AOCyber
The Playbook Ratchet: Why Process Improvement No Longer Ends

The Playbook Ratchet: Why Process Improvement No Longer Ends

Justin Donnaruma
Published on: 2026/10/08

A playbook only encodes the attacks someone already ran. It raises the floor and says nothing about the ceiling, so the human job converged to three things.

Ask for Attacks, Not Feedback

Ask for Attacks, Not Feedback

Justin Donnaruma
Published on: 2026/10/06

AI has two evaluation modes, and only one is biased toward telling you what you want to hear. Stop asking for review; ask it to break a specific commitment.

ask for attacks
Irreversibility: The Only Sane Way to Allocate Executive Attention

Irreversibility: The Only Sane Way to Allocate Executive Attention

Justin Donnaruma
Published on: 2026/10/01

AI work is disposable and regenerable. What compounds are the commitments you can't take back. Route senior judgment by one-way doors, not by cost.

Why \"Human Review\" Fails, and What Adversarial Oversight Looks Like

Why \"Human Review\" Fails, and What Adversarial Oversight Looks Like

Justin Donnaruma
Published on: 2026/09/29

When the machine is right 95% of the time, the reviewer becomes a rubber stamp. If the sign-off can't say what they tried to break, it was never oversight.

human review
AOCyber

You don't have to be the product anymore. Building the next generation of applications.

© 2026 AOCyber. All rights reserved.