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Did you move back in with family during the 2020 pandemic? Did someone you know pack their car, break their lease, and drive home to a parent's spare bedroom? Here is what almost nobody realized at the time: under the federal government's own definition, losing your housing and doubling up with relatives due to economic hardship counts as homelessness. Not metaphorically. By definition. In July 2020, 52 percent of young American adults were living with their parents, a higher share than during the Great Depression. Millions of people experienced homelessness that year and never had to wear the label, because the Bank of Mom and Dad kept it off their record. Many of them went right back to despising the people who had no spare bedroom to retreat to. My new piece is about that mirror, the one held up in 2020 that nobody wanted to look into. The only thing separating a taxpayer from a tent is one crisis and one missing phone number. Read it here, and tell me in the comments: where did you ride out 2020?

America built a house on a broken foundation. When folks noticed the cracks, leaders painted the walls instead of fixing the concrete. First, laws allowed white men to own Black humans. When that stopped, the state wrote the Black Codes. Mississippi made it a crime for a Black man to lack a job, forcing men into unpaid convict labor. When those rules failed, the state wrote quiet rules. In 1933, the Home Owners Loan Corporation drew red lines across federal maps. Banks labeled Black neighborhoods hazardous, ensuring lenders would not approve home loans for Black residents. Next, towns used local real estate taxes to fund public schools. Rich white suburbs kept cash inside their own borders, while redlined Black neighborhoods had zero wealth to tax. The hate never left. It just learned to hide in plain sight.

🌍💡 What are ESG funds really? ESG investing looks at companies through three lenses: 🌱 Environmental impact 👥 Social responsibility 🏛️ Corporate governance But here’s what most investors miss: 👉 There is no single “ESG standard” 👉 Every fund screens differently 👉 What you own depends on the methodology ESG isn’t just a trend—it’s a framework. But knowing what’s inside your fund matters just as much as the label on it. Would you invest based on values, performance—or both?

California Is Blocking a Federal Audit of Its Voter Rolls California allows first-time voters to register using forms of ID that most Americans would find surprising, including: -Gym membership card -Employer ID card -Credit or debit card -Prescription drug label -Insurance card (California provides free health coverage to undocumented immigrants) Full list: This is permitted when a voter fails to provide a Social Security number or driver’s license at registration. Our office believes this policy deserves a closer look. We also have serious concerns about how California maintains its voter rolls. There are open questions about whether the state is promptly removing deceased voters, people who have moved, and individuals convicted of disqualifying felonies. On top of that, California allows third parties to collect and turn in ballots on voters’ behalf (a practice known as ballot harvesting) with few restrictions. This makes it difficult to track who actually received, completed, and submitted each ballot. For over a year, the Department of Justice has been trying to audit California’s voter rolls. Federal law gives the Attorney General the authority to review state voter files and confirm that only eligible U.S. citizens are voting in federal elections. @AAGDhillon sent California a letter explaining our legal authority. California refused to comply, claiming state privacy laws block the review, an argument that does not hold up because those laws don’t apply to the federal government in this context. We’ve sued California in federal court, and the case is before the Ninth Circuit Court of Appeals. If California genuinely wants voters to trust its elections, it should open its records, not fight to keep them closed. What are they afraid of?

