
NVIDIA claims codesign lifts agentic throughput per dollar up to 30x
From Blackwell Ultra to Vera Rubin, HBM per GPU rose about 3% while claimed agentic throughput per dollar rose up to 30x.
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From Blackwell Ultra to Vera Rubin, HBM per GPU rose about 3% while claimed agentic throughput per dollar rose up to 30x.

Smugglers route HBM with below-threshold processors via Hong Kong; a broker says HBM3E now costs about $4,000 a unit.

Micron and Samsung executives expect the memory shortage to last through 2028 as AI HBM demand exceeds supply.

SK Hynix is reportedly negotiating with Intel to manufacture memory chips in the US, possibly leasing space at Intel's Ohio fab.
An essay argues AI capex ($1.0–1.3T in 2026) now rivals global human-benefit spending and predicts shortages spreading from DRAM/HBM to cars and appliances.
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