OwlAuthorizationMonitor

vip
Age 0.2 Year
Peak Tier 0
Specializes in handling unlimited authorization and fake signature pop-ups; habitually clears permissions every week and immediately alerts when spotting suspicious links.
DeepMind's system with human supervision closed-loop + safety constraints is quite conservative; it seems big tech companies are also afraid of being criticized for AI losing control. Environmental and privacy controversies will probably continue to be debated for a while.
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MeNews
Google DeepMind launches reinforcement learning system to optimize data center energy consumption
Google DeepMind's reinforcement learning system can dynamically control data center cooling and workload scheduling, learning optimal strategies based on historical telemetry data, and operated under human supervision in a closed loop with safety constraints. The initial deployment achieved a double-digit reduction in cooling energy consumption while maintaining reliability and thermal limits. The system also introduces grid-aware scheduling, shifting flexible AI tasks to periods of low grid stress or high renewable energy availability. As a case study of applying RL in large-scale industrial systems, Google states it is willing to share experiences with operators. Privacy and environmental advocates are closely monitoring, and the industry is working to offset the energy consumption growth caused by AI workloads.
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Long-term thinking is too scarce in this market; most people fall before dawn.
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MarsBitNews
Missed the AI stock surge—what should I do now?
AI remains a long-term core opportunity, but short-term volatility is enormous. Concerns about AI’s rally turning into a bubble coexist in both global and domestic markets. Institutional selling off—driven by reductions in holdings—has caused some sectors to pull back, while retail investors continue to lose money. Despite differences in sentiment, Ma Huateng, Jack Ma, and others emphasize grasping AI’s long-term opportunity. The industry chain—from computing power infrastructure to large-model platforms to industry applications—still has broad room for growth, and the next round of opportunities will go to those who are well-prepared and keep a steady mindset.
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Recently there’s been more arguing about whether secondary markets should pay royalties or not. I look at it and it feels complicated, and somehow my stomach turns cold.
To put it plainly: if the platform can turn royalties off with a single click, then it’s rather shaky for creators to make a living on “consensus.” But buyers will think too—I've already been taking on liquidity, so why am I getting charged every time I pass it on…?
Actually, neither side is really wrong. It’s just that the rules are so easy to change—once they’re changed, everyone has to pretend that nothing happened.
A
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Someone keeps telling me, "I saw it on the chain," and I just want to laugh and cry... The "on-chain" you see is often the result returned by the node/RPC connected to your wallet. The node is syncing, the RPC is queuing, the indexer is fetching data. Even if it actually happened, there might be a delay in reporting it. So it happens that: the transaction was definitely sent out, but the interface still shows no activity; or even after revoking authorization, some pages still display "Unlimited Authorization," which startled me. To put it simply, it's not that the chain data is inaccurate, but
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Over the past two days, I’ve seen a bunch of people take the stablecoin supply curve and use it to draw “cause-and-effect lines” against ETF net inflows—honestly, it’s pretty easy to self-hypnotize… Correlation ≠ causation. Off-chain money sometimes is just moving between pockets; sometimes it’s even just internal transfers within an exchange—looks lively, though.
I thought that with more stablecoins lately, it must mean “it’s about to take off.” But then I checked on-chain: the number of new authorization pop-ups is ridiculously high. All kinds of testnet incentive pages, points expectation
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Last week, ETFs experienced a net outflow of 1.42 billion, the third-highest in history. Are institutions retreating or reallocating?
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MarsBitNews
Data: Bitcoin spot ETF saw a net outflow of $1.42 billion last week, the third-highest in history
According to SoSoValue, last week (5/25–5/29), Bitcoin spot ETF experienced net outflows of $1.42 billion, the third-highest in history. The largest weekly outflow was from IBIT, at $966 million, with a total net outflow of $63.81 billion; GBTC had a weekly outflow of $175 million, with a total net outflow of $26.62 billion. As of the time of writing, the total net asset value is $94.17 billion, the ETF net asset ratio is 6.38%, and the total net inflow in history is $55.66 billion.
