JH
Jonathan Haber

Alignment for your AI team / What your team gets

Contents

What your people will see

Before changing prices, it asked about existing customers

From a real session, run as a first-time user on a small billing project.

A request that touches money

Engineer

Give annual plans a 10% discount.

Agent, before editing

This change touches pricing logic, which affects every customer's bill. Risks include incorrect charges, floating-point errors, or silent failures on unknown plans.

Agent, after proving three checks

Annual plans now cost 10% less. I haven't committed, because this changes what customers pay and I want your go first. Does this apply to existing annual customers at their next renewal, or only to new sign-ups?

What a reviewer gets

  • What the agent understoodRecorded at each request, with its certainty, so it can be checked against what was actually asked.
  • How risky it judged the taskAnd therefore how careful it was required to be.
  • The checks it ranEach stated outcome, the check behind it, and whether it passed.