Hedge & Bytes

🚨MIT researchers have mathematically proven that ChatGPT’s built-in sycophancy creates a phenomenon they call “delusional spiraling.” You ask it something, it agrees. You ask again, and it agrees even harder until you end up believing things that are flat-out false and you can’t tell it’s happening. The model is literally trained on human feedback that rewards agreement. Real-world fallout includes one man who spent 300 hours convinced he invented a world-changing math formula, and a UCSF psychiatrist who hospitalized 12 patients for chatbot-linked psychosis in a single year. Source: @heynavtoor

千亿大模型集体翻车，整个AI圈傻了。 3月25日，谷歌悄悄发布了ARC-AGI-3基准测试。 GPT-5：0.26% Claude：0.25% Grok：0%，直接交白卷 人类呢？旧金山街头随便找的测试者，100%满分。 这测试没规则、没目标、没说明。 扔进一个陌生环境，自己摸索，自己推理。 人类天生会的事，AI完全不会。

看到一句话，袁世凯是第一个死于个性化推荐算法的人… 这句话包含了所有我对LLM的担忧。

@Lawrenc09874431 @grok when did this event happen?

看来美国终于研究出如何摧毁地下导弹城的方法！ 伊朗有 31 个这样的地下城，每次打击后都被快速修复。看这架势，肯定是修复不了了。

李光耀1967年毒舌评美国："智商很高，但缺智慧，我不想跟美国人混" 你怎么看他的言论 ？

中国对比特币挖掘的打击已经到什么匪夷所思丧心病狂的程度，所有快递公司都不得再接受矿机的物流货运配送了。😡

In the final years of his life, Vladimir Lenin became increasingly worried about the future leadership of the Soviet state. After suffering several strokes between 1922 and 1923, he dictated a series of notes that later became known as Lenin’s Testament. In these writings, he evaluated the personalities and abilities of leading Bolsheviks. Lenin criticized Joseph Stalin, who had recently become General Secretary of the Communist Party in 1922, describing him as too harsh and concentrated with too much power. Lenin feared that Stalin’s temperament, what he called “rudeness” and impulsiveness, could damage unity within the party and the fragile Soviet government that had just emerged from the Russian Civil War. Lenin even suggested that the party consider removing Stalin from the position of General Secretary and replacing him with someone more patient and respectful toward other party members. However, after Lenin’s death in 1924, the testament was suppressed by senior Bolshevik leaders, including Stalin’s allies. Rather than being removed, Stalin gradually consolidated power through his control of the party bureaucracy and political maneuvering against rivals such as Leon Trotsky, Grigory Zinoviev, and Lev Kamenev. Within a few years, Stalin had emerged as the dominant leader of the Soviet Union, a development that profoundly shaped the country’s political system and global history for decades. #archaeohistories

傅晓田的故事，提供一点真实事实吧，她就读西南大学附属中学，成绩很不好，高中阶段没有好好读书，谈恋爱，有2个男生为她大打出手，并且伤害一方，本要抓进公安，但男孩的爷爷是北碚区委书记，不了了之。傅晓田高考，只考了三本，北京语言学校，她高中男朋友在北大读书，她去旁听，拿了北大结业证书，后男朋友留校，被派往英国公派读书，傅晓田陪读，才在英国剑桥去上了学，她的学术都不是考的，而是顺来的。她的爷爷是西南农大一名图书馆员，在文革时期不知道为什么原因也被算成了黑五类，与其他知识分子们一起关在牛棚里，其他知识分子都有底线，骨节，可傅登云'(傅晓田的爷爷)就专门在牛棚里面当间谍，状告其他的老师们。那个时候就叫傅晓田爷爷名"间谍"所以当我们看见傅晓田出事的第一反应，间谍会遗传耶!傅晓田的爷爷与我们父母是同辈，傅晓田爸爸与我们同岁，他赶考不成进入工厂，后因贪污被抓，下一辈的傅晓田与我侄女同班。底线不会有任何错误。 秦剛出事沒管住下半身｜傅曉田不是省油的燈｜為什麼還能享受副部級待遇｜#直播精選 youtu.be/eii-mR7rMrg?si… 來自 @YouTube

Bitcoin’s Float Is Drying Up The real Bitcoin story is supply. 1.~2.7M BTC on exchanges That is near the lowest level in years. Less BTC on exchanges means less liquid float available to sell into new demand. 2.~1.1M BTC on public company balance sheets That is already more than 5% of the 21M cap. And Strategy alone has been the biggest lock-up machine in the market. 3.Fair-value accounting is now live FASB’s crypto rule is effective for fiscal years beginning after December 15, 2024. That matters because companies can now carry eligible crypto assets at fair value instead of the old impairment-heavy model. Setup fewer coins on exchanges more coins in treasuries easier rules for the next corporate buyer Takeaways Float is tightening Bitcoin is becoming harder to buy in size.

