Today's Take
Today's Take: The real inflection point is emerging from several forces converging. Model advances and agent demand are reshaping compute pricing, platform competition, and financing logic, while chip-asset repricing, oil-driven inflation, and geopolitical conflict simultaneously suppress risk appetite. If policy and regulation tighten further, whether technological breakthroughs translate into product revenue and engineering efficiency will determine the quality of this AI cycle.
AI
China's Daily LLM Usage Surges More Than 1,000-Fold in Two Years
Event: According to the China Academy of Information and Communications Technology, daily token usage in China rose from roughly 100 billion in early 2024 to 140 trillion by the end of March 2026—an increase of more than 1,000-fold.
Why it matters: The industry's bottleneck is shifting from model availability to inference capacity, scheduling efficiency, and cost per token. Agents' repeated calls will make infrastructure demand even more elastic.
Alibaba's Qwen Releases Preview of New Flagship Model
Event: On July 19, Alibaba's Qwen team released a preview of its next-generation flagship AI model, but available materials did not disclose performance metrics or an official launch date.
KTransformers Accelerates Heterogeneous LLM Inference
Event: The open-source Python framework KTransformers focuses on optimizing heterogeneous LLM inference and fine-tuning. It has received more than 18,000 stars and 1,400 forks on GitHub.
Why it matters: Heterogeneous hardware utilization and deployment costs are becoming critical determinants of engineering efficiency. A larger community can reduce developers' dependence on a single GPU stack.
Second-Generation Doubao Phone Debuts as Agents Take Over App Operations
Event: During WAIC 2026, Nubia and ByteDance demonstrated the NaviX Ultra, which can interact with apps including Douyin, complete a video-search task in about 30 seconds, and handle multiple task requests.
Why it matters: Competition is shifting from engagement within individual apps to control of the system-level task gateway. Permission boundaries, execution success rates, and third-party apps' willingness to integrate will determine whether agent-powered phones can scale.
SK Warns Semiconductor Demand Could Grow at Least 50% Next Year
Event: SK Group Chairman Chey Tae-won expects demand for AI semiconductors to rise 60% to 100% next year and overall demand to grow 50% to 60%, while incremental supply will be virtually nonexistent.
Why it matters: The supply-demand gap could extend pricing power from chips to electrical wiring, subsea cables, and factory construction. Material availability and facility delivery schedules will become hard constraints on new capacity.
Kimi Suspends New Consumer Subscriptions Amid Compute Shortage
Event: Forty-eight hours after launching Kimi K3, Moonshot AI suspended new consumer subscriptions to prioritize compute for existing users. It also plans to separate its main subscription from Kimi Code benefits.
Why it matters: Compute supply has become a direct constraint on user growth and product pricing. Separating subscription benefits suggests the company will price workloads more precisely to manage peak costs and service quality.
WAIC Humanoid Robots Shift from Demos to Large-Scale Deployment
Event: WAIC 2026 deployed about 60 full-size humanoid robots in public areas across the venue. AgiBot's A3 Ultra has more than 50 degrees of freedom and a dual-arm payload capacity of 38 kilograms.
Why it matters: Industry valuations are shifting from flashy motion demos to continuous operating time, failure rates, and cost per task. The real-world value of vision-language-action models and world models will be tested against deployment data.
Business
Meta May Lease $10 Billion of Compute Capacity to Anthropic
Event: In June, Anthropic proposed leasing two years of AI data-center capacity from Meta under a deal worth up to $10 billion, paid monthly and terminable early by either party. The proposal remains under review.
Why it matters: If completed, the deal would turn idle compute into a tradable asset and reshape Anthropic's cost structure. Monthly payments and termination clauses also reflect persistent uncertainty about demand.
Moonshot AI Eyes IPO Within Six Months After Model Breakthrough
Event: Moonshot AI has told investors it could go public in as little as six months. Its latest model has changed perceptions of China's AI capabilities and triggered volatility in technology stocks.
Why it matters: The IPO timeline will test whether capital markets are willing to reset valuation anchors around model capabilities, user demand, and compute shortages. The proceeds would also affect the pace of the company's capacity expansion.
Finance & Investment
AI Stock Rally Ends as Chip Sector Falls into Bear Market
Event: As of July 17, the AI trade—which had gained as much as 105%—was clearly unwinding, with chip stocks extending their decline into a technical bear market.
