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For many years, the performance story in AI and high-performance computing (HPC) was dominated by transistors and memory bandwidth. But as AI accelerators move into the kilowatt era, another limitation is becoming just as important: power delivery.
F A Ghavanini • June 29, 2026
ModÂern AI procesÂsors do not only need more powÂer. They need powÂer delivÂered at very high curÂrent and with extremeÂly fast tranÂsient response. That comÂbiÂnaÂtion creÂates a bruÂtal engiÂneerÂing probÂlem. At a core rail below 1 V, a 700 W accelÂerÂaÂtor corÂreÂsponds to hunÂdreds of amps of curÂrent. If we assume a 0.8 V rail, the curÂrent is approxÂiÂmateÂly 875 A.
At that levÂel, tiny parÂaÂsitics are no longer tiny. A resisÂtance of only 0.1 mΩ creÂates an 87.5 mV voltÂage drop. A loop inducÂtance of only 10 pH exposed to a 10 A/​ns curÂrent tranÂsient creÂates a 100 mV voltÂage disÂturÂbance. These numÂbers are large comÂpared with the availÂable voltÂage marÂgin on a sub‑1 V rail.
This is why powÂer delivÂery has become one of the definÂing chalÂlenges in AI and HPC hardÂware, with capacÂiÂtors playÂing a cenÂtral role in deterÂminÂing sysÂtem perÂforÂmance, effiÂcienÂcy, and reliability.
The first genÂerÂaÂtion of high-powÂer accelÂerÂaÂtor boards largeÂly folÂlowed the same logÂic used in servers and graphÂics cards for many years. VoltÂage regÂuÂlaÂtors, inducÂtors and capacÂiÂtors were placed around the procesÂsor or accelÂerÂaÂtor packÂage. PowÂer was conÂvertÂed on the board and then routÂed latÂerÂalÂly across the PCB and packÂage to reach the silicon.
This approach is pracÂtiÂcal and familÂiar. It uses mature mulÂtiÂphase voltÂage-regÂuÂlaÂtor modÂules, proven PCB manÂuÂfacÂturÂing and a large ecosysÂtem of disÂcrete mulÂtiÂlayÂer ceramÂic capacÂiÂtors (MLCCs) and inducÂtors. LookÂing at AI accelÂerÂaÂtor boards such as the NVIDIA H100 genÂerÂaÂtion, the basic archiÂtecÂture is still recÂogÂnizÂable: high-powÂer inputs, board-levÂel conÂverÂsion and dense clusÂters of powÂer comÂpoÂnents around the main package.
For the H100 SXM form facÂtor, NVIDIA specÂiÂfies a therÂmal design powÂer of up to 700 W. The PCIe verÂsion is lowÂer powÂer, but still repÂreÂsents a very high-curÂrent powÂer-delivÂery chalÂlenge. The imporÂtant point is not only the absolute powÂer. It is the fact that this powÂer must ultiÂmateÂly be delivÂered to low-voltÂage rails close to the die.

LatÂerÂal powÂer delivÂery works, but it scales poorÂly as curÂrent risÂes. A capacÂiÂtor can only supÂport fast tranÂsients effecÂtiveÂly if the path between the capacÂiÂtor and the load has very low resisÂtance and impedÂance. When the capacÂiÂtor is placed too far away, as is the case in latÂerÂal powÂer delivÂery, the added resisÂtance and inducÂtance slow down its response and reduce its abilÂiÂty to delivÂer charge exactÂly when the procesÂsor needs it. The result is highÂer voltÂage droop, more supÂply noise, reduced powÂer effiÂcienÂcy and a growÂing need for capacÂiÂtors that can be placed much closÂer to the die.
This is the first major openÂing for ultra-thin capacÂiÂtors. Thanks to their very low-proÂfile form facÂtor, they enable decouÂpling to move much closÂer to the point of load — someÂthing that is not realÂisÂtiÂcalÂly posÂsiÂble with conÂvenÂtionÂal MLCC banks.

