Global News (Canada)
중도 성향
기타
Manitoba’s nurse-to-patient ratios must be set soon, union urges
The new legislation sets out the need for nurse to patient ratios, but doesn't outline how many nurses should be allotted to each patient.
"RATIOS" · 총 10건
필터 보기현재 지수
50.3
0 = 부정 우세
50 = 중립
100 = 긍정 우세
최근 7일 기준 81,850건을 분석한 결과, 뉴스 심리지수는 50.2(균형)입니다. 긍정 4,323건(5.3%)·중립 75,417건(92.1%)·부정 2,110건(2.6%)이며, 중립 비중이 뚜렷하게 높습니다. 성향 지수는 종합 15.3(중도 균형)입니다.
The new legislation sets out the need for nurse to patient ratios, but doesn't outline how many nurses should be allotted to each patient.
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Measles in the US, a cholera outbreak in the DRC, TB patient registration drops in Cambodia, Kenya, and Mozambique and closer to home, HIV outbreaks in children have all been linked to what doctors have warned are cuts to programmes and disastrous policy changes. Global funding has shrunk for healthcare across countries that need it the most which is why experts in Pakistan are really getting worried. The effects are immediately clear on the ground. In the busy streets of Lyari, Karachi, Amna Sualeh once navigated confidently through her community as a health worker with the Greenstar Social Marketing’s Sitara Baji (star sister) programme. Women trusted her to provide affordable intrauterine devices (IUDs), counselling on how to space out their children, and basic reproductive health services. “Before, with donor support, we could perform IUD insertions for just Rs500,” she says. “Now it costs up to Rs10,000 in private clinics. Many simply can’t afford it anymore.” Her clients, mostly working-class mothers, have begun skipping visits or turning to unsafe alternatives. As Pakistan’s macroeconomic crisis stretches out, many women have stopped coming altogether as their incomes have shrunk. This refrain is repeated across the provinces as overseas development assistance, once an indispensable backbone of the country’s public health system, contracts sharply. While not a principal focus of the global conversation on the impact of the Great Aid Recession, Pakistan enters the second quarter of the 21st century with its health system already stretched thin. It spends just 0.9 per cent of its GDP on public health, far below the WHO’s 5pc benchmark for universal health coverage. Life expectancy is 67.3 years, which is four years below the South Asian average, and conversely, infant and maternal mortality remain stubbornly high at 50.1 deaths per 1,000 live births and 155 deaths per 100,000 live births, respectively, more than double the rates of neighbours such as Bangladesh and Nepal. These outcomes reflect chronic underinvestment, rigid budgetary structures, and a system that has long relied on overseas technical and financial assistance for crucial health functions that domestic resources have not historically covered. For years, overseas development assistance, including both on-budget funds that flowed through government budgets and off-budget funds directed to NGOs, helped bridge key gaps in the system. While it comprised only a small proportion (around 1pc) of public health spending, much of this assistance was for crucial system functions that have historically been underserved in government budgets and policy. This is particularly true for funding from Global Health Initiatives (GHIs), specialised international financing mechanisms that support priority health programmes around the world, through organisations such as the Global Fund for TB, AIDS and Malaria and Gavi. In Pakistan, this support included the less visible aspects of health, such as supply chain logistics, cold chain management and storage, commodity procurement, monitoring support, and technical capacity building across key programmes like mother and child health, family planning, immunisation, HIV-AIDS, malaria and TB. As laid out in a recent report by think tank Tabadlab, the unprecedented global aid retrenchment crisis that has enveloped the world since 2025 has hit many of these programmes hard. USAID’s suspension led to the closure of over 60 UNFPA-run health facilities in Khyber Pakhtunkhwa, directly disrupting care for 1.7 million people and halting HIV-AIDS programmes in Sindh that were providing life-saving medications to patients. Screengrab from Tabadlab research paper on aid cuts. This was followed by reductions in financial commitments in Pakistan from multilateral GHI donors such as Gavi and The Global Fund, as finances were redistributed across regions and priorities. Drawdowns in Gavi affected vaccination programmes caused layoffs of over 200 vaccinators in Lahore alone. A $27.2 million Global Fund reduction halved TB support in multiple provinces, cut diagnostic kit financing by 75pc, and placed treatment for over 42,000 HIV-positive patients at risk. Across the board, these cuts are eroding important nodes of the health system for which ODA had earlier provided the systemic architecture and connective tissue. Preventative healthcare’s invisible erosion Preventative health programmes—long under-prioritised in domestic health budgets and rarely accorded priority by local politicians and policymakers who tend to focus resources on visible infrastructure—have been disproportionately impacted. Organisations like the Global Fund helped develop monitoring and surveillance systems and trained thousands of frontline workers to prevent and monitor the spread of communicable diseases. Over the past