Score 98 · Source Latest Bloomberg Reports
ECB Expected to Hold Rates Steady While Keeping September Hike on the Table
Event: The European Central Bank is expected to defer a second rate increase at next week's meeting without ruling out further monetary tightening in September.
Why it matters: The key variable is whether rising oil prices reignite inflation expectations. Keeping September in play means the decline in European financing costs could be delayed further.
Score 98 · Source Latest Bloomberg Reports
Hedge Funds Add Bullish Oil Bets at Fastest Pace in a Decade
Event: As of July 18, hedge funds were increasing bullish crude-oil positions at the fastest pace in a decade, rapidly raising crowding in long energy trades.
Score 98 · Source Latest Bloomberg Reports
Moonshot AI Breakthrough Upends Leveraged AI Trades
Event: On July 18, Moonshot AI's unexpected technological breakthrough triggered a sharp decline in global AI and semiconductor stocks, inflicting significant losses on retail investors concentrated in leveraged funds.
Why it matters: The risk profile of AI assets now extends beyond earnings to abrupt generational shifts in model capabilities. Leveraged products amplify path dependence, and crowded trades may unwind faster than fundamentals can adjust.
Score 97 · Source Latest Bloomberg Reports
SpaceX Shares Plunge, Erasing $1 Trillion from Peak Valuation
Event: SpaceX shares fell sharply on Friday, July 17, wiping more than $1 trillion from the company's market value since its all-time high.
Why it matters: The pullback changes investors' tolerance for high-growth technology valuations. As capital demands tangible cash flow, the long-term premiums attached to both space and AI narratives will contract.
Score 97 · Source Latest Bloomberg Reports
US Day Traders Pile into High-Risk Crypto Products
Event: As of July 19, US day traders were piling into instruments described as “the most dangerous products in crypto,” though the available material did not disclose their exact structure.
Score 92 · Source Financial Times
Singapore Considers Tax Cuts for Hedge Funds
Event: Singapore is considering tax breaks for hedge funds to attract more asset managers and talent as it competes with Hong Kong.
Score 92 · Source Financial Times
Chip Stocks Enter Bear Market as AI Spending Returns Face Scrutiny
Event: On July 17, the sell-off in chipmakers accelerated, pushing the sector into a technical bear market as investors questioned whether ever-rising AI spending could still be justified.
Why it matters: Pricing is shifting from the scale of capital expenditure to return on investment. Cloud-provider revenue, chip utilization, and depreciation pressure will become the next valuation anchors.
Score 91 · Source Latest Bloomberg Reports
Policy & Geopolitics
US and Iran Exchange New Strikes as American Military Death Toll Rises to Three
Event: After two US soldiers were killed in Jordan, the United States and Iran launched a new round of strikes. The US subsequently announced that a third soldier had died.
Score 96 · Source Latest Bloomberg Reports
Russia Launches Largest Ballistic-Missile Barrage on Kyiv
Event: Around July 19, Russia launched its largest ballistic-missile barrage against Kyiv in more than four years of war, killing at least one person.
Why it matters: The scale of the attack will affect air-defense ammunition consumption and demand for Western aid, placing greater pressure on EU sanctions coordination, the pace of military assistance, and regional risk premiums.
Score 94 · Source Latest Bloomberg Reports
Landmark US Crypto Bill Could Still Pass This Year
Event: As of July 18, a landmark US cryptocurrency bill still had a chance of passing during this year's midterm elections despite significant resistance.
Score 91 · Source Latest Bloomberg Reports
Watch Signals
Watch five sets of signals next: whether stronger models create new product formats; how compute and chip prices are repriced; whether capital continues leaving richly valued assets; whether oil prices and conflict alter the path of interest rates and regulation; and whether gains in developer-tool efficiency translate into real adoption and revenue.
More in the Last 24h
The following items entered the candidate pool but were not included in today's main analysis section.
