Glad to read it's possible. This must have been overlooked, before releasing 26B+ models in the wild.. #memoryshortage #Intellectualproprety

"In Phison testing, aiDAPTIV enabled a 26B-parameter model to run on a system with 16 GB of DRAM, compared with 32 GB of DRAM required without aiDAPTIV in the same test environment."

https://www.techpowerup.com/349602/phison-collaborates-with-intel-to-bring-larger-local-ai-workloads-to-intel-ai-pc-platforms

LLMs are unaware of the current DDR memory prices, and are shocked by it. 😬

"This cart has a critical pricing error on the RAM"

, Qwen 3.6 by Alibaba (while showing screenshot of cart containing DDR4 at current prices).

⚠️ Gemini Pro, by Google, had the same kind of inferences (seriously, and it makes one wonders what difference does it make taking all the chips, if their products remain not great, as per design ie out of date, and hallucinating).

#DDR4 #memoryshortage #chipshortage

The AI memory super-cycle has a shadow story.
While headlines track HBM allocation and DDR5 contract resets, 2D NAND prices just spiked 2–3× in the corner of the market that powers automotive ECUs, factory PLCs, network switches, and medical devices.
What happened: Samsung announced MLC NAND end-of-life with final shipments in June 2026. Micron, SK hynix, and Kioxia capped legacy output. TrendForce projects worldwide MLC capacity dropping ~42% YoY in 2026.
What's filling the vacuum: Macronix Q1 2026 revenue +71% YoY, gross margin 40.8%, NAND revenue +382% YoY. Macronix moved customers from quarterly to monthly pricing. Winbond approved a record NT$42.1B 2026 capex and says capacity is booked through 2027.
Why it matters beyond embedded: legacy hardware residual values are inverting. Decommissioned switches, storage controllers, automation gear, and test instruments built ~2014–2022 are shifting from "candidate for shred" to "candidate for harvest and resale."

https://www.buysellram.com/blog/the-other-memory-crisis-2d-nand-prices-spike-2-3x-as-samsung-micron-and-sk-hynix-walk-away/

#NANDFlash #MemoryShortage #ITAD#MLCNAND #SLCNAND #2DNAND #EmbeddedMemory #FlashMemory #Macronix #Winbond #Samsung #Micron #SKHynix #Kioxia #AIInfrastructure #HBM #DRAM #DataCenter #AIMemory

The AI memory super-cycle has a shadow story.

2D NAND — the planar flash inside automotive ECUs, PLCs, switches, and medical devices — just spiked 2–3× as Samsung, Micron, and SK Hynix exited. Macronix moved customers to monthly contracts. Winbond booked through 2027.

https://www.buysellram.com/blog/the-other-memory-crisis-2d-nand-prices-spike-2-3x-as-samsung-micron-and-sk-hynix-walk-away/

#NANDFlash #MemoryShortage #ITAD#MLCNAND #SLCNAND #2DNAND #EmbeddedMemory #FlashMemory #Macronix #Winbond #Samsung #Micron #SKHynix #Kioxia #AIInfrastructure #HBM #DRAM #DataCenter #AIMemory

The AI memory super-cycle has a shadow story.
While headlines track HBM allocation and DDR5 contract resets, 2D NAND prices just spiked 2–3× in the corner of the market that powers automotive ECUs, factory PLCs, network switches, and medical devices.
What happened: Samsung announced MLC NAND end-of-life with final shipments in June 2026. Micron, SK hynix, and Kioxia capped legacy output. TrendForce projects worldwide MLC capacity dropping ~42% YoY in 2026.
What's filling the vacuum: Macronix Q1 2026 revenue +71% YoY, gross margin 40.8%, NAND revenue +382% YoY. Macronix moved customers from quarterly to monthly pricing. Winbond approved a record NT$42.1B 2026 capex and says capacity is booked through 2027.
Why it matters beyond embedded: legacy hardware residual values are inverting. Decommissioned switches, storage controllers, automation gear, and test instruments built ~2014–2022 are shifting from "candidate for shred" to "candidate for harvest and resale."
https://www.buysellram.com/blog/the-other-memory-crisis-2d-nand-prices-spike-2-3x-as-samsung-micron-and-sk-hynix-walk-away/

