The AI stack in October 2026: what each layer is made of, and what limits it
Seven lanes across five tiers, from chips to agents. The forecasts for 2027 point to limits in memory, packaging and power.
Insights · 9 min read · 2026-10-26
B3IQ Blog
Latest research, product, and company updates from B3IQ
Seven lanes across five tiers, from chips to agents. The forecasts for 2027 point to limits in memory, packaging and power.
Insights · 9 min read · 2026-10-26
One 8-card RTX PRO 6000 box trained YOLO11x from scratch on COCO for the full 600 epochs in 19 h 10 min.
Insights · 10 min read · 2026-10-20
An 8-card RTX PRO 6000 box trained a 1.38B model from scratch in 6 h 23 min at a median 463k tokens/s. Two hot cards exposed a gap in the owner dashboard.
Insights · 9 min read · 2026-10-17
Four measured limits around the GPU: PCIe bandwidth, power caps, prefix-cache misses, and checkpoint uploads.
Insights · 6 min read · 2026-10-15
Local opposition, grid limits and power demand are slowing new data centers. Owning dedicated GPUs secures capacity, and Earn mode can sell the idle hours.
Insights · 5 min read · 2026-09-15
GPUs age like work trucks, not iPhones: they move down the job ladder from training to inference to batch work, and keep earning. Why that favors owning.
Insights · 4 min read · 2026-08-20
A technical tour of the B3IQ stack: machine identity, signed telemetry, outbound-only access, account-isolated routing, and two operating modes.
Product · 4 min read · 2026-08-11
The best AI hardware goes to the biggest buyers. B3IQ exists so labs, startups, and researchers can own their compute instead of renting it.
Insights · 2 min read · 2026-08-11