AI
- [22:17] Why Apple's OpenAI Lawsuit Doesn't Mention Jony Ive; AI Recording at Genius Bar | Latest Bloomberg Reports
- [16:42] Interns Earning ¥120,000 a Month | 36Kr - 24-Hour Trending
- [16:09] How Artificial Intelligence Could Trigger a Fiscal Crisis | Latest Bloomberg Reports
- [15:18] Singapore's DBS and OCBC Hire More People to Work with AI in Managing Client Wealth | Latest Bloomberg Reports
- [15:18] China's Moonshot Releases AI Model, Fueling a Surge in Technology Stocks | Latest Bloomberg Reports
- [14:12] Nine Million Pairs of AI Glasses “Locked Down” Overnight Because of One Tiny White Light | 36Kr - 24-Hour Trending
- [10:30] This May Be the Most Stunning Image from WAIC This Year! | 36Kr - 24-Hour Trending
Technology
- [22:49] Boeing Sees “Significant Volatility” in Its Supply Chain as It Raises Jet Output | Latest Bloomberg Reports
- [21:29] Burnham to Maintain Ban on North Sea Exploration Licenses | Financial Times
- [21:29] The Indian Rupee Problem Has Been Misdiagnosed | Financial Times
- [20:09] Pennsylvania House Race: Bresnahan-Cognetti Contest Signals Who Will Control Congress | Latest Bloomberg Reports
- [19:21] UK Steel-Quota Concession to Secure India Deal Puts Welsh Plant at Risk, Sources Say | Financial Times
- [19:21] China's Jingye Seeks Compensation over British Steel Nationalization | Financial Times
Software Engineering
- [22:48] Testing GPT-5.6 Sol on High/Max: Max May Not Be Worth It for Bug Fixes, but Could Pay Off for Rewrites and Migrations | V2EX - Technology
- [10:54] Northstar v9.0.0 Released for the Yingfu Quantitative Trading Platform | OSCHINA - Gitee Updates
- [02:43] [Rewrite Bun in MC++] More Than 200,000 Lines of Modular C++26 in Seven Days: A Performance-Art Recreation of Bun That Can Run Leading Open-Source Web Frameworks | V2EX - Technology
Business
- [15:18] Baker Tilly Eyes $3 Billion in Debt to Replace Private Credit | Latest Bloomberg Reports
- [15:18] Full Text of Carney's Gordie Howe Bridge Deal: Revenue to Be Shared with US for 15 Years | Latest Bloomberg Reports
- [15:18] Sateliot Expands Funding to Offer Satellite Service to Phones | Latest Bloomberg Reports
- [15:18] AI Fears Shake Markets as a “Bloodbath” Sweeps Emerging-Market Stocks | Latest Bloomberg Reports
Finance & Investment
- [22:17] Extreme Stock Swings Tempt Funds into Reverse Dispersion Trade | Latest Bloomberg Reports
- [19:21] How Will the ECB Respond to the Recent Rise in Oil Prices? | Financial Times
- [18:01] FT: Singapore Plans Hedge-Fund Tax Breaks to Strengthen Its Position as a Financial Center | Latest Bloomberg Reports
- [15:18] Pampa Approves $2.7 Billion Argentine Urea Plant Amid Shale Boom | Latest Bloomberg Reports
- [15:18] Argentina's Oil-Boom Province to Issue First US Bond Since 2017 | Latest Bloomberg Reports
- [15:18] Hedge Fund Blasts SEC Settlement After Gag Rule Is Lifted | Latest Bloomberg Reports
- [15:18] Amundi Says Oil and Gas Are Essential to the EU's Clean-Energy Transition | Latest Bloomberg Reports
- [15:18] Dip Buying Narrows Gold's Weekly Loss Despite Prospect of Rate Hikes | Latest Bloomberg Reports
- [15:18] CoreLogic Completes $5.25 Billion Bond Sale at Attractive Yields | Latest Bloomberg Reports
- [15:18] Netflix Shares Plunge After Company Forecasts Slower Growth | Latest Bloomberg Reports
Policy & Geopolitics
- [22:17] EU Faces Wavering Support for New Sanctions Against Russia | Financial Times
- [17:29] The Iran War Is America's Least Popular Since Polling Began | Latest Reports from The Economist
- [15:18] Trump's New Election Documents Undercut His Own Fraud Claims | Latest Bloomberg Reports
- [15:18] Trump Stokes Doubts About US Election Results in Pre-Midterm Speech | Latest Bloomberg Reports
- [02:17] Trump to Fund MAGA-Aligned Projects in Europe as He Reshapes US Aid Policy | Financial Times