今日要点
报道摘要:AI is reshaping cybersecurity for attackers and defenders alike. Learn how OpenAI is strengthening its defenses and what security teams can do now.。 这条线索的价值在于把标题中的主张与其证据、适用范围和后续影响分开看。来源:OpenAI,发布于 2026-08-17。
报道摘要:OpenAI joins PORTS-Pike project, expanding community investment and supporting thousands of Southern Ohio jobs。 这条线索的价值在于把标题中的主张与其证据、适用范围和后续影响分开看。来源:OpenAI,发布于 2026-08-17。
报道摘要:OpenAI funds 14 independent projects exploring new AI policy ideas to expand economic opportunity and strengthen societal resilience in the Intelligence Age.。 这条线索的价值在于把标题中的主张与其证据、适用范围和后续影响分开看。来源:OpenAI,发布于 2026-08-17。
AI 与科技
报道摘要:The model maker added $18 billion in annualized revenue in two months.。 这条线索的价值在于把标题中的主张与其证据、适用范围和后续影响分开看。来源:TechCrunch AI,发布于 2026-08-17。
报道摘要:"We have some really ambitious plans to help you work with AI in Chrome to get things done, and I’ll have more to share soon," Jacob Bank, Relay founder and CEO, said.。 这条线索的价值在于把标题中的主张与其证据、适用范围和后续影响分开看。来源:TechCrunch AI,发布于 2026-08-17。
报道摘要:Rare books are incredibly valuable for training LLMs, since these models have already trained on whatever’s available online.。 这条线索的价值在于把标题中的主张与其证据、适用范围和后续影响分开看。来源:TechCrunch AI,发布于 2026-08-17。
值得深读
报道摘要:The greatest invention in pet tech in recent years is the litter robot. A machine that scoops your kitties’ poop so you don’t have to - what else could a cat owner possibly want? How about insights into your kitty’s litter box usage that could flag health issu。 这条线索的价值在于把标题中的主张与其证据、适用范围和后续影响分开看。来源:The Verge AI,发布于 2026-08-17。
报道摘要:Anthropic has clarified how it’s planning to apply invisible watermarks to Claude-generated text in order to comply with Europe’s AI transparency rules. On Friday, Anthropic announced that Claude’s text marking system is "a version of the SynthID-Text approach。 这条线索的价值在于把标题中的主张与其证据、适用范围和后续影响分开看。来源:The Verge AI,发布于 2026-08-17。
报道摘要:Your AI Slop Bores Me is brilliant in its simplicity. There are two tabs: human and LARP as an AI. On one side, you enter a request. On the other, you submit an answer. But the important thing is that there’s a human on both sides of the equation. Prompts can。 这条线索的价值在于把标题中的主张与其证据、适用范围和后续影响分开看。来源:The Verge AI,发布于 2026-08-17。
报道摘要:Teachers need to model the passion they want to see.。 这条线索的价值在于把标题中的主张与其证据、适用范围和后续影响分开看。来源:纽约时报 AI,发布于 2026-08-17。
快速浏览
纽约时报 AI · 2026-08-17Nvidia to Back Ohio Data Center With as Much as $105 Billion:The data center, one of the world’s largest, could cost as much as $500 billion and will be leased by OpenAI.↗
纽约时报 AI · 2026-08-17A French Start-Up, Inbolt, Makes Robots See, and Work, Better:Inbolt, a French start-up that sells robot vision systems, helped a Stellantis plant in Detroit become a top performer in the company.↗
Hacker News 精选 · 2026-08-17AI;DR (AI; Didn't Read):Article URL: Comments URL: Points: 558 # Comments: 343↗
Hacker News 精选 · 2026-08-17Qwen3.8 27B scores 52 on Artificial Analysis:Article URL: Comments URL: Points: 295 # Comments: 128↗
Hacker News 精选 · 2026-08-17Universal Health Coverage Could Save $1T and 114k Lives a Year, Yale Study:Article URL: Comments URL: Points: 380 # Comments: 513↗
BBC · 2026-08-17Tributes to actress Hayden Panettiere as coroner finds 'no signs of trauma':The US actress, who has died at the age of 36, starred in the TV shows Heroes and Nashville.↗
BBC · 2026-08-17Trump threatens to bomb US ally Oman if it 'gets in the way' over Iran deal:Trump's threat on Oman, which has been holding its own talks with Iran to reopen the Strait of Hormuz, comes as a 60-day window for peace negotiations expires.↗
BBC · 2026-08-17Supreme Court again rejects Trump's bid to overturn E Jean Carroll sex abuse case:The US president has already paid the writer over $5m in damages in the assault and defamation case.↗
@Brad_Setser · 请求账号 @Brad_Setser · 2026-08-18 01:24:37 UTC · 引用原帖:The company with the factory in Beijing that official China loves to show off ...↗