year, many of these programs have been terminated. Dr Ilyas Gondal, former director general of health in Punjab, oversaw the administration of these programmes firsthand. “Preventative healthcare has not been given its due importance here,” he observes. “Donors filled critical gaps in programmes such as the Expanded Programme for Immunisation (EPI), AIDS, Hepatitis and TB through support for training, outreach, health awareness, literature, and logistics. Now, most of that work has stopped across all of these programmes.” Dr Gondal fears that progress on coverage for vaccine-preventable diseases could be reversed if no arrangements are made for alternative financing. Ejaz Mahmood, a community health worker at Indus Hospital in Faisalabad, worked with the Global Fund-supported Infection Prevention and Control (IPC) programme, which trained 10,000 frontline workers in standard operating procedures for infection prevention across the country and developed IPC committees following the Covid-19 pandemic. He describes how most of those IPC committees have now become non-functional, and critical infection prevention training has been abandoned. “No one is there to train health workers anymore. We are already seeing needle-stick injuries rising, with over 111 such cases in Faisalabad this year, along with rising cases of HIV-AIDS and Hepatitis B.” Screengrab from Tabadlab research paper on ODA cuts on Pakistan’s health system. Some of the fallout of such crucial programmes being abandoned may already be contributing to disease outbreaks. Over the past year, Pakistan has witnessed one of the fastest-growing HIV epidemics in the WHO Eastern Mediterranean region, with a 200pc rise in infections between 2010 and 2024. Recent media investigations in Punjab and Sindh uncovered multiple HIV outbreaks originating from health facilities that disproportionately affected children, with the reuse of syringes, non-screening of blood samples, and other unsafe medical and waste management practices identified as the causes. As donors that were crucial in enabling preventative interventions and programmes draw down support, the risk of such outbreaks is likely to increase, unless the funding and institutional structures for these programmes are sustained or replaced with domestic capacity and resources. Tuberculosis detection and treatment in jeopardy Pakistan ranks fifth globally in TB burden, with nearly 650,000 cases and 70,000 deaths annually; over half of cases go undetected. Provincial TB control programmes have long depended on donors for the bulk of programme funding. While provincial governments contribute brick-and-mortar infrastructure for these projects, organisations like The Global Fund financed everything from service delivery to detection and surveillance to commodity stocks. Dr Sher Afghan, director of the TB Control Programme in Balochistan, is direct about the scale of the crisis: “We currently face an 80pc funding gap.” The cuts resulted in a 50pc reduction in programme human resources. “We have had to halve monitoring and surveillance staff, postpone prevalence surveys, and capacity building programmes that were training 800 workers a year.” In resource-strapped provinces with unique geographical access challenges like Balochistan, this has made TB detection increasingly difficult. Programme administrators like Dr Afghan are concerned about the increased risk of undetected transmission. “Every TB-positive patient who is not treated spreads the disease to 12 people on average. Thus, every undiagnosed case means potentially 13 undiagnosed cases.” The Global Fund cut has also triggered a 50pc reduction in district-level monitoring and community interventions staff in Punjab and Khyber Pakhtunkhwa, alongside a 75pc cut in diagnostic testing kits and the elimination of capacity-building. Utilisation of USAID in Pakistan’s healthcare system Life and healthcare programmes; primary healthcare in erstwhile FATA and frontier regions; childhood and neonatal support; malaria control. Screengrab from PIDE research paper on foreign aid, donors and consultants. Babar Shigri, former programme management specialist with USAID Pakistan, observed the impact of donor withdrawal firsthand. In Khyber Pakhtunkhwa and Sindh, USAID supported TB programmes with contact tracing, pharmaceutical products, community mobilisation and management information systems that improved detection rates. “It’s not about funding alone,” he says. “When USAID left, work slowed down overall as one of the main actors driving and coordinating advocacy was gone.” In Balochistan, Dr Sher Afghan is cautiously optimistic that the government will step up to the challenge and is working on creating budgetary space for the programme. But with the sudden shock to a system long dependent on donor-led systems, there is a risk of systemic collapse to the programme unless there is rapid action to create fiscal and institutional mechanisms for transitional planning. Family planning being priced out of access Family planning programmes have been among the hardest hit. Through off-budget ODA, donors like USAID supported access by underwriting everything from supply chains to capacity building for large non-governmental family planning providers such as Greenstar Social Marketing and Rahnuma FPAP. When funding evaporated, the effects were immediate. Dr Syed Azizur Rab, CEO of Greenstar Social Marketing Pakistan, describes a donor-supported network that