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一篇论文了解决策模型的训练《Towards Foundation Decision Models: Drex》 决策模型在很多场景比如分类、路由等任务上很有用，没有当时 Jev 刚出来吹的那么神，但是可以落地应用。 和传统的 BERT 比起来就是用 LLM 做backbone，知识容量和能力大幅提升。

一篇论文了解决策模型的训练《Towards Foundation Decision Models: Drex》 决策模型在很多场景比如分类、路由等任务上很有用，没有当时 Jev 刚出来吹的那么神，但是可以落地应用。 和传统的 BERT 比起来就是用 LLM 做backbone，知识容量和能力大幅提升。 话说这个论文的插图，我很怀疑是gpt生成的。

聪明的朋友可能发现了，虽然BTC最低触及了66+, 但很多山寨币并没有下跌太多，比如 $Pump一夜价格没有任何波动。 这就是我经常说的理论，山寨没有那么多货可出了，也没有做市价值。 目前山寨币指数在54，以往的下跌末期都会降到30以下。 这不是偶然，是未来的趋势，BTC的波动会大于一些山寨币，反而更适合交易者操作，山寨的流动性逐渐被吸干，一些龙头会有更好的上涨，大部分逐渐死亡，不归零但没人交易。 所以抄底时也许可以多考虑一些标的。 Sharp observers might have noticed that even though BTC dipped to the $66,000+ range, many altcoins didn’t fall all that much—for instance, the price of $PUMP remained completely flat overnight. This aligns with a theory I often discuss: there simply isn’t much supply left to dump in the altcoin market, nor is there much value in market-making for these assets. The current altcoin index sits at 54; historically, toward the end of a market decline, this figure typically drops below 30. This is no coincidence—it’s a sign of a broader trend. BTC’s volatility is now exceeding that of many altcoins, making it a better vehicle for traders. Meanwhile, liquidity in the altcoin space is gradually drying up. While a few leading tokens may still see significant gains, the vast majority are effectively dying—not necessarily hitting zero, but simply becoming illiquid with no trading activity. Therefore, when looking for "buy-the-dip" opportunities, you might want to be more selective about which assets you target.

Jensen Huang and his wife holding hands during his first public appearance since the reported resignation. ❤️ Despite all the noise, controversies, and public scrutiny, they still appear affectionate towards each other. Whatever happens in the corporate world, family and personal relationships remain an important part of life. After decades of building a global technology empire, perhaps this is a reminder that there's more to life than titles, wealth, and professional achievements. Success is great, but having someone who stands by you through different seasons of life is priceless. ❤️

In the name of God, the Most Compassionate, the Most Merciful. The enemies of the Iranian nation have long claimed that resistance requires endless hostility toward the Zionist entity. This claim has been tested. It has failed. The path of funding armed groups, isolating the country, and sacrificing the livelihood of the people for slogans has produced only weakness. The Jewish people remain in their land. The so called Resistance Axis has brought destruction upon those it claimed to defend. A nation cannot be strengthened by denying reality. Israel exists. It will continue to exist. The correct course is to abandon the policies that have impoverished Iran and empowered its true adversaries, those within the regime who profit from permanent conflict. The Iranian people deserve peace, dignity, and normal relations with the world. Those who insist otherwise serve only themselves.

MY PAYCHECK WAS SUPPOSED TO BE $4,000. INSTEAD, $50,000 HIT MY BANK ACCOUNT. I reported it to HR the next morning. Twenty minutes later, the CEO walked into the office, locked the door and said something that made my blood run cold. "I was beginning to think nobody here was honest." I've worked for this company for six years. My regular paycheck is $4,000. So when I checked my banking app on payday and saw a $50,000 direct deposit, I knew something was wrong. I didn't spend it. I didn't transfer it. I didn't even tell my coworkers. The next morning, I walked straight into HR. ME: "I think there's been a payroll mistake." HR: "What kind of mistake?" ME: "My paycheck was $50,000." She stopped typing. HR: "How much?" ME: "$50,000. My usual paycheck is $4,000." She stared at me for several seconds. HR: "Have you moved any of it?" ME: "No." HR: "Not even a small amount?" ME: "It's not my money. Why would I touch it?" She slowly closed her laptop. Then she asked a question I wasn't expecting. HR: "Did you receive a notification about the payment?" ME: "Of course. That's how I noticed it." She picked up her phone and made a call. I couldn't hear the person on the other end, but I heard her say: "He's here. And he hasn't touched it." She ended the call. ME: "What's going on?" HR: "How much do you know about the company's payroll system?" ME: "Nothing beyond checking my paycheck." She stood up, walked to the office door and closed it. HR: "Listen. You're not the first person to receive that amount." My stomach tightened. ME: "What do you mean?" She turned her computer towards me. There were eleven employees on a payroll report. Every single one had received a $50,000 payment. ME: "Eleven people?" HR: "Yes. You're the only one who hasn't moved the money." ME: "What happened to the others?" Before she could answer, someone knocked. Two firm knocks. Her face changed. Then a man's voice came from outside. "Open the door. We need to talk about those eleven payments." It was the CEO. 🧵

MiniMax H3-Image is the #1# open model in Multi-Image Edit Arena, scoring 1365 (#11# overall) and tied with Nano Banana 2 and Nano Banana Pro. It is the only open model in the top 20. It also lands: - #2# open model in Single-Image Edit (1359, tied with Qwen-Image-2.1) - #3# open in Text-to-Image (1197, tied with Ideogram 4.0) The lab reports this as the fastest 2K image editing model: 3x faster than Nano Banana 2.1 at 10-15s of generation time for 2K editing. Open weights are starting to close the gap towards the frontier. Congrats to the @minimax_AI team!

My husband had been unemployed for eight months. Every rejection email made him a little quieter. Then one afternoon, he came home holding his phone with shaking hands. Husband: "I got an offer. In another state." I screamed and hugged him. Then he read the last line of the email, and the room went silent. The company wouldn't pay a cent toward his move. Gas, a one-way trip, and a temporary place to stay would cost about $2,800. Me: "We have $3,100 in emergency savings. Let's use it." Husband: "No." I stared at him. Then he told me why…

🚨 BREAKING: MICROSOFT CEO SATYA NADELLA FINALLY ADDRESSES THE 24-HOUR OUTLOOK OUTAGE, AND HIS REMARKS ARE ALREADY RAISING EYEBROWS. In his statement, Nadella says: “We understand the frustration millions of users are experiencing, and we take full responsibility for the disruption affecting Microsoft services. However, I want to address something that has been circulating online. This incident is not politically motivated, it has nothing to do with Jensen Huang, and there is no connection between Microsoft’s technical challenges and the personal or professional affairs of individuals outside this company. Our internal review is ongoing, and while we have identified several areas that require further examination, I cannot disclose every detail at this stage. I ask our users to remain patient as we work towards a full restoration. We will provide further updates when we are in a position to share more.” The CEO’s carefully worded response has left some users asking an uncomfortable question: If there is nothing unusual behind the outage, why does the explanation sound so carefully guarded?