@LizAnnSonders · 请求账号 @LizAnnSonders · 2026-08-18 00:31:03 UTC · 引用原帖:Such an important topic↗
@Brad_Setser · 请求账号 @Brad_Setser · 2026-08-18 00:29:09 UTC · 原创原帖:Going to start my assessment of the latest TIC data release (for June) with Japan -- Reserves dipped (b/c of intervention) in late May/ June, but if you look closely, Japan's holdings of long-term Treasuries didn't move as much 1/↗
@Brad_Setser · 请求账号 @Brad_Setser · 2026-08-18 00:21:22 UTC · 引用原帖:China's structural problem has long been a lack of household demand and a high national savings rate. That savings rate has been essentially unchanged over the last 10 years. It has become an acute problem after the housing bubble burst↗
@thsottiaux · 请求账号 @thsottiaux · 2026-08-17 23:53:40 UTC · 原创原帖:What is an obvious thing that we should do with Codex, API or our models that we should just do but haven't yet? What is 100% within reach, but we just seem to be missing?↗
@Claudia_Sahm · 请求账号 @Claudia_Sahm · 2026-08-17 19:49:49 UTC · 原创原帖:We have a clear sense of what Warsh doesn't like at the Fed, but very little sense of what he's proposing as a replacement. His Jackson Hole speech is an opportunity to fix that. Pick any part of his regime change and defend it. It's time to come down from 30,000 feet.↗
@LizAnnSonders · 请求账号 @LizAnnSonders · 2026-08-17 18:44:35 UTC · 原创原帖:As usual on Mondays, I’ll be joining @JoeMazzolaCS for #LizAnnLive from 3-3:25pm ET today on #SchwabCoaching:↗
@LizAnnSonders · 请求账号 @LizAnnSonders · 2026-08-17 18:42:34 UTC · 原创原帖:Latest August reports from @NAHBhome and @UMich show housing sentiment remains weak among both builders and consumers↗
@aleabitoreddit · 请求账号 @aleabitoreddit · 2026-08-17 18:42:13 UTC · 原创原帖:I've decided to name my next two pets Applied Optoelectronics and Sivers Semiconductors↗
@LizAnnSonders · 请求账号 @LizAnnSonders · 2026-08-17 18:42:09 UTC · 原创原帖:August @NAHBhome builder sentiment improved slightly to 35 vs. 33 est. & 34 in prior month↗
@Brad_Setser · 请求账号 @Brad_Setser · 2026-08-17 17:36:09 UTC · 原创原帖:FX settlement -- the best single indicator of Chinese intervention (including backdoor intervention) -- was + 25b or so for July, and $15b or so after adjusting for forwards That is down from ~ $50b in June 1/↗
@Brad_Setser · 请求账号 @Brad_Setser · 2026-08-17 16:45:57 UTC · 引用原帖:A stronger yuan would slow Chinese export relative to world trade with a 12m lag ... And that slowdown might convince Xi to take the need to clean up and recapitalizing the property sector more seriously ... it has been 5 years since the bubble burst↗
@Brad_Setser · 请求账号 @Brad_Setser · 2026-08-17 16:39:01 UTC · 引用原帖:Exports are now ~ 20% of China's GDP, with much higher levels of Chinese content than in the past. Export volume growth of 10% with (non-gold) import volume growth of zero adds ~ 2 pp to China's growth -- and allows Xi to avoid confronting China's real domestic problems↗
@Brad_Setser · 请求账号 @Brad_Setser · 2026-08-17 15:07:26 UTC · 引用原帖:This I think, an important point -- Ultimately a more balanced Chinese economy will require more social/ retirement spending and a stronger currency. The currency's value, which for China is an independent policy lever, has the more direct global impact ... 1/2↗
@aleabitoreddit · 请求账号 @aleabitoreddit · 2026-08-17 14:16:27 UTC · 原创原帖:It's official, Unitree the 8000x+ retail oversubscribed humanoid company in China. Is expected to go public in 2 days! So the 19th. Opening is implied to be around ~$41.66B MC per derivatives, around +363.3% above its ~$9B IPO valuation. Fun times for humanoids this week.↗
@michaelxpettis · 请求账号 @michaelxpettis · 2026-08-17 13:03:47 UTC · 原创原帖:To my friends in Beijing, no one has had a bigger impact on the Chinese indie music scene in the past three decades than Yang Haisong, as leader of PK 14, experimental musician, producer, writer, and head of Bing Ma Si records. He will perform at Sally Can't Dance Tuesday night.↗