enabled underserved rural and working-class communities to access contraceptives and SRH services nationwide. “Donor support covered functions ranging from commodity subsidies, training, and logistics to community outreach and monitoring,” he explains. With that support gone, clinics have had to raise fees to cover costs and scaled back services. Screengrab from PIDE research paper on foreign aid, donors and consultants. Access to contraceptives, particularly long-acting ones like IUCDs and implants has been severely affected. According to Dr Rab, due to a lack of domestic production and rising costs of imports, “without donor subsidies, implants and IUCDs in private are simply commercially non-viable.” This effect has been compounded by increased taxes on contraceptives by the government as a revenue measure, further pricing them out of reach amid a prolonged inflationary crisis. Greenstar-affiliated clinicians such as Amna Sualeh now watch clients weigh the increased cost of an IUCD against tighter household budgets. Many are now forgoing modern contraceptive methods altogether and having unintended pregnancies as a result. In Mardan, Khyber Pakhtunkhwa, Noreen Nasir, a lady health visitor and midwife with over two decades of experience, worked for years as a family planning provider with USAID’s now-terminated Building Healthier Families programme. The project supported training and diagnostics, IUCDs, injections and implants for women in working-class neighbourhoods. “We used to be able to provide these commodities and services at a very minimal cost because of donor support,” she says. “Now we have to charge for them and face frequent shortages of implants and injections. At times, I pay for delivery kits out of my own pocket because the client can’t afford them and the delivery would be riskier otherwise.” As a result of the loss of support, she says, increasing numbers of women are turning to unqualified providers and stocks of key family planning products have fallen short. According to Noreen, the loss of access to affordable natal and post-natal care is also affecting infant nutrition, with reduced breastfeeding rates and rising underweight deliveries in the community she serves. Rahnuma FPAP, one of the country’s largest reproductive health networks, has closed dozens of centres. District Programme Manager Farrukh Bashir is pessimistic in his assessment: “When the funding stopped, all project beneficiaries lost access, and we had to close all donor-supported clinics. In facilities where we used to have three doctors, we now have just one. Doctor-client ratios have worsened across the board, and thousands of women from working-class communities have lost reliable sexual and reproductive health care.” Mother and child health fragile gains at risk The cuts have also severely impacted mother and child health programs and services in a country that has long had some of the worst maternal, neonatal and child health outcomes in Asia. Donor financing for these programmes was critical in reducing maternal mortality across the country (from 276 per 100,000 births in 2006 to 155 by 2024). ODA for it was particularly important for remote and marginalised regions of provinces such as Balochistan, where access to facility-based maternal and child healthcare is limited amid resource and geographical access challenges. Community health worker Shazia Ahmad worked with the EU-ECHO project, which helped upgrade basic health units and hospitals in underserved districts, and provided delivery kits, folic acid, nutrition advice, breastfeeding support and health awareness sessions. “The project was very well received in the communities, and we registered over 100,000 women. We were conducting health screenings for mothers and children while also providing nutrition supplements in districts with the highest malnutrition rates in the country.” Screengrab from PIDE research paper on foreign aid, donors and consultants. But with the termination of the project, medicines and services have been halved, and more layoffs are planned. Shazia worries about reversing the substantive gains they had made in rural communities in Balochistan. “The project was very popular with communities, and we were already seeing genuine behavioural change. Now all that work is at risk, and we are unable to follow up on the healthcare needs we had identified.” In a Rahnuma clinic in a working-class neighbourhood in Faisalabad, Punjab, Dr Amna Ehsan once operated under a “no refusal” policy with low charges for marginalised women. Donor funds allowed subsidised medicines and gynaecological OPD services. Now services are being privatised, and fees are rising. “We had very low charges and could provide low-cost medicines which were affordable for the marginalised communities we work in,” she says. Patient volumes, faced with increased fees for services and medicines, have slowed to a trickle. Systemic vulnerabilities and the transition challenge These individual stories of the struggles of health workers and administrators in the face of ODA cuts illustrate the broader structural problems documented in recent analyses of Pakistan’s health system and financing. As is clear, the impact is not just fiscal but functional. ODA, particularly off-budget flows through Global Health Initiatives, were critical for crucial health system functions that public budgets cover only partially or not at all. Bilateral cuts such as the USAID suspension