National AI Centre Guidance for AI Adoption (Oct 2025 / May 2026), walked through a helpdesk reply-drafting system.
Australia's six AI practices are guidance, not six new laws. What each one means, how they sit in a real helpdesk AI project, and the evidence chain you should be able to show.
DeepMind precomputed 9 billion DNA letter-changes. The move is the same one as AlphaFold: bulk-solve the list, give scientists a namespace, let operators organise around a row.
DeepMind precomputed ~9 billion DNA letter-changes. Like AlphaFold, it bulk-solves a list. AVI is not a diagnosis. Non-lab firms become the table or plug in.
Rentosertib is in Phase III for a lung disease. Six ageing clocks moved younger in a 42-person study. That is a signal. It is not immortality.
Rentosertib is in Phase III for IPF. Six proteomic ageing clocks moved younger in a 42-person study. That is a biomarker signal, not immortality.
Anthropic’s extreme scenario is a bigger pie and a 45% labour share. The company move in the next year is not UBI. It is pointing agents at work you can name.
Anthropic modelled 15% GDP growth and a falling labour share. For an Australian SME, the next 12 months is named agent work with evals, not UBI.
The UK’s independent tester was cut out of a frontier release. If safety reviews stop crossing the Atlantic, your data residency story has to stand on its own.
Anthropic withheld Mythos 5.1 from UK AISI pre-release tests. AU/SG buyers cannot rely on a foreign referee. Keep data and fine-tunes in your account.
ByteDance’s founder came back for interactive worlds, not another LLM. If your product is still a prompt window, the next wave will go around you.
Most Australian SMEs still treat AI as a chatbot. Warehouse, field, and inspection work is video in and action out: same halt plane, new tools.
DeepSeek-V4.1-Flash cut global KV cache to 890 bytes a token. Memory is a large share of rack cost. The next architecture war is not another transformer paper.
HBM and KV cache often bottleneck 2026 inference, not GPU count. DeepSeek-V4.1-Flash: 890 bytes a token. AU/SG pick rent, open weights, or Bedrock.
Ten thousand agents and a Lean proof do not ship your operations. Specifying the target does.
OpenAI claims a Navier–Stokes proof with ~10,000 agents and a Lean check. Clay has not awarded the $1M prize. Specify a named job, not a swarm.
A 10% extinction number is not a strategy. Here is the jargon, the walkout, and the checklist that actually changes how you build.
A 10% extinction number is not a company strategy. Here is what p(doom) means, why labs still ship, and the checklist that changes how you build.
A 2019–2025 experiment says data delivered 12.0× the compute efficiency of model recipes. Your next 10× is probably already on a shared drive.
A 2019–2025 experiment found data delivered 12.0× compute efficiency versus 3.7× for recipes. Usually: frontier API plus RAG, not a $10M pre-train.
If you cannot explain the term to the person who owns the budget, it does not belong in the proposal.
Jargon is a tax on sales calls and boards. If you cannot explain a 2026 AI term to the person who owns the budget, it stays out of the proposal.
Agents now need their own identity and a register. Every new control ID, a 30-day build order, and the mitigations ASD still has not written.
ASD’s September 2026 ISM gives agents their own identity, a register, and human approval for high-impact actions. What to implement this month, and what is still missing.
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