I audit AI & automation failures for solo builders, here’s what keeps breaking

I’ve been helping solo founders debug failures after they ship, especially when AI agents,

automations, or no-code tools are involved.

Common patterns I keep seeing:

- AI agents acting “correctly” but violating user expectations

- Automations triggering valid but damaging actions

- Permission / approval mistakes that only show up after money or users are impacted

- Disputes where nobody can clearly explain what was allowed vs what happened

I don’t build tools or sell SaaS.

I do post-incident audits: reconstruct what happened, what permissions existed,

and where the system actually failed.

If you’ve shipped something that broke and you’re unsure whether it’s:

- user error

- system design

- permission ambiguity

- or a real bug

happy to sanity-check or explain how I approach these cases.