AI compute and advanced packaging expansion continue to drive constructive expectations across the APAC technology chain
AI summary card
AI compute and advanced packaging expansion continue to drive constructive expectations across the APAC technology chain
JPMorgan highlighted today that META’s compute expansion, MU’s higher capex, stronger visibility on AMAT equipment demand, and TSMC’s CoWoS expansion are all supportive for the semiconductor, storage, equipment, and advanced packaging supply chain.
- META is reported to have signed long-term supply agreements with Samsung and Sandisk, and plans to deploy around 7GW of compute this year and around 14GW in FY27, which is constructive for the storage chain including Samsung and Kioxia/Sandisk.
- MU is reported to have raised U.S. domestic capex from $200bn to $250bn through FY35 and signed a 10-year supply agreement with GWC, benefiting front-end equipment and silicon wafer suppliers.
- AMAT management said that major semiconductor customers provided production plans extending beyond FY27, with some extending out to FY30, improving visibility for SPE demand and strengthening the outlook for high growth in advanced packaging equipment.
- TSMC CoWoS FY26-FY28 capacity forecasts were raised again, with year-end capacity projected at 115k/190k/225k, and AP7 Phase 2 fast-tracked toward CoWoS, supporting OSAT expansion.
- The China AI chip supply-demand gap is driving domestic substitution, with training and post-training markets seen as the next frontier opportunity after commercialization of inference.
Report interpretation
Overview
This is a JPMorgan APAC technology daily highlights digest, focused on news on META, MU, AMAT, TSMC and related APAC semiconductor supply-chain developments. The core thread is that AI compute demand is spilling over into storage, advanced packaging, semiconductor equipment, silicon wafers, electronic materials, and China AI chip substitution. The report also covers industry updates on Nan Ya Plastics, Taiwan drone exports, SK Hynix, LG Innotek, Tokyo Electron, Kioxia, CXMT, Luxshare, as well as subsequent company events, expert talks, and earnings calendars.
Core views
The core view is that the AI infrastructure investment cycle remains strengthening: META’s large-scale compute deployment and long-term supply agreements increase demand certainty in the storage chain; MU’s upward revision to U.S. capex supports demand for semiconductor equipment and materials; AMAT customer production plans extending through FY27 and partly FY30 improve medium-to-long-term visibility for SPE demand; TSMC’s faster ramp in CoWoS and advanced packaging capacity with roughly a 20% supply-demand gap is supportive of TSMC, OSAT, equipment, and test chains. On China AI chips, the supply-demand gap is catalyzing domestic AI chip adoption, with training seen as a new opportunity after inference commercialization.
Analysis framework
The report uses an event-driven and supply-chain transmission approach, mapping company news, capex, supply agreements, capacity forecasts, and customer production plans to beneficiary chains such as semiconductor equipment, advanced packaging, materials, storage, AI chips, and drones. The focus is not a single-company financial model but rather an assessment of industry momentum based on AI compute demand, capacity bottlenecks, capex, and order visibility.
Methodology notes
Starting from compute deployment by hyperscale cloud providers, trace through storage, foundry wafers, advanced packaging, equipment, and materials.
META 7GW/FY27 14GW compute deployment, MU capex, TSMC CoWoS capacity, and AMAT equipment demand together form validation for the AI hardware supply-chain upswing.
Use CoWoS capacity, OSAT expansion, and supply-demand imbalance to judge medium-term strength in the advanced packaging chain.
The report raised FY26-FY28 CoWoS capacity estimates and notes that the supply-demand gap has widened to around 20%, while OSAT CoWoS-like capacity is also increasing rapidly.
Map supply agreements, capex, management commentary, export data, and industry news to relevant listed companies.
For example, META’s long-term supply agreements correspond to Samsung and Sandisk/Kioxia, MU capex corresponds to TEL, SCREEN, and SUMCO, and AMAT demand visibility is linked to TEL, SCREEN, Lasertec, Advantest, Disco, and Ebara.
