2026-05-16 –, Track 1
What happens when you stop treating AI like a chatbot and start treating it like an execution engine and give it access to untapped ADHD?
This talk explores how to weaponise AI for rapid idea-to-tool pipelines taking half-formed, borderline chaotic ideas and turning them into working tools, side projects, and offensive experiments at speed. Not polished SaaS. Not over-engineered platforms. Building chaos at scale.
I’ll walk through how AI can be used to:
• Break past the “I’ll build that someday” backlog
• Prototype tools in hours instead of weeks
• Explore unconventional or “bad” ideas safely and quickly
• Chain together automation, code generation, and testing loops
• Validate whether something is genuinely useful or just noise
Along the way, I’ll look at real examples of AI-assisted builds: from scrappy utilities to fully functional tooling that would never have existed without lowering the barrier to execution.
This isn’t about replacing developers. It’s about removing friction and what happens when that friction disappears.
Andy Gill is an adversarial architect and offensive security practitioner with a focus on adversary emulation, tradecraft realism, and intelligence-led operations. His work centres on replicating real-world attacker behaviour using native tooling, proxy disapline, and low-footprint techniques rather than traditional payload-heavy approaches.