Instead of routÂing high curÂrent sideÂways across the board, comÂpact powÂer modÂules can be placed underÂneath the procesÂsor and push powÂer verÂtiÂcalÂly upward through the board and packÂage. This shortÂens the high-curÂrent path, reduces conÂducÂtion loss and improves powÂer integriÂty. This is a major improveÂment for AI and HPC procesÂsors because it attacks the two key probÂlems at once: resisÂtance and inducÂtance.
To preÂserve the benÂeÂfit of this archiÂtecÂture, decouÂpling capacÂiÂtors must also move closÂer to the point of load, often into spaces where conÂvenÂtionÂal capacÂiÂtor banks canÂnot fit. This requires capacÂiÂtors that are not only extremeÂly thin, but also capaÂble of delivÂerÂing low ESR, low ESL and high capacÂiÂtance denÂsiÂty in a very small volÂume. That comÂbiÂnaÂtion makes ultra-thin capacÂiÂtors a key enabling techÂnolÂoÂgy for verÂtiÂcal powÂer delivery.
HowÂevÂer, traÂdiÂtionÂal capacÂiÂtor techÂnoloÂgies have difÂfiÂculÂties delivÂerÂing high enough perÂforÂmance in a small enough form factor.
At its most funÂdaÂmenÂtal levÂel, a capacÂiÂtor is a simÂple device: two conÂducÂtive elecÂtrodes sepÂaÂratÂed by an insuÂlatÂing dielecÂtric. The more elecÂtrode surÂface area that can be packed into a givÂen volÂume, the more capacÂiÂtance can be achieved in that same footprint.
This is why the geomÂeÂtry of the elecÂtrode strucÂture matÂters so much. For conÂvenÂtionÂal plaÂnar capacÂiÂtors, the availÂable surÂface area is limÂitÂed by the footÂprint of the device. To increase capacÂiÂtance denÂsiÂty, the indusÂtry has thereÂfore moved toward three-dimenÂsionÂal strucÂtures that increase the effecÂtive elecÂtrode area withÂout increasÂing the footÂprint of the component.
There are two main ways to do this:
This is the prinÂciÂple behind Smoltek’s proÂpriÂetary carÂbon nanofiber-based metÂal-insuÂlaÂtor-metÂal (CNF-MIM) techÂnolÂoÂgy. Smoltek grows verÂtiÂcalÂly aligned carÂbon nanofibers from the surÂface, creÂatÂing a dense forÂest of conÂducÂtive nanosÂtrucÂtures with extremeÂly high aspect ratio. These carÂbon nanofibers draÂmatÂiÂcalÂly increase the availÂable elecÂtrode surÂface area withÂin a very small volÂume. A conÂforÂmal dielecÂtric layÂer is then depositÂed around the nanofibers, folÂlowed by the top elecÂtrode, formÂing a metÂal-insuÂlaÂtor-metÂal capacÂiÂtor in a three-dimenÂsionÂal nanosÂtrucÂtured geometry.

One key difÂferÂence between CNF-MIM and deep trench capacÂiÂtors is the aspect ratio of the underÂlyÂing 3D strucÂture that creÂates the capacÂiÂtor surÂface area. In DTC techÂnolÂoÂgy, the surÂface gain comes from trenchÂes etched into silÂiÂcon resultÂing in aspect ratios typÂiÂcalÂly below 25. In Smoltek’s CNF-MIM techÂnolÂoÂgy, the 3D strucÂture is instead formed by verÂtiÂcalÂly aligned carÂbon nanofibers with an averÂage diamÂeÂter of less than 100 nm resultÂing aspect ratios of exceedÂing 100 (see FigÂure 4). This much highÂer aspect ratio means that CNF-MIM can genÂerÂate sigÂnifÂiÂcantÂly more elecÂtrode surÂface area in the same volume.

