2026-09-05 Daily Quick Read | Hilo Research
The current market is dominated by two main themes: the AI infrastructure supercycle and China's macro deleveraging. Institutions such as Morgan Stanley, HSBC, and JPMorgan confirm that AI capital expenditure is translating into substantial earnings growth for semiconductors, data centers, and enterprise software, while supply and demand for memory chips and advanced packaging remain persistently tight. Meanwhile, accelerated deleveraging in China's household sector and pro-cyclical fiscal tightening are weighing on domestic demand, and reforms to completed-property sales in real estate are reshaping developers' return models. Among commodities, gold and sugar receive strong bullish views, while the Asia-Pacific consumer sector shows extreme divergence, with capital seeking rebalancing between crowded technology positions and undervalued value stocks.
AI Infrastructure and Semiconductor Supply Chain
11 Related reports
Key views
Morgan Stanley believes a new corporate capex supercycle supported by AI, energy, economic security, and defense investment is already underway; regional equity preferences lean toward capex rather than consumption, and this logic is applied to Focus List construction.
HSBC notes that in the U.S. and Europe, AI adopters' revenue growth, earnings growth, and margin expansion have all outpaced those of companies not adopting AI, and AI productivity effects have begun to be reflected in fundamentals.
JPMorgan reports that Dell's AI server revenue in the 7 quarter reached USD 164 billion, securing record USD 609 billion in new AI orders, with backlog rising to USD 950 billion and full-year guidance raised to USD 740 billion.
Citi Research estimates that as per-rack power demand rises from about 125kW to over 1MW, Infineon's and STMicroelectronics' AI exposure could increase from 3-5% of current sales to 18-20% in 2028.
JPMorgan notes that China's average daily AI inference token consumption rose from about 1000 billion in early 2024 to over 140 trillion in 3 2026, forecasting a CAGR of about 330% for 2025-30, with inference compute accounting for 85% of total demand by 2030.
HSBC observes that the combined order backlog of four major Korean front-end semiconductor equipment manufacturers reached KRW 1.2 trillion in 2Q26, up 181% year-on-year, a new high since 2017.
Nomura notes that the global memory shortage is intensifying, with only 70%-80% of data center customer demand being met, and long-term agreements are expected to cover 50%-70% of total DRAM, NAND, and SSD sales.
Bernstein tracks 8 data showing that legacy DRAM contract prices will rise 19% quarter-on-quarter in 3QCY26, while blended NAND prices are expected to rise nearly 20% quarter-on-quarter.
Goldman Sachs notes that PCB companies such as WUS are benefiting from higher signal integrity and power integrity requirements for AI servers and high-speed networking, with ultra-high layer stack-ups and new material technologies becoming core competitive factors.
Goldman Sachs believes Range Intelligent's domestic AIDC business became a larger revenue contributor than IDC for the first time in 1H26, achieving a gross margin of 45%, significantly above the 20-25% average of typical compute leasing peers.
Goldman Sachs cites management stating that MiniMax Group's ARR has continued to grow since launching the M3 and H3 models in 8, with enterprise customers accounting for about 80% of revenue.
Current market environment
AI capex is penetrating from the cloud to the edge and enterprise, with hardware supply chain backlogs (servers, storage, power semiconductors, PCBs) hitting record highs. Advanced foundry capacity and HBM supply have become key bottlenecks, and vendors with locked-in capacity maintain seller's market advantages.
Future market changes
Explosion in AI Inference Demand Drives Long-Cycle Boom in Memory and Advanced Packaging
Long term
Triggers
- China's AI token consumption maintains a 330% CAGR
- LTA coverage reaches over 50% of total DRAM/NAND sales
Transmission channels
- Surge in inference compute demand
- HBM and advanced DRAM in short supply
- Long-term agreements lock in volume and price
- Memory makers' earnings visibility extends to 2028
Indicators to watch
- Korean equipment makers' order backlogs continue to hit record highs
- DRAM contract prices post consecutive double-digit sequential quarterly gains
Invalidation conditions
- CSP capex guidance cut significantly
- Demand collapse as end-market PCs/smartphones slash production massively due to high memory costs
Institutional disagreements
Sustainability of memory price increases
Different views
- Bernstein believes production cuts in PCs and mobile devices due to high memory costs signal that subsequent price hikes will narrow
- Nomura believes LTA proliferation will make the memory upcycle longer and more stable than traditional cycles, supporting revaluation
Opportunities and risks
Structural Revaluation of AI Power and Analog Semiconductors
Emerging opportunityPer-rack power demand is leaping toward 1MW, and European power semiconductors' AI exposure share will rise from single digits to nearly 20%.
