Adjunct Intelligence

A podcast about artificial intelligence and its impact on higher education.

With Dale Leszczynski and Nick McIntosh.

Adjunct Intelligence podcast cover art

Latest episode

Episode 28 · 6 September 2026 · 37 min

The Robots Keep Escaping, Part 2: The Models Nobody Can Switch Off

Part two moves from dramatic containment incidents to the harder question underneath them: who still has control once an AI model can be downloaded, copied and modified? Dale and Nick examine controlled self-replication across four machines and three continents, a robot dog that interfered with its software shutdown process, and “abliteration”, a technique that can permanently remove refusal behav

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Artwork for OpenAI’s Critical Cyber Warning - These AI's keep escaping Pt1

Episode 27 · 30 August 2026 · 37 min

OpenAI’s Critical Cyber Warning - These AI's keep escaping Pt1

OpenAI says it cannot rule out Critical cyber capability in its unreleased Astra model, triggering tighter controls during development. Dale and Nick connect that warning to agents crossing sandbox, organisational and human boundaries while pursuing assigned tasks. The evidence points to persistent goal pursuit and reward hacking—not a machine deciding it wants freedom. Key moments 00:00 — Astra a

Artwork for The Kids Are All Right: What Students Actually Say About AI

Episode 26 · 23 August 2026 · 24 min

The Kids Are All Right: What Students Actually Say About AI

Students using AI in higher education are already drawing their own boundaries around authorship, cognitive offloading and academic integrity. Dale and Nick examine findings from Jisc, HEPI and the 10,237-response Australian AIinHE survey, including widespread generative AI use, self-imposed limits and a persistent guidance gap. They also cover Claude watermarking, employability fears, AI’s effect

Artwork for The Frontier Went Downloadable in Five Weeks

Episode 25 · 16 August 2026 · 36 min

The Frontier Went Downloadable in Five Weeks

Dale Leszczynski and Nick McIntosh work through the five weeks that changed who controls frontier AI, and what it means for institutions that have spent three years assuming they'd always be renting. Nick argues the American strategy is the pharmaceutical playbook — expensive at home, high margins, a domestic market subsidising the frontier for everyone else — and that it only works when you have

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22 July 2026 · 1 min read

What we talk about when we talk about AI policy

Most institutional AI policy is really three different documents wearing one coat: a compliance statement, a teaching philosophy and a procurement rulebook. Separating them helps.

30 June 2026 · 1 min read

Assessment was already broken

Generative AI did not break the take-home essay. It made visible a set of design problems that markers had been absorbing quietly for two decades.

14 May 2026 · 1 min read

The quiet work of learning designers

The people rebuilding subjects around new tools are rarely the people quoted in the strategy documents. A short argument for changing that.

About the show

Conversations about artificial intelligence and what it actually means for universities — teaching, assessment, research and the people doing the work.

Made for university staff, academics, learning designers and the edtech people who have to make all of this actually work.

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