Seven-fold power, and the memory bill reaches the shelf
The board
▲ SMCI 8.4% ▲ AMD 5.0% ▲ MRVL 4.1% ▲ DELL 3.1% ▼ TEAM 3.3% ▼ PANW 3.0%
- Markets — Tuesday's session went the other way from Monday's rout: Super Micro +8.4%, AMD +5.0%, Marvell +4.1%, Dell +3.1% and Vistra +3.0%, against Atlassian −3.3% and Palo Alto −3.0%.
- Open weights — Qwen3.8-27B is at 2,945,415 downloads in thirty days, closing on three million.
- Models — GPT-5.6 Sol (max) holds the value pick at $8/M blended; Opus 5 still leads on intelligence at 63.1.
The read
Power was the day's real story, and Australia moved first. AEMO now sees data-centre electricity demand rising seven-fold, as Anthony Albanese took a data-centre package to Wednesday's national cabinet — major legislation promised next year covering copyright rules for AI businesses, security, safety and skills standards, and nationally consistent minimum obligations. That is a government trying to get ahead of the politics rather than react to it. Elsewhere the reaction is already the politics: a 600MW proposal at Auchtertool in Fife has drawn 1,600 objections and now faces an environmental assessment before it can proceed, with Scotland inching towards a moratorium; and the US backlash has gone bipartisan ahead of the midterms, splitting the industry between those treating it as campaign-season weather and those who think it runs to 2028. Underneath all of it, an engineering story: data centres have become the killer application for solid-state transformers, replacing grid hardware whose basic design dates to the 1880s.
The memory bill reached the shelf. Amazon raised list prices across Fire TV, Echo, Kindle and Eero by as much as 60% — the Echo Dot from US$49.99 to US$79.99 — citing memory costs, which is the company's own explanation and the only sourcing available. And Apple refreshed the Mac mini and Mac Studio with the M6 and M5 Ultra, courting local inference while the mini still caps at 32GB. The ceiling is the point: the machine pitched at running models locally stops exactly where the interesting models start.
Three on what this does to people at work. Stanford's revised "Canaries in the Coal Mine" puts employment for 22-to-25-year-olds in the most AI-exposed occupations 19% below peers in less exposed ones — the entry rung, specifically. Against that, radiology's AI decade produced more radiologists, not fewer, ten years after Hinton's five-year prediction, with the job rewired rather than removed. Both can be true, and the difference between them is worth more than either alone. Then the sharper edge: an AFL manager resigned three days before Copilot went live across her organisation, having asked whether she could opt out — "you do not have a right", on documents seen by the Herald.
Open weights kept compounding, with the usual caveats attached. Qwen3.8-27B is reported ninth on Code Arena — as relayed, and an arena is human-preference Elo over pairwise comparisons, not a capability measure. Qwen has also previewed a Qwen4-architecture model before the weights land, on a page that is a pre-release notification card rather than a release. Sovereign inference got an ASX listing in SCX.ai, hosting Qwen, MiniMax and Z.ai models onshore. And two notes from practice: refusal behaviour is a weak test of a model's provenance — answering on Tiananmen proves less than the internet thinks — and frontier pricing and local inference are pulling developer workloads apart, a practitioner price signal rather than a published one.
Four to close. Nvidia's hyperscaler concentration meets its earnings test, with the company's own split between hyperscalers and everyone else now the number to read. The web still isn't built for the agents being pointed at it — a point we could only get second-hand, since neither the post nor the article it responds to is machine-readable, which rather makes the case. A critic asks whether Anthropic understands software engineering, by analogy with taking dice advice from the manufacturer. And Anthropic sent San Francisco staff home over a strike its union says was never called.