[ Videos ]

Recordings from [un]prompted.au 2026 at ILUMINA, Sydney, 18 to 19 September. Every session is listed in program order; recordings appear here as they are published to YouTube.

21 of 24 sessions published. Press play to load a video (nothing from YouTube loads until you do).

Get notified when the next talks drop. One email when new recordings land, and first word on the next [un]prompted.

[ Research Talks ]

Thirty-minute deep dives: original research, tooling, and results from the field.

Day 1 · 10:00–10:30 AEST · Research · 30 min

From Diff to Primitive: An LLM Auditor that Found 8 WebKit CVEs

Saurabh Kumar · Microsoft Edge

Zenshin, an LLM auditor that only hands over reproduced WebKit bugs: call-graph reachability, cross-model debate, and an ASAN binary as the final judge. Eight WebKit CVEs so far… Read more →

YouTube
Day 1 · 11:00–11:30 AEST · Research · 30 min

3.6 MEGAJOULES OF DANGEROUSLY SKIP PERMISSIONS: CAN Reverse Engineering in the Real World

Tristan Steele

Letting an LLM agent loose on a live CAN bus, using a consumer portable power station as the target. The harness, permission gates, instrumentation and physical isolation it took… Read more →

YouTube
Day 1 · 11:30–12:00 AEST · Research · 30 min

To the Frontier and Back Again

John McIntosh · Clearseclabs

Two Windows bugs found with a frontier model, the first in just over an hour, and the human direction it took to get there. Then the same hunt replayed on open-weight local models… Read more →

YouTube
Day 1 · 12:00–12:30 AEST · Research · 30 min

Confusing CNNs on NPUs with LLMs using FI; or, how much AI can we fit?

Jasper van Woudenberg · Keysight Device Security Testing

Voltage-glitching a commercial NPU to make an edge-AI camera see phantoms, or nothing at all, with LLM agents left to search the fault space overnight. Why neural accelerators are… Read more →

YouTube
Day 1 · 14:15–14:45 AEST · Research · 30 min

Agents That Watch: Event-Driven Detection and Response at Slack

Dominic Marks · Slack

Inside the event-driven agentic detection and response system Slack's SecOps team has run in production since April 2026, told through a no-notice red team exercise it caught… Read more →

YouTube
Day 1 · 14:45–15:15 AEST · Research · 30 min

How Agentic SAST Decodes Business Context to Hunt Privilege Escalation

Sylvia Xu & Songjiu Liu · TikTok

Traditional Static Application Security Testing (SAST) is highly effective at identifying syntax-based vulnerabilities like SQL injection or Buffer Overflows, but completely blind… Read more →

YouTube
Day 1 · 15:45–16:15 AEST · Research · 30 min

Harness & Hunt: A Hybrid, Role-Driven Agent Architecture for Autonomous Vulnerability Research

Anthony Lai & Alan Ho · VXRL / Ken Wong · HKUST

A three-month study adjudicating 630 agent-generated vulnerability findings against the code at the reported line. In their data, precision depended more on method than model, the… Read more →

YouTube
Day 1 · 16:15–16:45 AEST · Research · 30 min

Let’s Get Physical: Blind Prompt Injection and Hacking AI From Meatspace

Rich Smith · Mindgard

Prompt injection gets treated as a text problem, something that arrives over an API. But more and more of what an LLM reads into context starts in the real world: a swiped badge… Read more →

YouTube
Day 2 · 10:00–10:30 AEST · Research · 30 min

ExploitBench

Seunghyun Lee · Carnegie Mellon University

Exploitation is a ladder, not a coin flip. ExploitBench grades LLM agents across 16 capability flags against real V8, from first crash to arbitrary code execution, and shows where… Read more →

YouTube
Day 2 · 11:00–11:30 AEST · Research · 30 min

The Fuzzer Reached the Code, yet Missed the State: LLM-Guided JavaScript Engine Fuzzing