@LizAnnSonders · 请求账号 @LizAnnSonders · 2026-08-17 12:35:53 UTC · 原创原帖:August Empire Manufacturing Index rose to 20.6 vs. 10.0 est. & 15.6 prior … new orders down to 17.3 vs. 22.2 prior; shipments down to 11.7 vs. 24.4 prior; prices paid up to 58.6 vs. 52.3 prior; employment up to 9.3 vs. 11.4 prior↗
@LizAnnSonders · 请求账号 @LizAnnSonders · 2026-08-17 12:29:54 UTC · 原创原帖:C’mon @CollinMartinCS, where is On Investing on this list? Podcasting’s biggest names are now earning tens of millions of dollars a year, fueled by major distribution agreements, advertising, and increasingly valuable audiences; @VisualCap graphic ranks 20 highest-earning podcasters in 2026 using latest available annual earnings estimates from @Forbes↗
@LizAnnSonders · 请求账号 @LizAnnSonders · 2026-08-17 11:30:05 UTC · 原创原帖:Sectors/indexes Friday and MTD/YTD↗
@LizAnnSonders · 请求账号 @LizAnnSonders · 2026-08-17 11:29:46 UTC · 原创原帖:Baskets’ performance↗
@LizAnnSonders · 请求账号 @LizAnnSonders · 2026-08-17 11:28:49 UTC · 原创原帖:Neural9 chart/table↗
@LizAnnSonders · 请求账号 @LizAnnSonders · 2026-08-17 11:27:42 UTC · 原创原帖:Sectors’ % of stocks at 4w and 52w highs↗
@LizAnnSonders · 请求账号 @LizAnnSonders · 2026-08-17 11:26:59 UTC · 原创原帖:Index drawdowns and % outperforming↗
@LizAnnSonders · 请求账号 @LizAnnSonders · 2026-08-17 11:26:18 UTC · 原创原帖:MA breadth charts↗
@aleabitoreddit · 请求账号 @aleabitoreddit · 2026-08-17 08:16:04 UTC · 原创原帖:Just some more demand imbalance visibility for $SNDK, $SKHY, $MU, Kioxia, and your NAND players. Phison CEO: "2027 capacity constraints will be even more severe than in 2026." "Upstream suppliers need up to 4 years from plant construction and equipment investment to actual production. With demand growing explosively and supply expansion limited, the NAND shortage is likely to last for years." Don't quite think I agree with the people claiming it's all over for memory, esp. NAND bottlenecks in 2026...↗
@Brad_Setser · 请求账号 @Brad_Setser · 2026-08-17 04:54:43 UTC · 引用原帖:China's currency is undervalued by 21% in the IMF's workhorse model, & in reality by more, as the IMF uses China's misleading official number for its c. account surplus ...↗
@michaelxpettis · 请求账号 @michaelxpettis · 2026-08-17 04:06:08 UTC · 原创原帖:Caixin: "China’s top financial regulator reported the elimination of 670 rural small and midsize banks as authorities pressed ahead with a broad sector overhaul. The consolidation underscores Beijing’s escalating effort to contain risks in the country’s fragile regional banking system through mergers and acquisitions, creating larger and better-capitalized institutions to help withstand economic pressure. Even so, asset quality remains a key challenge. A recent report from the Shanghai Institution for Finance and Development said regional banks continue to face pressure from local government financing vehicles, retail lending and the property sector, particularly in lower-tier cities."↗
@michaelxpettis · 请求账号 @michaelxpettis · 2026-08-17 03:42:23 UTC · 引用原帖:As Setser notes, a revaluation of the RMB is a necessary part of any reasonable global rebalancing. It is not the only policy, nor even necessarily the best policy, but it is the only realistic policy that can be implemented quickly enough to matter to China's trade partners, even if -- for that very reason -- this also makes it hard for Beijing, who would prefer a much slower rebalancing.↗
