Memory and Storage for SI

Memory and Storage for SI, Part 3: zNAND-O

What Samsung has said about zNAND-O, NAND packaged with a processor over UCIe for on-device SI: what is claimed, what is simulated, and what is unpublished.

On this page 13 sections

Samsung has described a flash design called zNAND-O that sits in the same package as a processor. It first showed zNAND-O as a concept in an August 4, 2026 release, and a summit organizer’s release of October 15, 2026 reports a few numbers from a later Samsung keynote. Neither includes a part number, capacity, sampling date, or any write or endurance figure. This page lists what Samsung has said, where each statement comes from, and what is still missing.

A processor die and NAND dies joined by a UCIe link inside one packageA schematic, not a Samsung drawing. A dashed package outline holds a processor die on the left and a stack of NAND dies on the right, joined by a short bundle of UCIe lines. The number of dies and how they are joined are illustrative; Samsung has not published them.GUIDE / MEMORY AND STORAGE FOR SI, PART 3Flash in the processor’s packagePROCESSOR · UCIe LINK · NAND · NOT TO SCALEONE PACKAGEPROCESSORUCIeNAND

It follows Memory and Storage for SI, Part 2, where High Bandwidth Flash (HBF) puts stacked NAND on the package of an SI accelerator. zNAND-O, as described, moves the flash into the package of the processor itself, for on-device SI. It is Part 3 of this series.

Two releases, two months apart

Samsung first showed zNAND-O at Future of Memory and Storage 2026 in Santa Clara, California. Its August release calls it a concept model and gives no figures for it. It describes it only as a next-generation NAND architecture built on V-NAND, in four-layer and eight-layer versions, optimized for edge SI. Neither release says what a layer is in that count.

Two releases, two months apart

A concept in August, keynote figures in October

The October figures reach us through the organizer’s release, not Samsung’s

A time line with two points, two months apart. August 4, 2026: Samsung's release from Future of Memory and Storage 2026 in Santa Clara calls zNAND-O a concept model in four- and eight-layer versions for edge SI and gives no figures. October 15, 2026: the Shenzhen Memory Industry Association's release from the Global Memory Innovation Forum 2026 in Shenzhen reports a Samsung keynote with 10x density and 7x read claims and a simulation.AUGUST 4, 202601 SAMSUNG’S RELEASEFuture of Memory andStorage 2026Santa Clara, CaliforniaCalls zNAND-O aconcept modelFour- and eight-layerversions, for edge SINo figures givenOCTOBER 15, 202602 ORGANIZER’S RELEASEGlobal Memory InnovationForum 2026, ShenzhenFrom the Shenzhen MemoryIndustry AssociationReports a Samsung keynote10x density, 7x readand a simulationSamsung’s own releaseorganizer’s release
Figure 3.1 · Samsung’s August release gave a description and no figures; the October release reports the numbers from a later keynote. Source: Samsung Semiconductor FMS 2026 release, August 4, 2026; Shenzhen Memory Industry Association GMIF2026 release, October 15, 2026.

Figures came later. The October 15 release reports a keynote by Kevin Yoon, corporate vice president and CTO of Samsung Memory China, at the Global Memory Innovation Forum 2026 in Shenzhen. That release came from the Shenzhen Memory Industry Association, which co-hosted the summit, rather than from Samsung. It says the summit had “recently concluded” and doesn’t give the keynote’s date. I couldn’t find the same figures on a Samsung site, so everything below about the keynote is the organizer’s account of what Samsung said.

The case Samsung makes

The organizer’s release expects SI models to exceed one trillion parameters by 2030. Keeping every weight in DRAM under the traditional unified memory architecture (UMA), it says, would sharply raise on-device costs, and zNAND-O is Samsung’s answer for on-device SI.

The case Samsung makes

Holding every weight in DRAM would raise on-device cost

The organizer’s release reports Samsung’s argument; the drawing shows the idea, not sizes

Two panels under a banner that says models are expected to exceed one trillion parameters by 2030. Panel one, traditional unified memory: the processor, and a tall DRAM block that holds every weight, labeled on-device cost rises sharply. Panel two, with zNAND-O: the processor with a small DRAM block, and the weights in a stack of NAND beside it over a UCIe link, labeled weights held more cheaply.Models expected to exceed 1 trillion parameters by 203001 ALL WEIGHTS IN DRAMMPUDRAMon-device cost rises sharply02 WEIGHTS IN ZNAND-OMPUDRAMUCIezNAND-Oweights held more cheaplyweightsNANDprocessor or DRAMlink
Figure 3.2 · Models are expected to pass one trillion parameters by 2030; zNAND-O is Samsung’s answer for holding the weights on the device. Source: Shenzhen Memory Industry Association GMIF2026 release, October 15, 2026.