The highÂer aspect ratio of CNF-MIM also transÂlates directÂly into a cost advanÂtage. Because deep trench capacÂiÂtors have a lowÂer aspect ratio, they often need to comÂpenÂsate by depositÂing mulÂtiÂple metÂal-insuÂlaÂtor-metÂal stacks inside the trenchÂes to reach high capacÂiÂtance denÂsiÂty. Each addiÂtionÂal elecÂtrode and dielecÂtric layÂer adds process comÂplexÂiÂty and increasÂes the fabÂriÂcaÂtion cost, espeÂcialÂly because these films are typÂiÂcalÂly depositÂed using low-throughÂput ALD processÂes. CNF-MIM, by conÂtrast, can achieve high capacÂiÂtance denÂsiÂty with a sinÂgle dielecÂtric stack coatÂed conÂforÂmalÂly over the carÂbon nanofibers.
In addiÂtion, DTC requires high-resÂoÂluÂtion lithÂoÂgÂraÂphy to define dense and narÂrow trench strucÂtures, while CNF-MIM nanofibers can be grown from catÂaÂlyst nanoparÂtiÂcles formed by dewetÂting of a conÂtinÂuÂous catÂaÂlyst film. This elimÂiÂnates the need for costÂly high-resÂoÂluÂtion lithÂoÂgÂraÂphy and gives CNF-MIM a simÂpler and cheapÂer route to high capacÂiÂtance density.

AnothÂer imporÂtant advanÂtage of CNF-MIM is that it is subÂstrate agnosÂtic. In deep trench capacÂiÂtors, the silÂiÂcon subÂstrate is an inteÂgral part of the device because the capacÂiÂtor surÂface area is creÂatÂed by etchÂing trenchÂes into the silÂiÂcon. This makes the techÂnolÂoÂgy inherÂentÂly tied to silÂiÂcon and limÂits its transÂferÂabilÂiÂty to othÂer subÂstrate platÂforms. In conÂtrast carÂbon nanofibers are grown on top of the substrate.
In fact, Smoltek has already demonÂstratÂed CNF growth on a variÂety of mateÂriÂals, includÂing silÂiÂcon, glass, aluÂmiÂna, stainÂless steel foil, copÂper foil and aluÂminum foil. This flexÂiÂbilÂiÂty is strateÂgiÂcalÂly imporÂtant because future powÂer-delivÂery archiÂtecÂtures will not be limÂitÂed to silÂiÂcon alone.
For examÂple, glass subÂstrates are gainÂing interÂest for advanced interÂposers because of their dimenÂsionÂal staÂbilÂiÂty, fine-line routÂing potenÂtial and suitÂabilÂiÂty for large-area panÂel-levÂel integration.
A capacÂiÂtor techÂnolÂoÂgy that can be impleÂmentÂed on glass offers a broadÂer inteÂgraÂtion path for advanced packÂagÂing, embedÂded capacÂiÂtance and verÂtiÂcal powÂer-delivÂery solutions.
The next step is to move the voltÂage regÂuÂlaÂtion even closÂer to the point of load.
InteÂgratÂed voltÂage regÂuÂlaÂtors and comÂpact powÂer-conÂvertÂer chiplets are part of this trend. Instead of placÂing the regÂuÂlaÂtor only on the board, future archiÂtecÂtures may place powÂer conÂverÂsion on the land side of the packÂage, inside the packÂage subÂstrate, or close to the die itself. The objecÂtive is clear: reduce the disÂtance between the regÂuÂlaÂtor, the decouÂpling capacÂiÂtor and the load.
This is a logÂiÂcal conÂtinÂuÂaÂtion of the same trend. LatÂerÂal powÂer delivÂery placed powÂer around the procesÂsor. VerÂtiÂcal powÂer delivÂery moved powÂer underÂneath the procesÂsor. PackÂage-levÂel and inteÂgratÂed powÂer delivÂery bring conÂverÂsion and decouÂpling even closÂer to the point of load. At that point, thickÂness becomes the critÂiÂcal difÂferÂenÂtiaÂtor. This is where CNF-MIM has a deciÂsive advanÂtage over DTC: it can be made thinner.
In deep trench capacÂiÂtors, the silÂiÂcon subÂstrate is not just a carÂriÂer; it is part of the capacÂiÂtor itself because the trenchÂes are etched into it. This limÂits how aggresÂsiveÂly the wafer can be thinned withÂout comÂproÂmisÂing the device. CNF-MIM is funÂdaÂmenÂtalÂly difÂferÂent. The ultra-thin active capacÂiÂtor strucÂture is built addiÂtiveÂly on top of the subÂstrate, while the subÂstrate mainÂly serves as a carÂriÂer. This allows much more aggresÂsive thinÂning and enables final devices as thin as 40 µm, comÂpared with roughÂly 100 µm for typÂiÂcal DTC solutions.
MoreÂover, the ultra-thin active capacÂiÂtor layÂer can be formed directÂly on subÂstrates that are already very thin, such as metÂal foils or othÂer flexÂiÂble carÂriÂer mateÂriÂals. Instead of relyÂing on a thick silÂiÂcon wafer that must latÂer be etched and thinned, CNF-MIM can in prinÂciÂple be built where the final form facÂtor is defined priÂmarÂiÂly by the startÂing subÂstrate and the few-micromÂeÂter-thick active layer.

