From Design to Containment.
How AI is redefining the boundaries of modern security. A working session on the role lines AppSec, SecOps, and GRC have stopped respecting, and what lean teams are doing about it.
Harikrishnan Mulackal
Mike LefferSave your seat
The Four Boundary Blurs We'll Explore
YoY jump in vulnerability exploitation
Of breaches start with someone exploiting a known flaw
Of teams reporting too many alerts
Of teams say their security tools are dispersed
What You'll Leave With
A working model, not a vision deck.
Where lean teams lose time
The handoffs that quietly cost a week between finding a flaw and shipping the fix.
Automate now vs. judge later
Which decisions belong to a workflow, and which still need a human owner.
Which roles AI absorbs
The decisions an agent picks up cleanly, and the ones that still need a human title.
The new org chart
The roles worth hiring for in 2026 and the legacy titles worth retiring.
Speakers
Two operators, one whiteboard.

Harikrishnan Mulackal
Technical thesis · AI security and dependency risk
Hari leads the technical conversation: how AI is reshaping the attack surface across code, dependencies, and runtime.

Mike Leffer
Operator thesis · Triage and program design
Mike grounds the conversation in what happens after the alert. Ownership, runbooks, the everyday calls that decide whether a finding gets contained or buried.
Agenda
45 minutes of working session, 10 minutes of Q&A.
- Why AppSec and SecOps are now one job
- Where role lines bleed, what AI absorbs, and the new org chart
- Live Q&A
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