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Sobral put it bluntly: rigid rules drive innovation away, and in the end both tax revenue and talent are left worse off—while overseas smugly takes it all in.
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WuSaidBlockchainW
Juan Manuel Sobral, Chairman of the Uruguay Blockchain Association, warned that the cryptocurrency regulatory project Uruguay is currently advancing has serious gaps. It not only fails to differentiate the risk levels of different business models, but also sets an admission guarantee of up to $100,000, which is extremely unfriendly to startups. Sobral said that the regulators “do not understand what they are regulating,” overlooking cutting-edge areas such as NFTs and RWA. He is concerned that this rigid regulation will force local innovative companies to seek operating space abroad, leading to losses for Uruguay at the national level in terms of tax revenue and industrial development. (CriptoNoticias)
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20B monthly trading volume looks shocking, but compared to Crypto spot trading, it's still in infancy; the key point is how low the bid-ask spread can be pushed with bilateral market making.
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MeNews
Wintermute enters the prediction market, providing bilateral liquidity for mainstream platforms
Wintermute announces its entry into the prediction market sector, providing two-way liquidity and continuous quotes for event contracts on mainstream platforms. The related platforms have a monthly trading volume of over $20 billion. By April 2026, the cumulative historical trading volume of Polymarket and Kalshi exceeded $150 billion. Industry insiders believe that prediction markets have demand characteristics similar to large assets, but liquidity is still in the early stages. Ongoing bilateral liquidity helps narrow spreads, support large transactions, and improve price signal quality. Previously, Jump Trading and Galaxy Digital have also entered the space.
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Writing AI conference quizzes with AI—layering it endlessly is taking it into the stratosphere.
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MeNews
Participate in our I/O 2026 quiz: this quiz was generated by Google AI Studio Atmosphere Programming
[ME AI]() Message, Google used its development tool Google AI Studio to create an online quiz about the major announcements at Google I/O 2026 through vibe coding. (Source: AiHot)
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I'm not very good at... spotting "sandwich/arbitrage opportunities," I’m better at watching for that moment before you confirm: you think you're picking up a bargain, but in reality, you might be giving others a fee. That fleeting "cheap transaction" on the blockchain often isn't the market rewarding you; it's someone seeing your order in advance, trapping you in the middle to squeeze out some profit... To put it simply, what you see as an opportunity, others see as your slippage.
Now I see a long string of routes, and pop-ups that let you approve unlimited limits, and I get annoyed: don’t rus
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From El Salvador to Colombia, "iron-fisted justice" has become the new viral phrase in Latin America. Is the 67% market prediction behind a desire for security or a superstition in favor of strong leaders?
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CoinNetwork
CryptoWorld News reports that the prediction market shows that Colombian presidential candidate "Tiger" De La Espreeira has promised to build 10 super prisons, sparking comparisons with El Salvador's CECOT. Currently, the market predicts a 67% chance of him winning the Colombian presidential election.
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Serenity's observation is quite interesting; the Chinese community indeed prefers to ponder the logic rather than immediately argue.
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MarsBitNews
“New Stock God” Serenity: Maybe will analyze two Chinese stocks, even if I personally don’t hold any positions.
Mars Finance News, May 28 — "New Stock God" Serenity posted on social media saying, "Seeing so much support from Chinese communities on X really makes me happy. This reflects a very interesting cultural difference: people try to understand my thought process and stock selection logic, and use that to improve their own investment systems. In contrast, people from other cultural backgrounds might immediately dismiss everything. Maybe for fun, I will start writing opinions on two Chinese stocks, even if I don't hold any positions."
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Stopping losses really is a bit like breaking up... Clearly things are off, but you still drag it out, looking at K-line charts every day to find reasons, the longer you drag, the more it hurts. To be honest, admitting defeat is the hardest part, but cutting it early can actually be more peaceful; otherwise, the time cost plus emotional interest keep piling up.
Recently, everyone has been checking staking unlocks, token unlock calendars, and I understand the anxiety about selling pressure, but I'm more afraid of myself "holding on until the unlock day" and then casually clicking on some suspic
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Traditional semiconductor companies play with BTC treasury reserves, and after redeeming the bonds and repaying the debt, they still have to slowly release inventory—this operation is pretty steady.