Flash in the processor package

According to the October release, zNAND-O shares a package with the microprocessor (MPU) and connects to it through UCIe. Universal Chiplet Interconnect Express (UCIe) is an open standard for linking chiplets. That makes the flash a die in the processor’s package and one short link away. An SSD would sit across a storage bus.

Flash in the processor package

With zNAND-O the NAND moves into the processor package

Schematic, not to scale; the release gives no die count or link width

Two layouts side by side. Panel one, traditional: a processor with a separate DRAM module beside it, joined by a short link, and an SSD board below the processor reached across a storage bus. Panel two, with zNAND-O: one dashed package outline on a substrate holds a processor die and a stack of NAND dies, joined by a UCIe link.01 TRADITIONALMPUDRAMstorage busSSD (NAND)02 WITH ZNAND-Oone packageMPUzNAND-OUCIeNAND no longer across a busNANDprocessor or DRAMlinkpackage
Figure 3.3 · In the traditional layout the weights sit in DRAM and the SSD is a separate drive reached over a storage bus; Samsung describes zNAND-O as co-packaged with the processor and joined to it through UCIe. Source: Shenzhen Memory Industry Association GMIF2026 release, October 15, 2026; the drawing is schematic.

No release gives the number of dies in the package or the width of the link, and none says whether the NAND is stacked on the processor or placed beside it. Both the four-layer and eight-layer versions were still in development as of the October release.

The numbers, and what they are

Samsung’s keynote, as the October release reports it, gave three results. Two were comparisons and one was a simulation. All three describe a part still in development.

The numbers, and what they are

Samsung claims 10x the density of DRAM and 7x NAND’s read speed

Keynote claims with no method, baseline part or capacity published

Horizontal bars of claimed multiples. Bit density 10x against DRAM. Read bandwidth 7x against NAND flash. Read energy efficiency 7x against NAND flash. The bars are keynote claims against different baselines.Claim and its baseline0246810Claimed multiple of the baseline, xBit densityagainst DRAM10xRead bandwidthagainst NAND flash7xRead energy efficiencyagainst NAND flash7xBaseline is DRAMBaseline is NAND flash
Figure 3.4 · Each claim is measured against its own baseline: density against DRAM, read bandwidth and energy efficiency against ordinary NAND flash. Source: Samsung keynote as reported in the Shenzhen Memory Industry Association release, October 15, 2026.

Density and read speed

Samsung’s claim is 10x the bit density of DRAM and 7x the read bandwidth and read energy efficiency of NAND flash. These are keynote claims. They come with no method, baseline part, or capacity, so there is nothing yet to check them against. Each figure also has its own baseline. Density is set against DRAM, and read bandwidth and energy against ordinary NAND.

The simulation

Moonshot AI publishes Kimi K2 as a mixture-of-experts language model with 1 trillion total parameters. The release reports a simulation on that model in which an architecture tuned for a neural processing unit (NPU), paired with zNAND-O, matched performance at a quarter of the memory cost and held a model close to double the size. Its assumptions aren’t published. My read is that it shows the direction of the bet and says nothing yet about what a built part would measure. The bet is on cheaper weight storage and larger local models.

Still NAND underneath

Samsung says zNAND-O is built on its V-NAND technology. If it keeps V-NAND’s cells, it keeps the traits covered in Flash Foundations. In that case writes go in by page, erases happen by block, and every P/E cycle wears the cell. The October release gives only read-side figures, and no source says how fast zNAND-O writes, how many P/E cycles it survives, or how it handles errors.

Still NAND underneath

If zNAND-O keeps V-NAND’s cells, it keeps these three traits

Page, block and cell as the Flash Foundations series draws them; no counts

Three panels. Write: a block drawn as rows of pages with one page highlighted, written on its own. Erase: the same block with every page highlighted, erased together. Wear: one cell with a loop arrow labeled program and erase cycle, each pass wearing the cell. Below, a dashed box lists what no source gives for zNAND-O: write speed, P/E endurance and error handling.01 WRITEblock of pagesone page at a time02 ERASEblock of pagesone block at a time03 WEARcellprogram, then eraseP/E cycles wear itNot published for zNAND-O:write speed · P/E endurance · error handlingpage or cell in useidle pagewear loopunpublished
Figure 3.5 · Writes go in by page, erases happen by block and every P/E cycle wears the cell; nothing is published on how zNAND-O writes, endures or handles errors. Illustrative values.

Nearby pages

Three pages on this site sit close to this one. Each places memory near a processor in a different way, from flash built into the die to stacked DRAM beside it.