@aleabitoreddit · 请求账号 @aleabitoreddit · 2026-08-17 02:52:12 UTC · 原创原帖:I think we're seeing AI server MLCC demand cause an interesting effect... with tightening capacity for consumer/general-purpose MLCCs. If you get Vietnam flashbacks like I do to $MU / Samsung / SK Hynix -> Legacy DRAM: My thesis is we'll see the same thing here maybe late H2, early 2027 with consumer/broad MLCCs. From July 6th: "the crowding-out effect from AI-oriented high-end MLCC production has begun spilling over into both the automotive and consumer markets." July 28th: "AI Demand Pushes Japanese and Korean MLCC Suppliers to Record Monthly Shipments; Consumer-Grade Order Spillovers Continue to Surge" Aug 12: As [MLCC] capacity shifts from consumer grades to AI-oriented products... (Trendforce) Aug 12: China's electronics market channel checks found 22µF and 47µF MLCCs (used more broadly) out of stock. Then found and said certain manufacturers had stopped taking orders. (for reference: Walsin said high-volume smartphone/PC products such as... 22µF, so it's broader MLCCs) Obviously Samsung Electro-Mechanics/Murata are main beneficiaries of AI server MLCC ramp. But companies with large market share of overall MLCCs like Taiyo Yuden (6976, disclosure: I have positions) with less AI server share, would be a major beneficiary of this. Fun part is, we're only in H2 2026, so the next major bottleneck should be fun!↗
@aleabitoreddit · 请求账号 @aleabitoreddit · 2026-08-17 01:39:22 UTC · 原创原帖:"Severe InP Shortage Triggers Largest Price Hike Ever" - $AXTI. Suppliers have bluntly stated that "even if you have the money, you still may not be able to get the material" (lol). - Industry sources revealed that InP substrate prices began rising in Q4 last year and was the fourth consecutive substrate price hike. - The latest Q4 hike is expected to be >10%, - Meanwhile, prices for epitaxial wafers made from those substrates have already been raised two times, and the market is moving toward a 3rd consecutive increase in Q4. (I also wrote a thesis on $IQE, which benefits here too). Article states VPEC, Landmark, IET benefits (Taiwan centric reporting). I did predict this last year... The bottleneck is real, but I do have higher expectations for price hikes that comes next. Glad it's starting to play out.↗
@thsottiaux · 请求账号 @thsottiaux · 2026-08-17 00:36:11 UTC · 原创原帖:Codex ✅ Almost 100% reliable
✅ Occasional resets
✅ Open-source
✅ (will have Astra)↗
@aleabitoreddit · 请求账号 @aleabitoreddit · 2026-08-17 00:34:43 UTC · 原创原帖:Stripe reportedly buys OpenRouter for $7 Billion. I think their orchestration is easy to replicate and switch from. And there's very little moat. But atm, OpenRouter has the userbase, valuable dataset, + momentum. What's your take... Yay or Nay for the payments firm?↗
@thsottiaux · 请求账号 @thsottiaux · 2026-08-17 00:13:16 UTC · 引用原帖:GPT-5.6 Sol 1M in Codex. This used to only work for API keys, but we just flipped the switch and works for usage through ChatGPT accounts now too. The same warning applies, there is a reason the current context length is the default, we have tuned it to ~perfection. But you do you!↗
@Claudia_Sahm · 请求账号 @Claudia_Sahm · 2026-08-16 23:43:07 UTC · 原创原帖:Gotta give it Claude as a vacation planner. Less than two weeks ago I figured out some time off was a necessity. Gave me several options and it worked out so well. It even made fun of the books I tried to pack, calling them my job wearing a snorkel.↗
@Brad_Setser · 请求账号 @Brad_Setser · 2026-08-16 22:55:14 UTC · 引用原帖:I am quite confident of one thing: I cannot be credibly accused of ignoring Taiwan/ Taiwan's imbalances↗
@Brad_Setser · 请求账号 @Brad_Setser · 2026-08-16 20:39:52 UTC · 引用原帖:Germany's bilateral balance with China in the mechanical and electrical engineering sectors long at the center of the German economy continues to deteriorate -- and here the bilateral swing maps to bigger, global shifts too↗
@Brad_Setser · 请求账号 @Brad_Setser · 2026-08-16 20:14:07 UTC · 引用原帖:Indeed -- this is the one of the more significant differences of view between Setser/ Waddill and Gopinath, Gourinchas and Rey. We don't think the world can afford to continue to be patient and absorb the impact of China's highly unbalanced growth model↗
