• Skip to main content
  • Skip to secondary menu
  • Skip to footer

Technologies.org

Technology Trends: Follow the Money

  • Technology Events 2026-2027
  • Sponsored Post
  • Technology Markets
  • About
    • GDPR
  • Contact

Kioxia GP1 Wins FMS Best of Show With 10 Million IOPS, Splitting From SanDisk and SK Hynix on HBF

August 5, 2026 By admin

Kioxia America announced that its GP Series PCIe NVMe SSD took the Best of Show award in the Specialized Storage category at FMS: the Future of Memory and Storage, running this week in Santa Clara. Trade show awards are not usually worth a paragraph. This one is, because of what else happened at the same event.

One day before the award, SanDisk and SK hynix published the first technical specification for High Bandwidth Flash through the Open Compute Project. Both announcements are attempts to solve the same problem: GPUs have run out of affordable memory capacity, and HBM is not getting cheaper fast enough. The two approaches have almost nothing else in common.

What the GP1 actually is

The GP1 is built on Kioxia’s XL-FLASH generation 2 low-latency flash, with a PCIe 6.0 interface and NVMe 2.2. Kioxia claims up to 10 million random read IOPS at 512-byte access granularity, with read latency under five microseconds, and a stated roadmap toward 100 million IOPS in later generations. Evaluation samples go to selected customers by the end of 2026.

The number that carries the design is not the 10 million. It is the 512 bytes. Ten million reads per second at 512-byte granularity works out to roughly five gigabytes per second of actual data movement, which is a small fraction of what a PCIe 6.0 link can carry. Kioxia has not built a bandwidth product. It has built a product optimized for the rate at which small, scattered reads can be serviced, and then deliberately left most of the link’s throughput unused.

That profile has a history. Intel’s Optane occupied roughly this position in the hierarchy before it was discontinued in 2022, and its disappearance left a hole that storage vendors have been probing at ever since. VAST Data qualified Kioxia’s earlier FL6 drives for metadata work when Optane supply became a risk. The GP1 is the same idea with an order of magnitude more headroom, and on paper it exceeds Optane comfortably on both access rate and latency.

Two different bets on where flash sits

High Bandwidth Flash takes the opposite route. The published specification defines 8-high and 16-high TSV-stacked NAND assemblies reaching 512GB per device, connected over UCIe, with three performance grades spanning roughly 0.4 to 3.0 terabytes per second. The top grade lands in the same range as an HBM4 stack. Google and Tenstorrent joined the consortium during standardization, which tells you the target is accelerator silicon that does not exist yet.

HBF answers a streaming question. If model weights will not fit in HBM, put them in something with comparable bandwidth and eight to sixteen times the capacity, sitting on the package. That is a sequential read problem, and it is why every HBF discussion is framed around inference rather than training. Weights are static during inference. Flash writes are slow and finite, so a tier that is read almost exclusively is the only version of this that works.

The GP1 answers a scatter question. Key-value cache offload, embedding table lookups, vector index traversal, retrieval against a corpus that does not fit anywhere near the accelerator: these are millions of small independent reads, and they are not limited by bandwidth. They are limited by how many separate accesses the storage tier can complete per second and how long each one takes. A drive delivering five gigabytes per second in 512-byte pieces is more useful for that workload than one delivering fifty gigabytes per second in megabyte-sized ones.

Both are called memory extension. They extend memory for different reasons.

Kioxia is hedging across all three tiers

The GP1 was not Kioxia’s only announcement at the show. It is also exhibiting the XL1, a CXL-attached memory expansion module using XL-FLASH, with evaluation samples going to ecosystem partners in August 2026. And Kioxia has its own high-bandwidth flash effort, stacking up to 32 dies with through-silicon vias for connection to the GPU bus, with Nvidia driving the partner discussions.

That is three positions in the memory hierarchy at once: on the accelerator package, on the memory bus via CXL, and at the end of a PCIe link. Kioxia has not committed to a winner, which is a reasonable posture when nobody knows which tier the software will actually target.