#NANDFlash #MemoryShortage #ITAD#MLCNAND #SLCNAND #2DNAND #EmbeddedMemory #FlashMemory #Macronix #Winbond #Samsung #Micron #SKHynix #Kioxia #AIInfrastructure #HBM #DRAM #DataCenter #AIMemory #technology

The AI memory super-cycle has a shadow story.
While headlines track HBM allocation and DDR5 contract resets, 2D NAND prices just spiked 2–3× in the corner of the market that powers automotive ECUs, factory PLCs, network switches, and medical devices.
What happened: Samsung announced MLC NAND end-of-life with final shipments in June 2026. Micron, SK hynix, and Kioxia capped legacy output. TrendForce projects worldwide MLC capacity dropping ~42% YoY in 2026.
What's filling the vacuum: Macronix Q1 2026 revenue +71% YoY, gross margin 40.8%, NAND revenue +382% YoY. Macronix moved customers from quarterly to monthly pricing. Winbond approved a record NT$42.1B 2026 capex and says capacity is booked through 2027.

https://www.buysellram.com/blog/the-other-memory-crisis-2d-nand-prices-spike-2-3x-as-samsung-micron-and-sk-hynix-walk-away/

#NANDFlash #MemoryShortage #ITAD#MLCNAND #SLCNAND #2DNAND #EmbeddedMemory #FlashMemory #Macronix #Winbond #Samsung #Micron #SKHynix #Kioxia #AIInfrastructure #HBM #DRAM #DataCenter #AIMemory

The AI memory super-cycle has a shadow story.

2D NAND — the planar flash inside automotive ECUs, PLCs, switches, and medical devices — just spiked 2–3× as Samsung, Micron, and SK Hynix exited. Macronix moved customers to monthly contracts. Winbond booked through 2027.

https://www.buysellram.com/blog/the-other-memory-crisis-2d-nand-prices-spike-2-3x-as-samsung-micron-and-sk-hynix-walk-away/

#NANDFlash #MemoryShortage #ITAD#MLCNAND #SLCNAND #2DNAND #EmbeddedMemory #FlashMemory #Macronix #Winbond #Samsung #Micron #SKHynix #Kioxia #AIInfrastructure #HBM #DRAM #DataCenter #AIMemory

The AI memory super-cycle has a shadow story.

2D NAND — the planar flash inside automotive ECUs, PLCs, switches, and medical devices — just spiked 2–3× as Samsung, Micron, and SK Hynix exited. Macronix moved customers to monthly contracts. Winbond booked through 2027.

https://www.buysellram.com/blog/the-other-memory-crisis-2d-nand-prices-spike-2-3x-as-samsung-micron-and-sk-hynix-walk-away/

#NANDFlash #MemoryShortage #ITAD#MLCNAND #SLCNAND #2DNAND #EmbeddedMemory #FlashMemory #Macronix #Winbond #Samsung #Micron #SKHynix #Kioxia #AIInfrastructure #HBM #DRAM #DataCenter #AIMemory #tech

The AI memory super-cycle has a shadow story.

2D NAND — the planar flash inside automotive ECUs, PLCs, switches, and medical devices — just spiked 2–3× as Samsung, Micron, and SK Hynix exited. Macronix moved customers to monthly contracts. Winbond booked through 2027.

https://www.buysellram.com/blog/the-other-memory-crisis-2d-nand-prices-spike-2-3x-as-samsung-micron-and-sk-hynix-walk-away/

#NANDFlash #MemoryShortage #ITAD#MLCNAND #SLCNAND #2DNAND #EmbeddedMemory #FlashMemory #Macronix #Winbond #Samsung #Micron #SKHynix #Kioxia #AIInfrastructure #HBM #DRAM #DataCenter #AIMemory