Potential beneficiaries
- Infineon
- STMicroelectronics
- WUS
Risks
- Slowdown in AI capex pace
- Cyclical downturn in traditional industrial demand drags on overall performance
Indicators to watch
- Data center per-rack power density exceeds 500kW
- Relevant companies' AI revenue share increases quarter by quarter
Valuation Repair for Korean Memory and Equipment Makers
Consensus opportunityFundamentals are supported by LTAs with tight supply-demand, yet the 2027F P/E is only about 3x, as the market still prices them at a traditional cyclical peak.
Potential beneficiaries
- Samsung Electronics
- SK hynix
- Korean front-end semiconductor equipment makers
Risks
- PCs and mobile devices cut production due to high memory costs
- Geopolitical restrictions on exports to China
Indicators to watch
- Public disclosure of LTA contract terms
- Continuous upward revisions to 2027E EPS consensus
Related reports(11)
- Virtual Financials Day 2026 – Financing the Investment Super-Cycle, Adopting AIMorgan Stanley · 2026-09-01
- On Warsh and AIHSBC · 2026-09-02
- PCs and ServersJPMorgan · 2026-09-02
- Infineon & STM – More Than a Cyclical Recovery StoryCiti Research · Citigroup · 2026-09-02
- China AI Infra EcosystemJPMorgan · 2026-09-02
- Korea TechnologyHSBC · 2026-09-03
- Global MemoryNomura · 2026-09-03
- MEMORY TRACKER (Aug): Conventional DRAM & NAND price to rise nearly 20% in 3Q26Bernstein · 2026-09-03
- WUS (O02463.SZ): Asia Leaders Conference 2026 Takeaways: AI PCB mix upgrade with capacity expansion; BuyGoldman Sachs · 2026-09-03
- Range Intelligent (300442.SZ): Asia Leaders Conference 2026 Takeaways: Domestic AIDC + Overseas IDC to drive quality growthGoldman Sachs · 2026-09-02
- MiniMax Group (0100.HK): Asia Leaders Conference 2026 Takeaways: The Next Eraof Frontier AI Models; BuyGoldman Sachs · 2026-09-02
China Macroeconomy, Fiscal Policy, and Real Estate Policy
6 Related reports
Key views
Morgan Stanley believes China's broad fiscal deficit has narrowed by 2.5 percentage points since 7 2025, and this round of fiscal tightening is pro-cyclical because real estate remains a significant drag and households are deleveraging more aggressively.
Morgan Stanley expects China's household debt-to-GDP ratio to fall by another 3 percentage points in 2026, making 2026 the first year of year-on-year contraction in household debt, with year-to-date retail sales growth at only 1.2%.
JPMorgan lowers its full-year CPI forecast to 0.8% year-on-year, believing weaker growth and a milder inflation outlook raise the probability of rate cuts earlier than the fourth-quarter base case.
JPMorgan notes that government bond issuance in 8 rose only slightly to RMB 12030 billion, with the first 8 months completing 63% of the annual target, below 74% in the same period last year; faster deployment of fiscal funds is seen as a key variable for second-half recovery.
JPMorgan tracks that following the "828" policy, mainland China's first land parcel requiring completed-property sales will be auctioned on 9 23, with about 60% of units planned for government buyback as resettlement housing.
Barclays believes China's new housing pre-sale reform delays pre-sale permits until after the project's main structure is topped out, essentially shifting development and delivery risk from homebuyers to developers.
Goldman Sachs quantifies that strict enforcement of the completed-property sales model would reduce new project IRRs from the current mid-to-high teens to mid-single digits, and under the strictest scenario land sales could fall by two-thirds or more from current levels.