Asset mapping & comparison
Structured mapping from thesis to named assets (strengths, weaknesses, peers, risks).
- US.METAsource of AI compute demand
- Strengths
- Plans to deploy large-scale compute and sign long-term supply agreements, indicating sustained AI infrastructure investment.
- Weaknesses
- The report does not provide META earnings impact estimates or valuation analysis.
- Comparison
- Compared with supply-chain companies, META is more demand-side driven than a direct beneficiary of capacity expansion.
- Risks
- Uncertainty around AI capex returns, supply-chain execution, regulation, and platform business growth.
- US.MUbeneficiary of storage capex and supply agreements
- Strengths
- Raises U.S. domestic capex to $250bn and signs a 10-year supply agreement with GWC.
- Weaknesses
- Higher capex may create cyclical supply and free cash flow pressure.
- Comparison
- Compared with equipment and materials suppliers, MU is both an investor and a direct recipient of cyclical storage price impacts.
- Risks
- Storage price volatility, wafer ramp timing, and AI demand below expectations.
- US.AMATimproved visibility on semiconductor equipment demand
- Strengths
- Customer production plans extend beyond FY27, partly to FY30, and advanced packaging equipment is expected to grow strongly.
- Weaknesses
- The report is based on management commentary and does not provide quantified upgrades in orders or revenue.
- Comparison
- Along with peers such as TEL, SCREEN, Lasertec, Advantest, Disco, and Ebara, AMAT is expected to benefit as SPE peers.
- Risks
- Semiconductor capex cycle reversal, export controls, and delayed customer investment.
- US.TSMcore beneficiary of CoWoS and advanced packaging expansion
- Strengths
- CoWoS capacity forecast raised, AP7 Phase 2 accelerates expansion, and target price is NT$3,100 with an OW rating.
- Weaknesses
- Advanced packaging expansion requires capex and supply-chain support; short-term capacity bottlenecks remain.
- Comparison
- Compared with OSAT and equipment vendors, TSMC sits at the core of AI accelerator advanced-process and advanced-packaging nodes.
- Risks
- Customer demand pace, advanced packaging yields, geopolitical and execution risks in capacity build.
- Samsung / Sandisk / Kioxiapotential beneficiaries of META long-term supply agreements
- Strengths
- Long-term agreements raise demand visibility and may prompt peer valuation repricing.
- Weaknesses
- Specific pricing, scale, and earnings contribution are not disclosed in the report.
- Comparison
- Compared with peers without long-term agreements, contracted firms have higher order certainty.
- Risks
- NAND supply expansion, price cycles, and customer concentration.
- TEL / SCREEN / Lasertec / Advantest / Disco / Ebarabeneficiary chain in semiconductor equipment peers
- Strengths
- MU capex, AMAT demand visibility, and advanced packaging expansion jointly support equipment demand.
- Weaknesses
- Each company benefits at different points in the chain, and the report does not provide individual financial elasticity.
- Comparison
- TEL and SCREEN are specifically mentioned for rising shares in SEC/MU; Lasertec, Advantest, Disco, and Ebara are cited as positive read-through for SPE peers.
- Risks
- Delayed customer capex, equipment delivery bottlenecks, and intensifying competition.
- ASE / GPTC / Chromaadvanced packaging and CoWoS-related beneficiaries
- Strengths
- OSAT CoWoS-like expansion, TSMC AP7 Phase 2 reallocation, and rising equipment demand form positive catalysts.
- Weaknesses
- Capacity expansion requires order conversion and capex realization.
- Comparison
- ASE is more OSAT capacity expansion-focused, while GPTC and Chroma are more tied to key equipment and specific process points.
- Risks
- Packaging demand pace, customer qualification, capacity utilization, and capex return.
- Chinese AI chip vendors / Iluvatar CoreXdomestic substitution and training-market opportunity
- Strengths
- Demand scarcity is catalyzing domestic AI chip adoption, with some domestic chips approaching NVDA Hopper performance; training or post-training becomes the next opportunity.