根据内部员工的爆料，Bitget 昨日在内部要求全员，必须学习和使用 AI，并给员工分配了安装好的 OpenClaw 小龙虾助手，上层已要求全员必须熟练用 AI 提效，而不会用 AI 的员工会面临淘汰。 此外，在去年 Bitget 内部组建了一个 AI 团队，试水了名为 GetAgent 的 AI 产品，交易量数据为 250 万笔。 由于近期的 AI 热潮，该交易所决定升级相关业务线。 有另外一位员工也证实，其部门领导在今早的周会，传达了拒绝拥抱 AI 会被直接淘汰的消息，但由于新的考核要求，暂未下发，目前还无法确认，使用 AI 熟练度，是否计入每年的个人表现指标。 这也意味着，加密货币交易所如互联网企业一样，已开始内部要求全员使用 AI。

@Jackyi_ld 那呢么多唧唧歪歪 大家见多了去魅了而已

加密行业这几年最大的问题创新衰退了，这个问题根源来自两方面，一是美国上一届政府加密政策收紧，随着这次加密结构法案通过应该能解决。二是币安要求项目对加密VC的1➕3年锁仓机制，相信币安初心是好意，培养长期投资思维。现在这个机制后果是让项目方，做市商，交易所Liquidity先跑，而VC在漫长的解锁中归零。VC本来承担了一级市场最大的风险，却还要承担最晚退出风险，明显和传统投资市场向背，这样的后果是加密VC集体消亡，优质创业者很难融资，行业创新减少，@cz_binance 给CZ一个建议，给加密VC一个更好的退出机制，激活VC资本活跃起来，才能有利于行业创新，也更加有利于交易所上线优质资产。

Wall Street Still Does Not Understand What Is Setting Bitcoin’s Price Bitcoin’s price is not being set by “everyone.” It is being set at the margin. That is what the market still misses. New supply is only about 450 BTC/day about 3,150 BTC/week. Last week: US spot ETFs took in $568M ≈ 8,200 BTC at today’s price Strategy bought: 17,994 BTC Combined demand: ≈ 26,200 BTC New weekly supply: ≈ 3,150 BTC That is more than 8x new supply. This is the real story. Bitcoin does not need everyone. It only needs enough large buyers to absorb the float faster than miners create new coins. That is how price moves in a scarce asset.

Bitcoin has the stronger long-term case. Fixed 21M supply makes it digital gold—battle-tested security for 17 years, massive institutional inflows via ETFs, and sovereign adoption as a reserve asset. Ethereum shines with smart contracts, DeFi, and L2 scaling, but carries execution risks, ongoing issuance, and competition. If only one, BTC for preservation and asymmetric upside.

@saylor @saylor you got ripped off mike just chcked the price it remains sub 70k

Strategy has acquired 17,994 BTC for ~$1.28 billion at ~$70,946 per bitcoin. As of 3/8/2026, we hodl 738,731 $BTC acquired for ~$56.04 billion at ~$75,862 per bitcoin. $MSTR $STRC strategy.com/press/strategy…

@eurofounder @porkychopgames @grok Please verify

@porkychopgames In Germany a man can do it (head of a household)

I have just found out my wife secretly applied for a passport for our 1-year-old daughter I was furious "Last time I checked you don't need a passport to travel within Schengen!" I screamed at my wife I grabbed keys to my electric scooter and drove straight to the municipal office Told the clerk my wife applied without my knowledge "Happens way more than you think" he mumbled "While you're at it, cancel my wife's passport too" I said Clerk nodded and quickly started typing If I don't protect my family, nobody will

这个好耶，一台Apple Vision Pro的价格，$3,495带回家🤓 沉浸式玩游戏。 运动游戏两不误。

@WallStreetApes One thing I will never understand about the Epstein files—

🚨: A petri dish of human brain cells just learned to play DOOM