly lower there as well
Would you like a spot-market watchlist, futures snapshot, or a top gainers/losers list for Binance today
The broader Binance market looks mixed to slightly bearish today, with several major coins down in the last 24 hours while a few smaller tokens are posting sharp gains. On Binance’s listed markets, top gainers include coins like BICORE, and BEL, while top losers include HEI, ARDR and ASR
Key levels
$BTC
BTC: about $62,824.88, -2.49% in 24h
$ETH
ETH: about $1,694.60, -3.27% in 24h
$BNB
BNB: about $574.02, -3.00% in 24h
#sole
SOL: about $68.62, -4.30% in 24h
#CrudeOilPricesRise
Trading angle
If you’re watching Binance for trading opportunities today the main story is that largecap assets are softer while volatility is showing up in smaller listings and newly listed coins . Binance futures markets are also seeing similar weakness in major names, with BTC and ETH slightly lower there as well
Would you like a spot-market watchlist, futures snapshot, or a top gainers/losers list for Binance today
BTC market tomorrow burash
43%
BNB market tomorrow trading
21%
ETH market tomorrow bearish
36%
14 Гласа • Гласуването приключи
$BTC
The crypto market today une 20, 2026 is showing cautiously positive sentiment with altcoins outperforming Bitcoin. Here are the key updates:
Market Overview
Top News Stories
Altcoin Rally
#CrudeOilPricesRise
$ETH
New US Regulations Boost Confidence
The U.S. OCC encouraged banks to partner with stablecoin issuers, strengthening market confidence
$BNB
High Derivatives Activity
Perpetuals open interest: $945B
Trading volume: $1.66 analysts warn of leverage risks
5. Bitcoin Resilience
BTC holding around $112,690 despite dominance dropping, showing continued institutional interest #BlackRockIBIT75%InvestorsNewToETFs
The market reflects a shift toward altcoins as investors diversify beyond Bitcoin, with regulatory developments supporting longer-term confidence
The crypto market today une 20, 2026 is showing cautiously positive sentiment with altcoins outperforming Bitcoin. Here are the key updates:
Market Overview
Top News Stories
Altcoin Rally
#CrudeOilPricesRise
$ETH
New US Regulations Boost Confidence
The U.S. OCC encouraged banks to partner with stablecoin issuers, strengthening market confidence
$BNB
High Derivatives Activity
Perpetuals open interest: $945B
Trading volume: $1.66 analysts warn of leverage risks
5. Bitcoin Resilience
BTC holding around $112,690 despite dominance dropping, showing continued institutional interest #BlackRockIBIT75%InvestorsNewToETFs
The market reflects a shift toward altcoins as investors diversify beyond Bitcoin, with regulatory developments supporting longer-term confidence
Trade setup
DJT is currently trading below both its 50-day and 200-day moving averages which suggests the stock is still below its intermediate and longer-term trend levels The recent move is positive intraday, but the company remains highly volatile and the valuation is still tied to a business with negative earnings $BTC XRPDrops5%To$NVDAB $TSLAB #USIranSwissTalksPostponed
DJT is currently trading below both its 50-day and 200-day moving averages which suggests the stock is still below its intermediate and longer-term trend levels The recent move is positive intraday, but the company remains highly volatile and the valuation is still tied to a business with negative earnings $BTC XRPDrops5%To$NVDAB $TSLAB #USIranSwissTalksPostponed
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