Nearby pages

Four ways to put memory near a processor, from the die outward

Each row is one page on this site; the drawing places the memory, it does not size it

Four rows, each a processor drawn with memory in a different place. Row one, on the die: a flash block inside the processor, as in Beyond NAND Part 1. Row two, in the package: a processor and zNAND-O inside one dashed package outline, as on this page. Row three, beside an accelerator: an accelerator with a stack of HBM DRAM and a stack of high bandwidth flash, as in Part 2. Row four, stacked DRAM beside a processor, as in Working Memory Part 4.On the dieBeyond NAND, Part 1MPUIn the packagezNAND-O, this pageMPUBeside the acceleratorHigh Bandwidth Flash, Part 2GPUHBMHBFBeside the processorWorking Memory, Part 4MPUstacked DRAMflashprocessor or DRAMlinkpackage
Figure 3.6 · From flash built into the die, to NAND in the package, to stacked NAND beside an accelerator, to stacked DRAM beside a processor. Illustrative values.

Memory on the processor die

Beyond NAND, Part 1 covers memory built onto the processor itself, and why embedded flash stopped fitting as processors shrank. zNAND-O, as the October release describes it, is NAND co-packaged with the processor, so it belongs with packaging choices rather than with embedded flash.

High Bandwidth Flash

Memory and Storage for SI, Part 2 covers stacked NAND beside an accelerator’s HBM, and its section on the weak side covers HBF’s writes and retention. Both HBF and zNAND-O aim flash at SI memory demand. HBF has a published v0.7.0 specification that puts a stack of NAND dies on a base die, while zNAND-O has none yet.

HBM

Working Memory, Part 4 covers stacked DRAM. The October release never says zNAND-O replaces DRAM. Its stated job is to hold weights more cheaply than DRAM does.

Same keynote, other announcements

Yoon’s keynote also covered V10 BV-NAND, which Samsung bills as the industry’s first V-NAND with over 400 layers. Against V9, the keynote claimed 58% higher bit density, 33% faster I/O, and 25% lower power. Samsung’s own August release already gave the density figure of approximately 58% over V9. The October release adds that memory cells and peripheral circuits are made separately and then bonded vertically. It also names two server SSDs: the PM1763 is a PCIe Gen6 drive with V-NAND TLC that was due to sample in Q4 2026 as of that release, and the BM1773 is a V9 QLC drive from 16TB to 256TB. Samsung’s own July release announced PM1763 mass production in July 2026, so the organizer’s sampling wording doesn’t match, and I haven’t found Samsung explaining the difference. V10 is on the NAND die timeline.

Same keynote, other announcements

V10 BV-NAND claims 58% more density, 33% faster I/O, 25% less power

Keynote claims for the V-NAND with over 400 layers, each against V9

Horizontal bars of claimed change for V10 BV-NAND against V9. Bit density 58% higher. I/O speed 33% faster. Power consumption 25% lower.Claim and direction015304560Claimed change against V9, percentBit densityhigher58%I/O speedfaster33%Power consumptionlower25%IncreaseDecrease
Figure 3.7 · Two claims are increases and one is a decrease, all measured against V9. Source: Samsung keynote as reported in the Shenzhen Memory Industry Association release, October 15, 2026.

What would settle it

As of the October 15 release, I have no source that gives a sampling date, a write or endurance figure, or a part number anyone outside Samsung can test. Any one of those would say more than the 10x and 7x claims do. I think it’s worth watching anyway. Holding every weight of a large model in DRAM is the cost zNAND-O is meant to cut, and the October release expects models over one trillion parameters by 2030.

What would settle it

The claims are in; sampling, endurance and a part number are not

As of the October 15 release, no source gives any of the three on the right

Two columns. Left, what Samsung has said: 10x the bit density of DRAM, 7x the read bandwidth and read energy efficiency of NAND, and four- and eight-layer versions in development. Right, drawn dashed, what is still missing: a sampling date, a write or endurance figure, and a part number anyone outside Samsung can test.01 CLAIMED SO FAR10x the bit densityof DRAM7x the read bandwidth andread energy efficiency of NANDFour- and eight-layerversions in development02 STILL UNPUBLISHEDA sampling dateA write or endurancefigureA part number anyoneoutside Samsung can testclaimed by Samsungnot published
Figure 3.8 · Neither release includes a part number, capacity, or sampling date. Source: Shenzhen Memory Industry Association GMIF2026 release, October 15, 2026.

Part 4 turns from devices to storage, starting with the small reads an SI model makes and the drives built to serve them.

KEEP GOING / NEXT CHAPTERContinue to Part 4

Sources

Primary is the original paper, standard or datasheet. Secondary is a review, a vendor summary or a news report. Measured is my own test data.

Show all 6 sources, 5 primary