Wai Kin Wong, Dongwei Xiao & Shuai Wang · HKUST

Fuzzers reach the vulnerable code and still miss the bug because coverage tracks lines, not state. StateLens has an LLM identify security-relevant internal states offline and lets… Read more →

YouTube
Day 2 · 11:30–12:00 AEST · Research · 30 min

Human in the Loop, Ghost in the Shell: Building AI-Powered Adversaries

Ash Fox · Google

We have seen an incredible increase in AI's offensive capabilities. Presumably, that is why we are all here! AI is putting sophisticated hacking capabilities into more hands… Read more →

YouTube
Day 2 · 12:00–12:30 AEST · Research · 30 min

Are we missing the boat? Our need for sovereign AI capability

Ben Gittins · Zepto / Cole Cornford · Galah Cyber

The Australi.ai co-founders on how agentic AI is commoditising the artisanal skills cyber careers were built on, and why Australia should build that capability domestically rather… Read more →

YouTube
Day 2 · 14:15–14:45 AEST · Research · 30 min

AI Threat Intelligence: Hunting Threats Across the AI Ecosystem

Thomas Roccia · SecurityBreak

AI is transforming how we work, how we build software, and how we interact with technology. But it is also creating an entirely new ecosystem that few organizations understand or… Read more →

YouTube
Day 2 · 14:45–15:15 AEST · Research · 30 min

What’s the deal with Hallucinations anyway?

Ariel Herbert-Voss · RunSybil

When an AI-generated result looks convincing at first glance but falls apart under closer inspection, it can signal a collision in the model’s latent space, where concepts… Read more →

Day 2 · 15:30–16:00 AEST · Research · 30 min

Before the CVE: Mining Open-Source Commits for Negative Day Vulnerabilities

Dmitrijs Trizna · AISLE

Once a security fix becomes public, the diff becomes a roadmap to the vulnerability. An attacker can reconstruct the missing invariant and start building a trigger before a CVE or… Read more →

YouTube
Day 2 · 16:00–16:30 AEST · Research · 30 min

Your Electron App is Already Exploitable: AI-Guided Discovery with Real-Time Harnessing

Danila Sashchenko · TikTok

This talk presents an AI-driven system for discovering and exploiting vulnerabilities in ElectronJS applications. By combining source–sink analysis with real-time harness… Read more →

YouTube

[ Field Notes ]

Fifteen-minute dispatches: one idea, sharply made.

Day 1 · 16:45–17:00 AEST · Field Note · 15 min

AI With Receipts: Evidence-Backed AI for High-Stakes Professional Work

Pete Werner · Penumbra AI

AI can dramatically reduce the time it takes to complete a task, but verifying the result often takes just as long as doing it yourself. This talk explores how to build AI… Read more →

YouTube
Day 1 · 17:00–17:15 AEST · Field Note · 15 min

Capture the Narrative — Social Media Manipulation Wargaming for Cyberliteracy and Research

Rahat Masood · UNSW Sydney

Capture the Narrative is a CTF-style massively multiplayer wargame in which 288 Australian university students ran LLM-powered bot campaigns to swing a simulated election. The… Read more →

YouTube
Day 2 · 16:30–16:45 AEST · Field Note · 15 min

Build the Tooling, Don’t Be the Tooling

Casey Ellis · Tall Poppy Group / disclose.io

Applied AI, self-improving loops, and a security tool that gets better every time it fails. I keep telling people to build the tooling instead of being the tooling — use AI to… Read more →

YouTube
Day 2 · 16:45–17:00 AEST · Field Note · 15 min

Security Through Obscurity Is Dead and LLMs Killed It

Brendan Dolan-Gavitt · XBOW

Two case studies in LLM agents ripping through obscurity: reverse-engineering the currency detectors in photocopiers and image editors to build an unphotocopiable cat, and… Read more →

YouTube