I love the “mandatory approval + audit log” stance — feels like the only sane way to run agents near real accounts.

Curious how you think about the reliability layer for UI work: - do you store any per-step evidence (DOM snapshot/screenshot) in the audit trail? - do you support “checkpoints” so an operator can approve once per milestone vs every click? - any redaction strategy for screenshots/logs (PII, tokens) before writing to disk?

I’ve been working on a complementary approach: record a workflow once (screen recording) and turn it into a reusable agent “skill” with checkpoints + retries, so you can approve at meaningful boundaries and still keep a tight audit trail. Would love to compare notes.

https://skillforge.expert