Goldman Sachs' weekly tracking shows uneven short-term economic momentum: property transactions and congestion levels are relatively strong, but consumer confidence, the weighted PMI employment sub-index, and policy bank support are weakening.
Current market environment
China is in a phase where private sector deleveraging overlaps with pro-cyclical government fiscal contraction, and the accelerating shrinkage of household balance sheets is suppressing domestic demand, while subdued CPI opens room for monetary easing. In real estate, completed-property sales reform is profoundly reshaping developers' cash flow and project return models, and high-frequency data indicate the foundation for economic recovery is not yet solid.
Future market changes
Early monetary easing to hedge deflation risks
Short term
Triggers
- CPI remains below 1%
- Third-quarter economic growth deviates from the target path
Transmission channels
- PBOC cuts rates and RRR earlier than the fourth quarter
- Decline in real economy financing costs
- Alleviation of household deleveraging pressure
- Support for consumption and property stabilization
Indicators to watch
- LPR cut
- Expansion in the scale of policy bank tool usage
- Rebound in total social financing growth
Invalidation conditions
- Unexpected rebound in inflation
- Rapid RMB depreciation constrains easing room
Deep industry consolidation triggered by completed-property sales reform
Long term
Triggers
- Completed-property sales rules strictly enforced nationwide
- Existing land reserves gradually exhausted
Transmission channels
- Project IRR falls to mid-single digits
- Small and medium-sized developers exit the land acquisition market
- New starts fall to about 2 billion square meters or lower
- Industry concentrates among SOEs with strong capital strength
Indicators to watch
- Sharp decline in land sales area
- Significant increase in concentration among top one hundred developers
Invalidation conditions
- Government benchmark land prices cut by at least 15% or deferred land payment allowed
- Policy implementation weaker than expected
Institutional disagreements
Ultimate impact of completed-property sales reform on the industry
Different views
- Barclays believes the reform does not substantively change weak underlying demand but instead widens developers' financing gaps, which will push up industry leverage
- Goldman Sachs believes that although project economics deteriorate, this aligns with declining supply and continued long-term consolidation, and current extremely low valuations provide a margin of safety
Opportunities and risks
Margin of Safety for Undervalued Quality Developers
Emerging opportunitySector share prices have corrected 10% since the policy announcement, corresponding to 0.4x 2026 P/B; extremely depressed valuations may already reflect most pessimistic expectations.
Potential beneficiaries
- CR Land
- COLI
- Jinmao
- Greentown
Risks
- Completed-property sales lead to further IRR deterioration
- Severe contraction in sales scale
Indicators to watch
- Share of second-hand home transactions in tier-one cities remains high
- Target companies' land acquisition costs decline or construction cycles shorten
Related reports(6)
- The Viewpoint: China’s Deleveraging: Deflation Risks Re-emergeMorgan Stanley · 2026-09-02
- China alt-data trackers chartpack (Series 62)JPMorgan · 2026-09-03
- Property Data MonitorJPMorgan · 2026-09-02
- Can housing reform in presales and property financing lift home sales?Barclays · 2026-09-03
- Quantify the impacts from a completed property sales modelGoldman Sachs · 2026-09-03
- China Economic Activity and Policy Tracker: Sep 4Goldman Sachs · 2026-09-04
Data Center Expansion and the Rise of Southeast Asian Hubs
3 Related reports
Key views
Goldman Sachs notes GDS expects about 1GW of orders in 2026, roughly half in tier-one markets and from non-GPU customers; move-ins in 2027 are expected to be high and concentrated in the second half, driving 2028 revenue growth to accelerate to over 20% year-on-year.
Goldman Sachs expects VNET's full-year new wholesale orders to be about 1.0-1.1GW; a CATL-related party plans to acquire about 38.8% of its shares to cooperate on compute-power facilities, and VNET has secured about 500MW of overseas resources, with the first-phase project targeted for delivery in 2H27.
Goldman Sachs cites expert views that AI is the largest structural demand driver for Southeast Asian data centers, forecasting a CAGR of 26-28% for the regional market through 2030, with utilization rates of 80-90% in most areas and 99% in Singapore.