@thsottiaux · 请求账号 @thsottiaux · 2026-08-16 20:12:29 UTC · 原创原帖:Here is how to enable a 1M-token context window in Codex for GPT-5.6 Sol. Even though we have tuned the context limit in Codex to be set optimally when it comes to performance and cost, this is a common ask, so here it is documented. A larger context window lets Codex retain more code, tool output, and conversation history before summarizing older material. You need a model that supports it. And GPT-5.6 Sol, for example, has a documented 1,050,000-token window. Open ~/.codex/config.toml and add or update these settings at the top level, before any [section] headers: ```
model = "gpt-5.6-sol"
model_context_window = 1000000
model_auto_compact_token_limit = 900000
``` The first setting selects the model. The second tells Codex to use a one-million-token context budget. The third starts automatic history compaction around 900,000 tokens, leaving some headroom. Restart Codex client and start a new session after saving. To try the configuration for a single CLI session without changing your defaults: ```
codex -m gpt-5.6-sol \ -c model_context_window=1000000 \ -c model_auto_compact_token_limit=900000
``` Have fun, but also know that we tuned the default carefully!↗
@Brad_Setser · 请求账号 @Brad_Setser · 2026-08-16 20:09:56 UTC · 引用原帖:To be clear, I am not calling on China to remove its capital controls, nor is Xi likely to suddenly liberalize the financial account The IMF's estimate of undervaluation are based on the "current account" model, and right now current account based flows are generating real appreciation pressure.↗
@thsottiaux · 请求账号 @thsottiaux · 2026-08-16 20:03:51 UTC · 原创原帖:Sunday is for good vibes. As is any day of the week, but especially Sunday.↗
@Brad_Setser · 请求账号 @Brad_Setser · 2026-08-16 18:36:04 UTC · 原创原帖:Dunno, seems like China's currency might be a wee bit undervalued -- Massive export performance v global trade, large growth contribution from global exports, around its 2008 level v the dollar and its 2012 level of the BIS index ...↗
@aleabitoreddit · 请求账号 @aleabitoreddit · 2026-08-16 18:33:00 UTC · 引用原帖:I think @elonmusk said it best: “Robots don’t all need to be humanoid. But a general-purpose robot intended to replace human labor should fit the world humans already built. Roger, roger.” Personally, I expect $TSLA Optimus form factor to converge to the right image.↗
@Brad_Setser · 请求账号 @Brad_Setser · 2026-08-16 18:29:41 UTC · 引用原帖:Worth a read :)↗
@Brad_Setser · 请求账号 @Brad_Setser · 2026-08-16 17:54:05 UTC · 原创原帖:Appreciation of the renminbi is central to any realistic plan for reducing the global spillovers from China's ever-growing surplus. In the Economist. Joint with David Waddill, formerly of Moore Capital and now at Columbia 1/many↗
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今日最值得看
本期由 Computerphile 围绕“Quantum Simulation & Nature - Computerphile”展开。频道简介提到:Learn more about the Jane Street internship at: Simulations of nature and physics are a potential application of quantum computing. Ella and Alex take us through how using quantum techniques could supersede classical options. Dr Eleanor Crane is a Lecturer (As。 它适合作为线索入口;其中的解释、预测或因果判断仍应结合一手资料和反例核对。
本期由 Veritasium 围绕“Total Solar Eclipse From Space”展开。频道简介提到:What does an eclipse look like from the edge of space? We travelled to Spain for the 2026 total solar eclipse to find out. Sponsored by 80,000 Hours - Head to to start planning a career that can help change the world for the better. By joining their newsletter。 它适合作为线索入口;其中的解释、预测或因果判断仍应结合一手资料和反例核对。
本期由 Ben Felix 围绕“When Compounding Works Against You”展开。频道简介提到:Most people save without knowing their real "why." Free exercise for Canadians to find it. Meet With PWL Capital ————————— Timestamps 00:00 - Intro 00:54 - My Cancer Diagnosis 02:04 - Lifespan, Regret, and Decision-making 06:08 - Exercise 08:57 -。 它适合作为线索入口;其中的解释、预测或因果判断仍应结合一手资料和反例核对。
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