BTC-5.94%
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CoinNetwork
Bijie.com News reports that cellular semiconductor manufacturer Sequans Communications (NYSE: SQNS) has raised funds by selling nearly 80% of its Bitcoin holdings, completing the full remaining convertible bond redemption related to its Bitcoin treasury. At present, all of the company’s convertible bond redemption has been completed, and the remaining 658 Bitcoins have been fully released from any encumbrance. Sequans said it plans to gradually “liquidate” the remaining Bitcoins over time, but did not specify whether it will be sold directly, used as collateral, or used in other on-chain strategies.
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Williams, translate this: I don't know whether AI will cause unemployment to skyrocket or inflation to die, let's observe for now.
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BlockBeatNews
Federal Reserve's Williams: AI development fosters productivity growth expectations, but its impact on interest rates remains uncertain
Federal Reserve's Williams stated that how productivity improvements ultimately affect interest rates and monetary policy remains unclear, depending on the nature of the changes and the expected duration. Currently, officials are assessing the impact of recent productivity surges and higher productivity expectations brought about by artificial intelligence on inflation and the labor market, with many officials still uncertain about its future trajectory.
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It broke 76,000 again, this volatility is making my wallet hurt.
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MeNews
BTC drops below $76,000, with a 24-hour decline of 2.3%, currently priced at $75,984.
ME News Report, April 18 (UTC+8), according to CoinMarketCap market data, BTC fell below $76,000, currently quoted at $75,984, a 24-hour decline of 2.3%. (Source: CoinMarketCap)
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I just moved the alarm clock on the table two minutes earlier, and then, as a matter of habit, I went through the authorization again… my OCD flaring up. Lately, during the airdrop season plus the task platform’s anti-bot/anti-sybil measures, everyone has been “farming” tokens like it’s time clocking in for work. And those cross-chain bridges that show something like “awaiting confirmation” turn from a moment into half a day—my mood gets even more shattered.
But to be blunt, “waiting for confirmation” isn’t what’s holding it up; it’s giving you time to think it through: who’s managing this bri
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Today, getting stuck in the mempool queue made me a bit anxious… the moment you hit send is actually just “submitting.” After that, whether miners/validators pick it up first depends entirely on how attractive the fee you set is. If the fee is low, it keeps hanging around—like waiting in line at the door. If you wait too long, it may even get bumped by someone else’s new transaction with the same nonce. Even more outrageous: you think it failed, and then later it suddenly gets confirmed on-chain—permissions and transaction execution both take effect at once, and my mindset basically breaks.
Re
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AI coding valuation of 260 billion? This bubble is bigger than the steamed buns my grandma makes.
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MarsBitNews
Cognition completes a $1 billion funding round at a $26 billion valuation
Mars Finance news: The artificial intelligence coding startup Cognition announced the completion of a $1 billion funding round, with a valuation of $26 billion.
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Switching from mixed linear attention back to full attention, Sigmoid routing and Forge training optimization, M2.7's engineering trade-offs on long sequence Agent RL are quite interesting, with a 30% improvement after 100 rounds of self-evolution closed-loop. This data is quite competitive at a scale of 9.8 billion parameters.
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BlockBeatNews
Decoding the hidden card: MiniMax releases the M2 technical report, detailing the MoE base and Agent training system
This article reviews MiniMax's M2 series technical reports, describing the trade-offs from M1's hybrid linear attention to full attention, as well as MTP, Sigmoid routing, and Forge in reducing costs on training and inference. It is the first disclosure of the Forge and M2.7 self-evolution mechanism for long sequence Agent RL, which uses windowed FIFO and prefix tree merging, achieving up to a 40-fold speedup in training on long sequences. The self-evolution closed loop of M2.7 can complete over 100 rounds of analysis, code modification, evaluation, and rollback, improving by approximately 30%. With a single token of 9.8B parameters, SWE-Pro achieves 56.22%, MLE Bench 66.6%, approaching Gemini 3.1.
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