Goldman Sachs notes Johor is expected to surpass Singapore as the region's largest hub within the next 8-12 months, with monthly service pricing for AI workloads reaching USD 200-250/kW, a premium of 150-200% over hyperscaler pricing.
Current market environment
Chinese data center operators are undergoing a structural shift from retail to wholesale, with hyperscaler AI demand driving strong order growth. Meanwhile, Southeast Asia, especially Johor, is absorbing spillover demand from Singapore to become a new hub; power access and construction cycles limit the pace of supply release, supporting existing operators' pricing power.
Future market changes
Source-grid-load-storage integration reduces data center operating costs
Medium term
Triggers
- CATL's acquisition of VNET shares completed before end-9
- GW-scale compute-power facility cooperation projects materialize
Transmission channels
- Integration of battery energy storage and distributed power networks
- Decline in data center power costs
- Project IRR rises to 12-15%
- Enhanced customer stickiness and profitability
Indicators to watch
- VNET's overseas projects delivered on schedule
- Improvement in unit EBITDA
Invalidation conditions
- Regulatory approval delays
- Cooperation fails to materially reduce power procurement costs
Related reports(3)
- GDS Holdings (GDS): Asia Leaders Conference 2026 Takeaways: Robust order wins; 2027 move-in acceleration to drive 2028 EBITDAGoldman Sachs · 2026-09-03
- VNET Group (VNET): Asia Leaders Conference 2026 Takeaways: Strong order outlook funded by disciplined financing; Eyes on CATL partnershipGoldman Sachs · 2026-09-03
- Asia Pacific Data Centers: Takeaways from Southeast Asia Data Centers Expert CallGoldman Sachs · 2026-09-04
China Consumer Retail and Equity Market Strategy
6 Related reports
Key views
Bernstein notes that sampled luxury mall sales in mainland China fell 12% year-on-year in 7 2026, and lowers its FY26E global luxury organic growth forecast to 5.1%.
JPMorgan believes Asia-Pacific consumption is shifting from a broad structural growth trade to a stock-picking market, forming a barbell pattern of value and high-end, with mid-tier formats facing ongoing share loss.
Bank of America's aggregated data show that within its China consumer coverage, 63% of companies missed 1H26 EPS expectations and only 16% beat, yet Hong Kong-listed Chinese consumer stocks trade at 11x forward P/E, near historic lows.
Goldman Sachs cites management stating that China's robot vacuum market share is concentrating toward Roborock and Ecovacs, neither of which intends to engage in price competition, and Roborock is poised to further gain share in Europe.
JPMorgan notes that as of the second quarter of 2026, domestic active public funds' allocation to IT was 46%, 3.9 standard deviations above the historical average, the most extreme sector concentration in the past decade.
JPMorgan advocates expanding allocations beyond AI, favoring healthcare, financials, transportation, and select materials, highlighting Meituan, Bank of China-H, and BYD-H as top picks for diversification.
Goldman Sachs observes MSCI China fell 0.9% that week, with domestic tech indices STAR50 and ChiNext plunging 5.1% and 4.0% respectively, while financial and value styles significantly outperformed in offshore markets.
Current market environment
China's consumer sector shows extreme divergence: macro uncertainty and tax enforcement risks suppress high-end luxury demand, mid-tier formats face downgrade pressure, while niche leaders with pricing power such as robot vacuums repair margins by avoiding price wars. In equity markets, domestic public funds' crowding in the technology sector has reached a ten-year extreme, with capital showing signs of rotating into underweight value, financial, and non-bank consumer sectors.
Future market changes
These reports do not specify a future scenario.
Opportunities and risks
Defensive Allocation to Undervalued HK Consumer Stocks
Emerging opportunityWidespread earnings weakness coexists with extremely low valuations of 11x forward P/E, and high dividend yields provide a margin of safety for selected names.