have produced “cliff-edge” disruptions—abrupt programme discontinuities without transitional periods or buffers. Multilateral financing reductions have eroded the infrastructure of vertical disease programmes, including for commodities, diagnostics, surveillance and field operations. Commodity supply chains are particularly vulnerable. Donors handled pooled procurement that secured steep discounts on vaccines, TB drugs and diagnostics. As things stand, domestic systems lack the fiscal flexibility, technical capacity and regulatory agility to absorb these functions quickly. Further, technical assistance withdrawal is eroding surveillance, monitoring, data systems and planning capacity. The result is not total collapse or catastrophe but precise ruptures: stockouts, shortages, laid-off outreach workers, broken referral chains and rising exposure to out-of-pocket costs that can push families deeper into poverty and raise the underappreciated risk of disease outbreaks. While the risks are very real, the current moment also presents an opportunity for the kind of structural change that Pakistan’s health system has long needed. However, the government’s response must move beyond emergency and ad-hoc plugging of gaps and outbreak controls towards transition planning. If governments demonstrate adequate initiative and come together to coordinate, assess and fill these financing gaps, we can secure and build on the fragile health gains of recent years. At Greenstar, Dr Azizur Rab sees this moment as a reform opportunity that could build on what already exists: “The federal and provincial governments will have to look at the models already created with donor money and scale them up. However, this requires government ownership and political will.” If Pakistan seizes the crisis as a catalyst for functional transition—from donor dependence to resilience and sustainability—it can build a fully domestically financed health system capable of protecting the most vulnerable while also preventing outbreaks and creating effective local referral systems and commodity supply chains. The choice, and the cost of inaction, will be measured in lives and in the hard-won public health gains now hanging in the balance.
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This sponsored article is brought to you by Applied Materials. At pivotal moments in history, progress has required more than individual brilliance. The most consequential breakthroughs — such as those achieved under the Human Genome Project — required a new operating paradigm: Concentrate the world’s best talent around a single mission, establish a common platform, share critical infrastructure, and collapse feedback loops. When stakes are high and timelines are compressed, sequential and siloed innovation simply cannot keep pace. Today’s AI era is creating an engineering race with similar demands. Every company is pushing to deliver higher-performance AI systems, faster. But performance is no longer defined by compute alone. AI workloads are increasingly dominated by the movement of data: In many cases, moving bits consumes as much — or more — energy than compute itself. As a result, reducing energy per bit can extend system‑level performance alongside gains in peak compute. The path to energy‑efficient AI therefore runs through system‑level engineering, spanning three tightly interconnected domains: Logic, where performance per watt depends on efficient transistor switching, low‑loss power, and signal delivery through dense wiring stacks. Memory, where surging bandwidth and capacity demands expose the memory wall, with processor capability advancing faster than memory access. Advanced packaging, where 3D integration, chiplet architectures, and high‑density interconnects bring compute and memory closer together — enabling system designs monolithic scaling can no longer sustain. These domains can no longer be optimized independently. Gains in logic efficiency stall without sufficient memory bandwidth. Advances in memory bandwidth fall short if packaging cannot deliver proximity within thermal and mechanical constraints. Packaging, in turn, is constrained by the precision of both front‑end device fabrication and back‑end integration processes. In the angstrom era, the hardest problems arise at the boundaries — between compute and memory in the package, front‑end and back‑end integration, and the tightly coupled process steps needed for precise 3D fabrication. And it is precisely this boundary‑driven complexity where the traditional innovation model breaks down. The Traditional R&D Workflow Is Too Slow for Angstrom‑Era AI For decades, the semiconductor industry’s R&D model has resembled a relay race. Capabilities are developed in one part of the ecosystem, handed off downstream through integration and manufacturing, evaluated by chip and system designers, and only then fed back for the next iteration. That model worked when progress was dominated by relatively modular steps that could be scaled independently and simply dropped into the manufacturing flow. But the AI timeline has upended these rules. At angstrom‑scale dimensions, the physics enforces inescapable coupling across the entire stack: materials choices shape integration schemes; integration defines design rules; design rules dictate power delivery; wiring sets thermal budgets; and thermals ultimately constrain packaging scaling. System architects simply cannot wait 10–15 years for each