First, CNF-MIM offers a more attracÂtive path to cost-effiÂcient high capacÂiÂtance denÂsiÂty. Deep trench capacÂiÂtors creÂate surÂface area by etchÂing narÂrow strucÂtures into silÂiÂcon, which requires demandÂing lithÂoÂgÂraÂphy and deep silÂiÂcon proÂcessÂing. Because the trench aspect ratio is limÂitÂed, DTC techÂnolÂoÂgy often needs mulÂtiÂple metÂal-insuÂlaÂtor-metÂal stacks to comÂpenÂsate and reach high capacÂiÂtance denÂsiÂty. That adds process comÂplexÂiÂty, ALD time and cost. CNF-MIM takes a difÂferÂent route. It creÂates high surÂface area addiÂtiveÂly, by growÂing carÂbon nanofibers from the surÂface, and can achieve high capacÂiÂtance denÂsiÂty with a sinÂgle conÂforÂmal dielecÂtric stack. This makes CNF-MIM not only techÂniÂcalÂly difÂferÂent, but potenÂtialÂly simÂpler and cheapÂer to manufacture.
SecÂond, CNF-MIM is not locked to silÂiÂcon. This is strateÂgiÂcalÂly imporÂtant. Since the active nanofiber strucÂture is grown on top of the subÂstrate, the same basic conÂcept can be transÂferred to difÂferÂent carÂriÂer mateÂriÂals, includÂing glass, aluÂmiÂna, stainÂless steel, copÂper and aluÂminum. Glass is espeÂcialÂly imporÂtant for the future of advanced packÂagÂing and scalÂable inteÂgraÂtion, where large-area proÂcessÂing, dimenÂsionÂal staÂbilÂiÂty and fine-line routÂing are becomÂing increasÂingÂly attracÂtive. A capacÂiÂtor techÂnolÂoÂgy that can move beyond silÂiÂcon and folÂlow the indusÂtry toward new packÂage and interÂposÂer platÂforms has a much stronger long-term inteÂgraÂtion path.
But the most imporÂtant advanÂtage is thickÂness. Future powÂer delivÂery is movÂing from the board to underÂneath the procesÂsor, to the packÂage, and evenÂtuÂalÂly as close as posÂsiÂble to the silÂiÂcon itself. In that world, every micromÂeÂter matÂters. A capacÂiÂtor is no longer useÂful only because it has high capacÂiÂtance denÂsiÂty; it must also fit into extremeÂly limÂitÂed verÂtiÂcal space. This is where CNF-MIM wins most clearÂly. In DTC, the silÂiÂcon subÂstrate is part of the capacÂiÂtor strucÂture itself, because the trenchÂes are etched into it. That limÂits how far the device can be thinned. In CNF-MIM, the active capacÂiÂtor is built addiÂtiveÂly on top of the subÂstrate, while the subÂstrate mainÂly acts as a carÂriÂer. This makes much more aggresÂsive thinÂning posÂsiÂble and enables devices down to around 40 µm.
This comÂbiÂnaÂtion is what makes CNF-MIM such a strong canÂdiÂdate for the next genÂerÂaÂtion of ultra-thin decouÂpling capacÂiÂtors. It offers a potenÂtialÂly lowÂer-cost route to high capacÂiÂtance denÂsiÂty, it can be inteÂgratÂed into future-relÂeÂvant subÂstrates such as glass, and above all, it can be made extremeÂly thin. As powÂer delivÂery moves closÂer to the procesÂsor, that thickÂness advanÂtage becomes decisive.

Learn more about the extremeÂly small and ultra-thin CNF-MIM capacÂiÂtor: Go here!
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