Potential beneficiaries
- Consumer leaders with brand moats and scale advantages
Risks
- Continued domestic demand contraction leads to further earnings downgrades
- Macro deflationary environment suppresses valuation multiples
Indicators to watch
- Retail sales growth stabilizes and rebounds
- Southbound funds continue net inflows into consumer names
Related reports(6)
- Global Luxury GoodsBernstein · 2026-09-02
- The Compass: The Consumer Is More Selective; We Are TooJPMorgan · 2026-09-02
- Learnings from earnings: highlights vs. lowlights in 1H26Bank of America · BofA Global Research · 2026-09-02
- Beijing Roborock Technology(688169.SS): Asia Leaders Conference 2026 Takeaways: Eyeing further share gain in Europe; BuyGoldman Sachs · 2026-09-02
- China Equity StrategyJPMorgan · 2026-09-04
- Markets fell 1% dragged by onshore tech; President Xi attended the SCO Summit in Bishkek; Manufacturing PMIs rose in AugustGoldman Sachs · 2026-09-04
Financials, Insurance, and AI Disruption Effects
3 Related reports
Key views
Morgan Stanley estimates global banks achieved about 10% net productivity gains over the recent 12 months, and after full AI embedding, banks' pre-tax profits could rise by about 18% long term; however, the proportion of Asia-Pacific banks facing moderate or greater AI challenges is 34%, far above 19% in the Americas and 3% in EMEA.
Citi Research reviews China's insurance industry 1H26 results: life insurance NBV growth was generally robust (China Life led with 34% year-on-year growth), and P&C combined ratios improved further (PICC P&C at 94.0%).
Citi Research expects Chinese life insurers to face more challenging year-on-year comparisons in 2H26, especially 3Q26, due to sales pulled forward before the pricing rate cap cut in 3Q25 and disruptions from bancassurance fee normalization.
JPMorgan notes that large Chinese insurers' core solvency adequacy ratios remained above 120% in 2Q26, supporting mid-term DPS growth of over 40% for major state-owned insurers, and life insurers are shifting to participating policies with minimum guaranteed rates of 1.25%-1.75% to lower funding costs.
Current market environment
AI's potential productivity gains for banking are enormous, but adoption gaps in Asia-Pacific could lead to severe divergence among institutions. China's insurance industry fundamentals are sound, with adequate solvency and product structures shifting toward participating policies to address the low-rate environment, though it faces high year-on-year base pressure and bancassurance channel adjustment disruptions in the near term.
Future market changes
These reports do not specify a future scenario.
Related reports(3)
- Virtual Financials Day 2026 – Financing the Investment Super-Cycle, Adopting AIMorgan Stanley · 2026-09-01
- China InsuranceCiti Research · Citigroup · 2026-09-01
- China InsuranceJPMorgan · 2026-09-02
Commodities, Energy Transition, and Shipping
8 Related reports
Key views
Citi Research considers sugar its highest-conviction bullish soft commodity view, expecting the global sugar balance to shift from a surplus in 2025/26 to a 1.3mmt deficit in 2026/27, and raises its 12-month target price to USD 0.22/lb.
Citi Research holds a neutral view on cocoa, believing that despite weather risks, global grindings are about 7% lower year-on-year and visible inventories in consuming countries have recovered notably, limiting upside price potential.
Citi Research expects gold to reach USD 5000/oz again by end-2027, with a bull case of USD 6000/oz, and large gold miners' share prices remain undervalued by about USD 500/oz relative to spot gold prices.
JPMorgan notes emerging market inflation-linked bonds outperformed nominal sovereign bonds for the second consecutive month, with average breakeven inflation rising 13bp, strategically favoring select exposures in Colombia, Poland, Mexico, and South Africa.
Barclays believes the global energy transition has entered a new phase, with investable bottlenecks shifting from renewable power generation economics to transmission and distribution networks, battery storage, flexibility resources, and reliable power.
Goldman Sachs expects the U.S. natural gas market to experience storage congestion and price weakness in 2027 due to surging Permian supply, after which LNG exports and power demand will drive supply-demand tightening from 2029 onward.
Morgan Stanley noted that the combined annual production growth rate of Europe's five major energy companies rose from 1.2% to 2.9% over 2025-30, but by 2030 about 15% of output may come from behind the Strait of Hormuz, increasing the geopolitical risk premium.
Goldman Sachs noted that the VLCC freight rate upcycle is expected to continue, with management expecting the TCE on the TD34 route in 4Q26 to reach at least USD 20 ten thousand/day, as restocking demand combined with rerouting has led to tight effective capacity.