major semiconductor technology inflection to mature. Representing a roughly $5 billion investment, EPIC is the largest commitment to advanced semiconductor equipment R&D in U.S. history. A long‑term perspective is essential to align materials innovation with emerging device architectures — and to develop the tools and processes required to integrate both with manufacturable precision. At Applied Materials, together with our customers, we are charting a course across the next 3–4 generations, extending as far as 10 years down the roadmap. The angstrom era demands that we break down silos and bring together the industry’s best minds — from leading companies to leading academic institutions. If the problem is coupled, the solution must be coupled. If the timeline is compressed, the learning loop must be compressed. It’s not enough to just innovate — we must innovate how we innovate. EPIC: A Center and Platform for High‑Velocity Co‑Innovation This is the challenge that Applied Materials EPIC Center is designed to solve. Representing a roughly US $5 billion investment, EPIC is the largest commitment to advanced semiconductor equipment R&D in U.S. history. When it opens in 2026, it will deliver state‑of‑the‑art cleanroom capabilities built from the ground up to shorten the path from early‑stage research to full‑scale manufacturing. But the facilities are only one component of the model. EPIC is also a platform, an operating system for high-velocity co‑innovation that revolutionizes how ideas move from the lab to the fab. EPIC is a platform, an operating system for high-velocity co‑innovation that revolutionizes how ideas move from the lab to the fab.Applied Materials The EPIC model compresses the traditional workflow. Customer engineers work side‑by‑side with Applied technologists from day one — moving beyond isolated process optimization and downstream handoffs. Within a shared, secure environment, EPIC tightly integrates atomistic modeling, test vehicles, process development, validation, and metrology feedback. Constraints that once surfaced late in development are identified and addressed early. The result is a potentially 2x faster path that benefits the entire ecosystem under one roof: Chipmakers gain earlier access to Applied’s R&D portfolio, faster learning cycles, and accelerated transfer of next‑generation technologies into high‑volume manufacturing. Ecosystem partners gain earlier access to advanced manufacturing technology and collaboration opportunities that expand what is possible through materials innovation. Academic institutions gain opportunities to strengthen the lab‑to‑fab pipeline and help develop future semiconductor talent. Building on decades of co‑development, we are reinventing the innovation pipeline with our partners across logic, memory, and advanced packaging to deliver the next leap in energy‑efficient AI. Accelerating Advanced Logic Logic remains the engine of AI compute. In the angstrom era, however, system‑level gains are increasingly constrained by power and energy. Extending AI performance now depends on architectures that deliver more performance per watt — accelerating the move to 3D devices such as gate‑all‑around (GAA) transistors, which boost density within a compact footprint while preserving power efficiency. Architectures that deliver more performance per watt are accelerating the move to 3D devices such as gate‑all‑around (GAA) transistors, and further out, complementary FETs (CFETs), which push density scaling even more.Applied Materials These architectural shifts are unfolding at unprecedented scale, with the logic roadmap already extending beyond first‑generation GAA toward more advanced designs. One key example is GAA with backside power delivery, which relocates thick power lines to the backside of the wafer, reducing resistive losses and freeing front‑side routing for tighter logic cell integration. Another example brings adjacent GAA PMOS and NMOS transistors closer together while inserting a dielectric isolation wall between them to minimize electrical interference. Further out, complementary FETs (CFETs) push density scaling even more by stacking PMOS and NMOS devices directly atop one another. While these architectures deliver compelling gains in performance per watt and logic density without relying solely on tighter lithography, they significantly raise integration complexity. Manufacturing a single GAA device today can involve more than 2,000 tightly interdependent process steps. At the same time, wiring stacks continue to grow taller and denser to connect these advanced logic devices. Modern leading‑edge GPUs now in development pack more than 300 billion transistors into an area little larger than a postage stamp, interconnected by over 2,000 miles of wiring. Modern leading‑edge GPUs now in development pack more than 300 billion transistors into an area little larger than a postage stamp, interconnected by over 2,000 miles of wiring.Applied Materials At this level of complexity, the process steps used to create these precise 3D devices and wiring stacks cannot be optimized independently. Design and process must evolve in lockstep, and materials innovation and fabrication methods must advance alongside device architecture. EPIC’s co‑innovation model is designed to accelerate exactly this convergence — enabling logic compute to continue advancing the frontiers of AI at the pace the roadmap demands. Powering the Memory Roadmap At the same