There is an oddity in the competitive picture worth noting. Kioxia and SanDisk jointly own the Japanese fabs that produce both companies’ NAND. They are now backing different architectures for the same emerging tier, out of shared wafer capacity, while SanDisk’s partner on the specification is SK hynix.

The part that has to be true

Optane was not killed by physics. It was killed by the fact that almost nobody rewrote their software to use a tier that might not survive the next product cycle, which left volumes too low to justify the manufacturing. Both of this week’s announcements face that problem again. GPU-direct access to flash requires the inference serving stack to be built around it, and HBF requires accelerator vendors to spend package area on it.

SanDisk and SK hynix have moved first on the ecosystem question by publishing an open specification and pulling in a hyperscaler and a chip designer as consortium members. Kioxia’s answer is that its product runs over an interface every server already has, on drives that plug into slots that already exist, with samples this year. Neither of those is a technical argument. They are both arguments about adoption risk, which is the only argument that matters here.

The award is for a sample drive that ships to a handful of customers by December. Watch instead for the first inference framework that treats a PCIe device as an addressable memory tier rather than as storage. That is the announcement that decides whether any of this becomes a product category.

Filed Under: News

Footer

Recent Posts

  • Apple Puts Its 2nm M6 Chip in the iMac and MacBook Pro and Adds AI Assistants to Creator Studio
  • Maxinsights Raises $30 Million Seed to Film Real Household and Hotel Work as Training Data for Robots
  • Nevis Raises $70 Million Series B With Schwab Backing as AI Agents Take Over Wealth Adviser Back Office Work
  • Apple iPad mini Gets an OLED Screen, A20 Pro Chip and IP67 Rating in Its Biggest Redesign Yet
  • An AI Agent Needs a Permission Model as Much as a Language Model
  • Why Small Embedded Databases Are Winning the Edge
  • inDrive and Pony.ai Target Kazakhstan for a Robotaxi Project Built on NVIDIA Technology
  • Applied Ventures Backs Albert Invent as Materials Research Becomes an AI Battleground
  • Pathos AI Raises $237 Million as BMS and Tempus Back a Broader Drug Development Push
  • Tractian Raises $130 Million Series D at $1.4 Billion Valuation for AI That Predicts Machine Failures

Media Partners

  • Market Analysis
  • BareProxy.com
  • App Coding
How to Tell an AI Infrastructure Order From an AI Infrastructure Story
Hybrid Bonding Is the Bottleneck Nobody Prices Into HBM4
EQT and Ovintiv Pay for Drilling Inventory While Johnson Controls Sells Its Alarm Business
Stocks Fall as Meta Capex Outruns Its Cash Flow, Chips Sink and Brent Tops $111
Why China’s Alleged Memory Chip Breakthrough Should Be Taken With a Grain of Salt
EnergyX’s Trafigura Deal Moves Lithium Extraction From Technology Promise Toward Commercial Scale
Marvell’s New Memory Expanders Target the Economics of AI Inference
AI Financing Fears Are Overrated: Hyperscaler Debt and Nvidia’s Vendor Deals Sit on Real Revenue
HyperCrux Market Analysis: Agent Memory and Local AI Drive Demand for a One-File Multi-Model Database
Small Infrastructure Primitives Run the $700 Billion AI Buildout, and Open Source Is How They Get Adopted
BareProxy Adds AI Crawler Control That Tells Real GPTBot and ClaudeBot Requests From Fakes
BareProxy Adds Bot Challenges That Make Scrapers Posing as Browsers Solve a Puzzle First
BareProxy Adds Cookie Consent That Holds Back Tracking Cookies Until a Visitor Says Yes
BareProxy Adds Markdown Serving That Turns Markdown Files Into Web Pages With No Build Step
BareProxy Ships Its First Nine Plugins, From Maintenance Pages and CORS to Geo Rules and Rate Limits
BareProxy 0.2.0 Runs WebAssembly Plugins Through the Proxy-Wasm Interface
BareProxy 0.3.0 Writes Its Plugins in Rust, Where a Plugin Adds 15 Microseconds Instead of 42
BareProxy Is an Operating System for Web Traffic: A Small Core and a Long Stream of Plugins
BareProxy Plugins Go WebAssembly, Starting With RenderCache and AI Crawler Control
BareProxy Runs on Linux, macOS and Windows, and One Plugin File Runs on All of Them
A Useful Software Primitive Should Be Easy to Explain and Hard to Replace
Apple's US Link-Out Fee Is Zero Until a Judge Sets It, and Apple Is Asking for Up to 15%
20 Primitive Project Ideas: Tiny Go Engines That Do the Essential 10% of Redis, Kafka and Etcd
40 Projects Worth Building: SQLite for X, Tiny Infrastructure, MCP Tools and Edge Systems
40 Radically Different Infrastructure Primitives, From Reach and Expect to Ignorance and Stop
Counterfactual Store vs. Markov Chains: From Branching State to Reach, an Engine for Possible Futures
Counterfactual Store: A Database That Stores Alternatives, Not Just Facts
Mobile App Performance: The Five Metrics That Decide Retention and Store Ratings
Screening 20 Infrastructure Primitives Money First: Why Distill and Precomputing Survive
Temporal KV: A Key-Value Store That Remembers History