JPMorgan noted strong earnings delivery for Chalco in 1H26; Chalco achieved 55% of FY26 consensus earnings in the first half, and aluminum prices are likely to stay high in the near term, supported by factors including China's 45 mt capacity cap and low inventories.
Current market environment
Commodity markets are diverging: sugar faces significant upside pressure due to tight Indian inventories and El Niño risks; gold is supported by a weaker US dollar and safe-haven demand; while cocoa is constrained by inventory recovery. Investment focus in the energy transition is shifting toward grid and energy storage bottlenecks. In shipping, VLCCs and intra-Asia container shipping maintain high freight rates due to operational friction and rerouting, while Chalco benefits from strong earnings delivery driven by its capacity ceiling.
Future market changes
These reports do not specify a future scenario.
Opportunities and risks
Valuation re-rating of gold miners
Consensus opportunityMiner valuations imply a discount of about USD 500/oz to the gold price, and more than 90% of gold mines have all-in sustaining costs below USD 2500/oz, making spot free cash flow yields attractive.
Potential beneficiaries
- Large-cap gold miners
Risks
- Sharp short-term pullback in gold prices
- Higher-than-expected cost inflation eroding margins
Indicators to watch
- Spot gold prices stabilizing at high levels
- Improved free cash flow conversion for miners
Related reports(8)
- Global CommoditiesCiti Research · Citigroup · 2026-09-01
- GoldCiti Research · Citigroup · 2026-09-02
- Global EM Inflation Linkers Monthly EM linkers outperform nominals for another monthJPMorgan · 2026-09-01
- 2026 Global Energy Transition Barometer: The Next Transition TradeBarclays · 2026-09-02
- US Softening in 2027,UntilDemand Growth Large Enough From 2029Goldman Sachs · 2026-09-03
- The Changing Face of the Majors: Upstream Fixing Under WayMorgan Stanley · 2026-09-03
- China Merchants Energy Shipping Co Ltd (601872.SS): Asia Leaders Conference 2026 Takeaways: 4Q26 VLCC TCE to exceed US$200k/ day,Goldman Sachs · 2026-09-03
- China Aluminium: Operators’ outlook more positive than share prices - Key takeaways from 1H26 earningsJPMorgan · 2026-09-03
New energy battery and photovoltaic industry chain
3 Related reports
Key views
JPMorgan expects 7 month-on-month and 69% year-on-year production growth in 9 month for China's top six battery makers, with CATL's 9 month output expected to rise 79% year-on-year; however, copper foil is currently a key production bottleneck, leading CATL to reduce NCM output and prioritize allocation to LFP products.
Goldman Sachs noted that LONGi is strengthening its profit-first strategy, with overseas module shipments up 26% year-on-year in 1H26 and BC modules accounting for 65% of total shipments, but it cut its 2026E-2030E ESS revenue forecasts by an average of 26% due to increasingly intense ESS competition.
Goldman Sachs cited EVE Energy management as saying long-term energy storage demand exceeds available capacity, with strong momentum expected to continue through 2027; the share of overseas deliveries is expected to rise from about 20% in 2026 to 40-50% in 2027.
Goldman Sachs noted that EVE Energy's power battery growth is expected to come mainly from commercial vehicles and large cylindrical cells, with management targeting 10 GWh of large cylindrical cell deliveries in 2026, and gross margins potentially exceeding 20% after stable mass production.
Current market environment
End demand in China's battery industry chain remains resilient, with production rising sharply year-on-year, but supply constraints in materials such as copper foil have altered manufacturers' product mix allocations, reinforcing LFP's relative advantage. During a period of overcapacity, photovoltaic companies are shifting to a profit-first approach and high-value-added overseas markets, while energy storage businesses face pressure from intensifying competition. Incremental drivers for battery companies are shifting toward overseas energy storage penetration, commercial vehicle volume ramp-up, and large cylindrical cell upgrades.
Future market changes
These reports do not specify a future scenario.
