Category: Writings

  • Quantum Safe Transition – Now

    Quantum Safe Transition – Now

    Every confidential message youโ€™ve sent may already be stored โ€” waiting to be unlocked. This is the essence of the โ€œ๐—ต๐—ฎ๐—ฟ๐˜ƒ๐—ฒ๐˜€๐˜-๐—ป๐—ผ๐˜„, ๐—ฑ๐—ฒ๐—ฐ๐—ฟ๐˜†๐—ฝ๐˜-๐—น๐—ฎ๐˜๐—ฒ๐—ฟโ€ problem: data intercepted today could be decrypted once quantum computers mature. This week CSIRO’s Data61 released our new report, ๐™Œ๐™ช๐™–๐™ฃ๐™ฉ๐™ช๐™ข ๐™Ž๐™–๐™›๐™š ๐™๐™ง๐™–๐™ฃ๐™จ๐™ž๐™ฉ๐™ž๐™ค๐™ฃ: ๐™๐™š๐™–๐™ก๐™ž๐™ฉ๐™ฎ, ๐™ƒ๐™ช๐™ง๐™™๐™ก๐™š๐™จ ๐™–๐™ฃ๐™™ ๐™‹๐™–๐™ฉ๐™๐™ฌ๐™–๐™ฎ๐™จ, mapping the scale of the challenge and…

    Read more: Quantum Safe Transition – Now
  • Oversight Design for AI-Enabled Decision Making

    Oversight Design for AI-Enabled Decision Making

    What counts as a ๐—ฑ๐—ฒ๐—ฐ๐—ถ๐˜€๐—ถ๐—ผ๐—ป, really? From the strict sense in ๐—ฎ๐—ฑ๐—บ๐—ถ๐—ป๐—ถ๐˜€๐˜๐—ฟ๐—ฎ๐˜๐—ถ๐˜ƒ๐—ฒ ๐—น๐—ฎ๐˜„โ€”where a decision formally alters someoneโ€™s rights or entitlementsโ€”to the everyday sense where almost everything, from selecting a movie to choosing a candidate, feels like a decision. Yet across these very different contexts, the underlying anatomy looks surprisingly similar. In CSIRO’s Data61 new…

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  • If You Understand It, Itโ€™s Not AI: Designing Oversight for the Incomprehensible

    If You Understand It, Itโ€™s Not AI: Designing Oversight for the Incomprehensible

    New paper alert (working draft)! โ€œWhen you really understand what AI is doing, itโ€™s no longer AI โ€” itโ€™s just boring automation.โ€ That old AI community joke captures the paradox of human oversight. We trust calculators and complex business process engines with millions of ifโ€“else rules, running hundreds of steps, responding to environmental changes, and…

    Read more: If You Understand It, Itโ€™s Not AI: Designing Oversight for the Incomprehensible
  • Writing in the Age of AI
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    Writing in the Age of AI

    After my slightly controversial talk on ๐—ฅ๐—ฒ๐—ฎ๐—ฑ๐—ถ๐—ป๐—ด ๐—ถ๐—ป ๐˜๐—ต๐—ฒ ๐—”๐—ด๐—ฒ ๐—ผ๐—ณ ๐—”๐—œ, I delivered another talk at APS Learn series on ๐—ช๐—ฟ๐—ถ๐˜๐—ถ๐—ป๐—ด ๐—ถ๐—ป ๐˜๐—ต๐—ฒ ๐—”๐—ด๐—ฒ ๐—ผ๐—ณ ๐—”๐—œ. ๐— ๐˜† ๐—ฐ๐—ผ๐—ฟ๐—ฒ ๐˜๐—ต๐—ฒ๐˜€๐—ถ๐˜€: ๐˜„๐—ฟ๐—ถ๐˜๐—ถ๐—ป๐—ด ๐—ถ๐˜€ ๐˜๐—ต๐—ถ๐—ป๐—ธ๐—ถ๐—ป๐—ด. We write first for self-understanding, then for audience understanding. AI cannot replace that understanding, but it can be a strong discussion partner.…

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  • Audit Messages on AI Governance
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    Audit Messages on AI Governance

    The newly released Auditor-General’s report on AI governance at the ATO is a good read. While I wonโ€™t comment on the specific cases, the broader lessons for government entities (pages 13-14) are valuable and ring true. Given CSIRO’s Data61‘s contributions to the National Assurance Framework for Government Use of AI (released by DTA) and Australia’s…

    Read more: Audit Messages on AI Governance
  • Preparing Australia’s National Research Ecosystems for AI
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    Preparing Australia’s National Research Ecosystems for AI

    The International Science Council has released a White Paper titled ‘Preparing National Research Ecosystems for AI,’ which examines how different nations are approaching AI opportunities through their research ecosystems. I contributed to the Australian Case Study, including the pivotal role of CSIRO in AI for Science, responsible and safe AI, and general research-driven AI innovation.…

    Read more: Preparing Australia’s National Research Ecosystems for AI
  • Why I Still Write (and Read) Books?

    Why I Still Write (and Read) Books?

    When I was writing my last two books, I kept wondering: would this be the last book I ever wrote? Why would people still seek knowledge from books when AI can synthesise information across diverse sources, delivering it in a personalised and conversational manner tailored to individual knowledge levels and interests? And to be honest,…

    Read more: Why I Still Write (and Read) Books?
  • New Book: Engineering AI Systems
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    New Book: Engineering AI Systems

    ๐Ÿšจ Exciting news! Weโ€™ve just submitted the final manuscript for our upcoming book, โ€œEngineering AI Systems: Architecture and Devops Essentialsโ€ ๐ŸŽ‰ Itโ€™s been a fantastic journey working with three brilliant co-authors:โ€ข Qinghua Lu, Lead of CSIRO’s Data61โ€™s Responsible AI Science team and winner of the Asia Pacific Women in AI Trailblazer Award 2023!โ€ข Ingo Weber,…

    Read more: New Book: Engineering AI Systems
  • Runtime Guardrails for Foundation Models

    Runtime Guardrails for Foundation Models

    The word โ€œ๐’ˆ๐’–๐’‚๐’“๐’…๐’“๐’‚๐’Š๐’โ€ has become very popular recently as a major approach for AI developers, deployers, and regulators to achieve responsible and safe AI. But what does it mean exactly? ๐Ÿค” For some, it means anything that can help safeguard and achieve responsible and safe AI, ranging from governance practices to stakeholder engagement, design, testing/assessment/evaluation,…

    Read more: Runtime Guardrails for Foundation Models
  • Beyond Training: Expanding AI Capabilities Without Massive Compute Costs

    Beyond Training: Expanding AI Capabilities Without Massive Compute Costs

    I often get asked which underlying foundation model one should choose for their use cases, and whether an organisation or a country should even train one given the immense compute and talent challenges. Itโ€™s a complex space to navigate. ๐ŸŒ This question becomes even more perplexing with some recent intriguing discoveries, such as:1. Picking and…

    Read more: Beyond Training: Expanding AI Capabilities Without Massive Compute Costs

About Me


About me – According to AI

Dr Liming Zhu FTSE
Research Director, CSIRO
Conjoint Professor, CSE UNSW

For other roles, see LinkedIn & Professional activities.

If you’d like to invite me to give a talk, please see here & email liming.zhu@csiro.au

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