Media Partners

  • AltSql.com
  • Technology Conferences
  • API Coding
AltSql Is a Native Hybrid of Key-Value and SQL, From the Sensor to the Gateway
AltSql Core and AltSql DB Are Now Open Source Under the Apache License 2.0
Introduction
AltSql DB 0.3 Adds Secondary Indexes and Statement Savepoints: A Lookup on a Million Rows Ran 198 Times Faster Than a Full Scan
How It Works
AltSql DB 0.2: SQL and Direct Calls Wrote Byte-Identical Files Over 100,000 Random Steps
AltSql DB Keeps a Whole Fleet in One File and Reads by Key 5 Times Faster Than SQLite Through SQL
AltSql Core and Six Prototypes Built Around It
AltSql Ask Puts One SQL Question to 500 Simulated Machines and Brings Back Only the Answers
Machine Monitoring Case Study: Overheat Alarm Handled on the Sensor While Wi-Fi Was Down
Conferences Are Theatre and the Hallway Is the Product
SoftDevStudio.com at Web Summit 2026, November 9-12, MEO Arena and FIL, Lisbon
Bodor Laser Brings Integrated Tube Processing to EuroBLECH 2026
Cloudflare Connect 2026 Reportage, October 19-21, Moscone West, San Francisco
International Test Conference 2026, October 11–16, Grand Hyatt San Antonio River Walk, San Antonio
AUSA Annual Meeting & Exposition 2026, October 12–14, Walter E. Washington Convention Center, Washington DC
SEMICON West 2026, October 13–15, Moscone Center, San Francisco
Fal.Con Europe 2026, November 2–4, Fira Gran Via, Barcelona
A3 International Robot Safety Conference 2026, November 3–5, Huntington Place, Detroit
Humanoids Summit Silicon Valley 2026, December 1–2, San Mateo County Event Center, San Mateo
RFC 9457 Problem Details Gives API Errors One Shape Instead of Fifty Ad Hoc JSON Bodies
Idempotency Keys: How One Header Stops a Retry From Charging a Customer Twice
A Tiny ETL Binary Competes With curl, jq and SQLite in a Cron Job, So Build It That Small
An AI Agent Flight Recorder Belongs in One Portable File, the Way HAR Did It for HTTP
Benchmarking MCP Servers and Stateful API Workflows: Latency, Throughput and Tokens per Call
Diagnose a Slow API From One Request: DNS, Connect, TLS, Server Wait and Transfer
Finding API Endpoints, Tables and Flags Nobody Uses Takes Code and Traffic Together
Fuzzing MCP Servers: Generate Bad Arguments From the Tool Schema and Watch What Breaks
Give Any API a History: Poll It, Hash It and Query Old Versions With SQL
Infer Your API's Real Contract From Traffic, Then Diff It Against the Docs

Copyright © 2026 Technologies.org

Media Partners: Market Analysis · Market Research · Referently · Photography