You have to intentionally code it to prove why it took the action it did. It can't do it on its own.
Can AI agents prove what they did?
4 Comments
@[peculiarlibrarian] I agree. An agent won’t magically explain its reasoning after the fact.
My interest isn’t in reconstructing hidden reasoning later, but in creating verifiable evidence about the decision context when the action occurred.
For example:
- Which agent executed the action
- What permissions it had
- Which policy version was active
- Whether human approval was required
- Whether the record has remained unchanged
In other words, the receipt would only be as good as the instrumentation provided by the system. The goal is to standardize and verify that evidence rather than infer it afterward.
Do you think a standardized receipt format would provide value beyond existing logging approaches?
@[WAB] yes it's possible. However, you need to move beyond simple logging, which is mutable, towards cryptographic hash chaining and ledger entries.
This standardized data ensures that downstream oversight systems can programmatically validate the entire chain of custody for any automated action.
This far more robust than attempting to parse diverse log formats post-hoc.
@[peculiarlibrarian] Exactly.
That’s very close to the direction I’m exploring.
The idea isn’t to replace logging, but to create a verifiable layer above it.
Traditional logs are excellent for observability and debugging, but they’re usually controlled by the same system that generated them.
What interests me is whether we need a standardized receipt format built on:
- Cryptographic signatures
- Hash chaining
- Immutable receipt records
- Verifiable chain of custody
So that an auditor, insurer, regulator, customer, or another system can validate an automated action without relying solely on internal logs.
In many ways, the receipt becomes a portable proof artifact rather than just another log entry.
The standardization aspect is what I’m most interested in validating.
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