Related reports(3)
- China Battery & MaterialsJPMorgan · 2026-09-02
- LONGi Green EnergyTechnology Co.(601012.Ss)Goldman Sachs · 2026-09-02
- EVE Energy (300014.SZ): Asia Leaders Conference 2026 Takeaways: Accelerating overseas penetration; manageable policy risksGoldman Sachs · 2026-09-04
Enterprise software, AI agents, and labor market impact
4 Related reports
Key views
Morgan Stanley noted that CY2Q26 results weakened the "SaaS is dead" argument; large application SaaS companies with FY1 revenue guidance revisions within plus or minus 1% outperformed the broader software sector by an average of 18% in the five days after results.
Morgan Stanley believes enterprise application software retains governed data and business logic, serving as a deterministic execution layer that avoids being intermediated by AI; 9 of the top 10 AI companies use Salesforce products.
Morgan Stanley remains positive on ServiceNow and Atlassian and has turned slightly more positive on Salesforce, but noted that the shift from per-seat pricing to hybrid pricing could be a short-term drag on ACV before consumption ramps up.
Morgan Stanley noted that Tencent's WorkBuddy launch integrates hardware, applications, and developers into an open AI agent platform, with an ecosystem already covering more than 30 hardware brands and over 50 industries.
HSBC and The Hongkong and Shanghai Banking Corporation Limited noted that MiniMax is about to launch the M3 Pro model with 2.7-2.8 trillion parameters; the gross margin of its multimodal API exceeds 50%, and the text API gross margin has exceeded 40% after optimization.
Bernstein believes India's AI hiring boom is largely job repackaging; among roughly 3 ten thousand unique AI job postings, at least 43% appear to be traditional IT jobs labeled as AI, and only about 32% of positions are estimated to actually involve AI work.
Bernstein noted that formal salaried employment in India is weakening, with net new salaried employment in FY2025 6.3% below the FY2023 peak; tech job losses in recent years are estimated at over 10 ten thousand, and AI productivity gains may accrue mainly to shareholders and highly skilled workers.
Current market environment
Sentiment in the enterprise software sector has shifted from extreme pessimism to recovery; incumbent SaaS vendors maintain economic value in the AI era by virtue of data governance and workflow control, though pricing model transitions bring short-term revenue volatility. AI agent platforms are beginning to evolve toward open ecosystems, and the unit economics of frontier large models have improved significantly. However, AI's substantive impact on the labor market in India manifests as job displacement rather than net creation, and the apparent hiring boom masks the reality of deteriorating employment among younger cohorts.
Future market changes
These reports do not specify a future scenario.
Related reports(4)
- Signs of Life: Making the Case That SaaS Is ALIVEMorgan Stanley · 2026-09-03
- WorkBuddy Opens to Build Its Agent EcosystemMorgan Stanley · 2026-09-02
- MiniMax (100 HK)HSBC · The Hongkong and Shanghai Banking Corporation Limited · 2026-09-03
- India Strategy: AI & Jobs - the impending displacementBernstein · 2026-09-03
Embodied AI, humanoid robots, and advanced packaging
4 Related reports
Key views
Goldman Sachs believes embodied AI has moved beyond the research demonstration stage into early commercialization, with core bottlenecks shifting to reliability, generalization capability, and deployment economics needing simultaneous improvement; commercial applications require performance close to 100%.
Bernstein and Goldman Sachs expect initial deployments to concentrate on clearly bounded workflows such as logistics, certain retail applications, and industrial sub-tasks, and world action models are expected to be widely used for long-horizon autonomy over the next three years.
Bernstein noted that reinforcement learning breakthroughs in robotic manipulation are seen as a key catalyst akin to an "AlphaGo moment"; if solved, success rates for most tasks could rise from about 60% to 99%, and annual humanoid robot shipments are expected to reach 100 ten thousand units by 2031.
Goldman Sachs noted that Lingyi is upgrading from precision components to higher-end manufacturing such as humanoid robot joint modules, complete machine assembly, and thermal management and power solutions for AI servers.
Bernstein believes widespread hybrid bonding adoption for HBM is now unlikely within 2027 years, with the industry shifting to 8-hi configurations at least for HBM4; however, logic chips remain the primary near-term growth engine for hybrid bonding, with total TAM in 2028 estimated at about USD 14 hundred million.