一个中国 crypto trader，在 TikTok 上发了一段 neural network visualization 结果疑似不小心把系统正在 Polymarket 实时交易的画面露出来了 画面里全是蓝色连接线 hidden layers 纵向堆叠 neurons 在屏幕上不断触发 大多数人第一次看时，都忽略了中间一个很小的标签： “Bitcoin XVIII” 他把这条视频包装成一个普通 AI experiment 虚拟水族馆模拟 reinforcement learning “教神经网络学习生存行为。” 这是视频标题 但暂停在 0:16，细节就不对了 Profile： 模型似乎并不是在学习鱼的行为 hidden layer 里的标签，几乎和实时 Bitcoin prediction markets 对上了： price windows directional probabilities volatility ranges 这些信息被直接映射到 neural network 的 nodes 上，而所谓“模拟”还在后台继续运行 然后大家找到了这个 wallet 30 天 profit：$367,385 1,988 predictions 最大单笔 win：$183,000 几乎所有 active positions，都和 Bitcoin range markets 有关 entry price 集中在 94-98¢ 这正是自动化系统最喜欢 farm 的那类低波动 spreads： 赔率很高 空间很小 但可以持续重复 而且不需要人工一直盯着 1 小时内，评论区直接变成 detective board 有人把 TikTok 调到 0.25x 逐帧拼接 neural network 画面 然后把 hidden layer labels 和这个 Polymarket wallet 的 active positions 一一对比 时间点匹配得太精准 观众以为自己在看 AI visualization 但后台看起来更像是一个模型正在实时分类 market conditions，并根据 BTC 短线波动，把交易自动分配到不同 probability buckets 原 TikTok 只有 11,000 views。 但那条曝光 wallet 的 repost，一夜之间超过 600,000 views。 第二天早上，已经有人开始 clone 这个 interface，重建 network layout，并试图弄清楚： 为什么这个账户几乎所有 positions 都集中在 96-99¢，而且投入金额异常高。 最有意思的是： 原作者没有删除任何内容。 Wallet 也仍然 active。 问题是： 这类 Polymarket bot 的 edge，来自预测 BTC，还是来自把实时市场状态映射成可自动执行的概率分组？

Having a "high risk" brand means automatically most processors see you as a problem before you even apply. Doesn’t matter if your numbers are clean. They’ll still throw higher reserves at you, watch you closer, and be quicker to restrict you than a normal brand. We don't put labels on brands and treat each one individually. We can work with whatever system or niche your brand has.

Grok Build v0.2.19 is out! 🚀 2 CLI changes Highlights: • Monitors labeled in background-task reminders, terminable by name • Reading images with text-only models no longer bricks the session Complete details in thread ↓

THIS GUY LIVES UNDER SFO'S TAKEOFF PATH SO HE BUILT A CEILING PROJECTOR THAT TRACKS EVERY PLANE FLYING OVER HIS HOUSE IN REAL TIME he uses a cheap $30 radio receiver to pick up the signals that planes broadcast while flying. then projects them onto his ceiling in real time when a jet flies over his house you hear it outside and at the exact same moment a plane glides across his ceiling labeled with the airline, aircraft type, and destination pure black background so the projector's rectangle disappears and only the aircraft are visible but he didn't stop at planes it also draws the real sky behind them. sun, moon, bright stars, constellations, and live satellites including the ISS. all at their true positions for his exact location and time in real time so he's lying in bed watching the actual night sky projected onto his ceiling with real planes crossing through it as they take off from SFO there is a huge market for every man alive that runs outside to see the helicopter vibe coded the whole thing himself with a cheap radio, a projector, and some clever software

An AI model can get an ECG diagnosis right without reading the ECG. We tested frontier models from @OpenAI, @AnthropicAI, and @GoogleDeepMind, alongside smaller open models. After fine-tuning, models improved at predicting heart rate and electrical axis. But those values were already included in the prompt as machine-generated measurements. When the answer was in the text, the models learned it. When the answer was only in the waveform -> rhythm, conduction abnormalities, ischemic changes — they mostly learned the prior. Across model families, label formats, grid removal, stacked leads, and separate lead images, waveform-dependent performance stayed close to the majority-class baseline. A single accuracy number can hide prompt leakage, class imbalance, and missed abnormalities. We ran seven experiments to figure out what ECG models are actually learning: Thumbnail artwork inspired by J. Vermeer.

Jensen Huang did not label Marvell a "connectivity company"; he argued that once computing is disaggregated and distributed across the data center, connectivity becomes the necessary layer. On that basis he called Marvell "essential" to how AI data centers are evolving. The "connectivity equipment" framing is the reporters' paraphrase, with only "essential" appearing as his direct word.