- Weaknesses
- Commercial scale, ecosystem compatibility, and mass-production stability still need to be proven.
- Comparison
- Compared with inference, the training market has higher entry barriers but potentially larger addressable opportunity.
- Risks
- Software ecosystem, advanced-node supply, export controls, and client validation cycles.
Key data
- META compute deployment planaround 7GW in 2026, around 14GW in FY27Bloomberg reports that META plans a large-scale AI compute buildout and has signed long-term supply agreements with Samsung and Sandisk.
- MU U.S. domestic capexraised from $200bn to $250bn through FY35The report views this as constructive for front-end semiconductor capital equipment suppliers and silicon wafer suppliers.
- AMAT demand visibilityclear client demand over the next 8 quarters, with some customers providing directional outlooks to FY30From Nikkei coverage of AMAT CEO Gary Dickerson.
- TSMC CoWoS capacity forecastFY26/FY27/FY28 year-end 115k/190k/225kThe report raised FY26-FY28 CoWoS capacity estimates by 1%/9%/11%, respectively.
- OSAT CoWoS-like capacityFY26/FY27/FY28 year-end 15k/50k/85k wfpmThe ramp is positive for ASE, GPTC, and other packaging and equipment-related companies.
- CoWoS supply-demand gaparound 20%The report argues the gap is widening, supporting the advanced packaging expansion thesis.
- Nan Ya Plastics 2Q net profitNT$26.8bn, +88% QoQAbove JPM's NT$20.5bn and market consensus of NT$16.6bn, with electronic materials OPM potentially above 20%.
- Taiwan drone exportsUSD 148m in first 4 monthsExports have accelerated significantly, with Czechia, Poland, and the U.S. as the top three destinations.
Impact & implications
For investment implications, the report reinforces a multi-point resonance in the AI hardware chain: cloud provider compute expansion supports demand for storage and advanced packaging, rising storage capex supports front-end equipment and silicon wafers, and the advanced packaging capacity gap supports TSMC, OSAT, and packaging equipment, while domestic substitution in China AI chips opens new opportunities for domestic GPU and training chip makers. Overall, the report is constructive on APAC semiconductor, equipment, packaging, materials, and AI-chip-related assets, but notes that demand pace, capacity execution, durability of customer orders, and policy/geopolitical factors should be monitored.
Risks
- If AI compute investment slows, demand for storage, advanced packaging, and equipment may fall short of current expectations.
- CoWoS, OSAT, and advanced packaging expansion carry risks around yields, equipment delivery, customer qualification, and capex execution.
- The storage industry remains cyclical; incremental capex could create supply-demand volatility in the future.
- Domestic substitution in China AI chips is constrained by process, software ecosystem, customer validation, and policy environment.
- The report is largely composed of news flow and sales and trading department summaries, with parts of the information relying on media reports or management commentary and lacking full financial-model validation.
- Geopolitics, export controls, and cross-border supply-chain restrictions could affect the semiconductor equipment, advanced packaging, and AI chip supply chain.
What to watch
- Whether TSMC’s 2Q earnings call revises ASE-related capex and guidance on CoWoS/advanced packaging expansion upward.
- The actual scale, shipment cadence, and order contribution of META’s long-term supply agreements to Samsung and Sandisk/Kioxia.
- Order pull-through to TEL, SCREEN, SUMCO, and the silicon wafer supply chain after MU’s U.S. capex upward revision.
- Whether the 8-quarter order visibility from AMAT and peers translates into upward revisions in revenue and profit.
- Whether the CoWoS supply-demand gap stays around 20%, and whether FY26-FY28 capacity expansion is delivered as planned.
- Whether Chinese AI chips progress from inference into training/post-training commercialization, especially for domestic vendors such as Iluvatar CoreX.
- Whether Taiwan’s drone export momentum can extend beyond early European success to more Western buyers.
- In earnings calendars through late July and August for semiconductors, hardware, IT, and internet companies, whether order, capex, and AI demand guidance improves.