Current market environment
Embodied AI is transitioning from the laboratory to real commercial deployment, with data collection efficiency and physical understanding capabilities being the key variables determining the pace of scaling. Initial applications are confined to narrow scenarios, but as production volumes rise and drive down costs, economic thresholds are gradually being crossed. On the underlying hardware side, large-scale adoption of HBM hybrid bonding has been delayed by stack height choices, but chiplet integration demand for logic chips fills the gap, supporting expansion of the advanced packaging equipment market.
Future market changes
These reports do not specify a future scenario.
Related reports(4)
- Asia Leaders Conference 2026 Takeaways: Panel Session: Full-Stack Embodied Al& Commercialization RoadmapGoldman Sachs · 2026-09-03
- Humanoid Robotics: The emperor's new brain and the AlphaGo moment - four predictions shaping the next three yearsBernstein · 2026-09-04
- Lingyi (Oo2600.SZ): Asia Leaders Conference 2026 Takeaways: Al servers and Humanoid Robots to fuel long-term growth; BuyGoldman Sachs · 2026-09-02
- Japan/EU Semis and Global MemoryBernstein · 2026-09-04
Logistics supply chain and industrial upgrading
9 Related reports
Key views
JPMorgan believes China's logistics industry is shifting from "scale at all costs" to sustainable growth based on pricing discipline, margins, cash generation, and service quality; J&T Express was the only major logistics company to beat expectations and raise guidance in its 2Q26 results.
JPMorgan noted that effective capacity in intra-Asia container shipping is constrained by port congestion, inland infrastructure, and equipment friction, and tactical adjustments cannot quickly release system-wide capacity, benefiting regional operators such as SITC.
Goldman Sachs noted that Milkyway's semiconductor full-chain logistics gross margin can reach 18-19%, about 6-7 percentage points above the company average, and it currently serves more than 150 semiconductor customers.
Morgan Stanley expects value growth in the hearing aid market to return to about 5% over the next 12–18 months, with in-ear hearing aid penetration potentially rising from the current 10% to about 25% by 2031; however, it initiated coverage on Carl Zeiss Meditec with an Underweight rating due to weakness in its China business.
Bernstein noted that GLP-1 therapies will drive total global peptide manufacturing demand from about 202 MT in 2026 to about 1.4 kt in 2033, creating structural opportunities for scaled peptide CDMOs.
Goldman Sachs noted that BOE is advancing display technology upgrades and transitioning to flexible OLED; Ninebot expects domestic electric two-wheeler revenue and margins to improve sequentially in 3Q26; and Anker Innovations' consumer energy storage business is expected to reaccelerate in 2H26.
Morgan Stanley expects Empyrean Technology, as China's largest domestic EDA vendor, to achieve a 2025-28e revenue CAGR of 23%, and under its base case expects digital IC full-flow EDA to be realized by 2027; however, its current 31x 2026e P/S valuation is two to three times that of global peers.
Current market environment
The logistics industry is undergoing a paradigm shift from scale orientation to margin orientation, with anti-involution policies guiding value creation, while constrained effective shipping capacity maintains freight rate resilience. The industrial and healthcare sectors show high selectivity: semiconductor logistics, peptide CDMOs, consumer electronics going overseas, and EDA localization demonstrate clear structural incremental growth, whereas traditional medical devices reliant on China end markets face pressures from sluggish demand and delayed restructuring benefits.
Future market changes
These reports do not specify a future scenario.
Related reports(9)
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US inflation dynamics and monetary policy
1 Related reports
Key views
By analyzing nearly 200 core PCE subcomponents, HSBC found that about 54% of consumption basket items currently have inflation at or above 3%, lower than the post-pandemic peak but higher than the pre-pandemic twenty-year level; however, the three-month annualized measure shows broad-based disinflation since 2 month.
Current market environment
The absolute level of US core inflation remains above pre-pandemic norms, but marginal breadth is improving; broad-based disinflation in the three-month annualized measure reduces the need for further Fed tightening, thereby easing market concerns about rate hikes and supporting risk assets.
Future market changes
These reports do not specify a future scenario.
Related reports(1)
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