time, the AI computing era is fundamentally reshaping how data is generated, moved, and processed — making memory technologies, especially DRAM, central to delivering the energy‑efficient performance AI systems require. As models grow larger and more data‑hungry, the DRAM roadmap is shifting toward architectures that deliver higher density, greater bandwidth, and faster access per watt. At the DRAM cell level, AI performance requirements are driving a transition from 6F² buried‑channel array transistors (BCAT) to more compact 4F², and beyond that, architectures that move past what 2D scaling alone can deliver. Applied Materials At the DRAM cell level, this shift is driving a transition from 6F² buried‑channel array transistors (BCAT) to more compact 4F² architectures, which orient the transistor vertically to boost density and reduce chip area. Looking beyond 4F², sustaining gains in performance per watt will require moving past what 2D scaling alone can deliver. The industry is therefore turning to 3D DRAM, stacking memory cells vertically to add capacity within a constrained footprint. As these structures grow taller and aspect ratios intensify, high-mobility materials engineering in three dimensions becomes increasingly critical to performance and reliability. Beyond the memory cell array, another powerful lever for DRAM scaling is shrinking the peripheral circuitry, which includes logic transistors and interconnect wiring. One emerging approach places select periphery functions beneath the DRAM array by bonding two wafers — one optimized for the DRAM cells and the other for CMOS logic — using multiple wiring layers. Beyond the memory cell array, another powerful lever for DRAM scaling is shrinking the peripheral circuitry, which includes logic transistors and interconnect wiring.Applied Materials In parallel, DRAM performance is being extended by leveraging logic‑proven enhancers in the memory periphery. These include mobility boosters such as embedded silicon germanium and stress films, along with wiring upgrades like improved low‑k dielectrics and advanced copper interconnects. Memory manufacturers are also transitioning periphery transistors from planar devices to FinFET architectures, following the logic roadmap to further improve I/O speed. These valuable inflections are central to EPIC’s mission — where they can be co-developed and rapidly validated for next‑generation memory systems. Driving System Scaling With Advanced Packaging As data movement becomes the dominant energy cost in AI systems, advanced packaging has emerged as a critical lever for improving system‑level efficiency—shortening interconnect distances, increasing bandwidth density, and reducing the power required to move data between logic and memory. The rise of 3D packages such as high‑bandwidth memory (HBM) underscores why advanced packaging is becoming central to the AI era.Applied Materials High‑bandwidth memory (HBM) marks a major inflection along this path. By stacking DRAM dies — scaling to 16 layers and beyond — and placing memory much closer to the processor, HBM enables rapid access to ever‑larger working datasets. This delivers step‑function gains in both bandwidth and energy efficiency. More broadly, the rise of 3D packages such as HBM underscores why advanced packaging is becoming central to the AI era. Packaging now addresses system‑level constraints that logic and memory device scaling alone can no longer overcome. It also enables a move away from monolithic systems‑on‑chip toward chiplet‑based architectures, as AI workloads increasingly demand flexible designs that combine logic, memory, and specialized accelerators optimized for specific tasks. A vital technology powering this roadmap is hybrid bonding. With interconnect pitches approaching those of on‑chip wiring, conventional bumps and microbumps run into fundamental limits in density, power, and signal integrity. Hybrid bonding removes these barriers by allowing dramatically higher interconnect and I/O density, supporting a broad range of chiplet architectures — from memory stacking to tighter compute‑memory integration. EPIC tackles high‑value advanced‑packaging challenges through early, parallel co‑innovation across materials, integration, and manufacturing.Applied Materials As bonded structures like HBM stacks grow larger and more complex, warpage control, die placement, stack alignment, and thermal management become first‑order challenges. EPIC tackles these and other high‑value advanced‑packaging challenges through early, parallel co‑innovation across materials, integration, and manufacturing. Bringing It All Together Across logic, memory, and advanced packaging, our industry faces an ambitious roadmap that promises significant gains in energy efficiency for AI systems. But realizing that potential demands breakthrough materials innovation at a time when feature sizes are shrinking, interfaces are multiplying, and process interdependencies are escalating. These challenges cannot be solved on 10–15‑year timelines under the traditional relay‑race model. We must break down silos, align earlier across the ecosystem, and parallelize learning to keep pace with AI’s demands. In the AI era, progress will be defined by the speed at which lightbulb moments turn into manufacturing and commercialization reality. The only viable path forward is a new innovation model — and EPIC is how we are driving it.
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