Skip to content

When AI gets it wrong

When QP drafts a report, changes a file, or makes a recommendation, you need to know what happened. AskQP gives you the record: signed, sealed, and stored on your Mac.

For your biggest client. For your accountant. For your own sanity at 2 a.m.

Audit trail

Prove what your AI did.
Check it yourself.

Every AI answer and significant action is sealed into a tamper-evident, hash-chained record that holds the why alongside the what. Open Settings > Governance > Audit trail and press Verify now.

What's in a record

Six sections. Every time.

A log line says something happened. A sealed record says what, why, on whose authority, and what came of it. That matters when someone asks.

Trigger

What started this action? Who or what requested it?

Context

What did the AI know at the time? What files and rules were active?

Reasoning

Why did it choose this approach? What alternatives did it consider?

Authority

Who approved this action? What policy allowed it?

Execution

What tools were called? How long did it take? What resources were used?

Outcome

Did it succeed? What changed? Were there side effects?

Hash-chained

Modify any record. The chain breaks.

Each record carries the SHA3-256 hash of the one before it. Change a single byte anywhere and every link after it stops matching.

Each record is also signed twice, with keys that stay on your Mac. Verify now recomputes every link and checks both signatures. Tampering shows.

capsule chain
#12846
hasha3f7c2…
prev 8d1e4b…
#12847
hashb8e1d4…
prev a3f7c2…
#12848
hashc2a9f6…
prev b8e1d4…
#12849
hashd5b3e1…
prev c2a9f6…
Chain verifiedEd25519 + ML-DSA-65

The cryptography

Safe today. Safe tomorrow.

Every record carries two signatures: one classical, one post-quantum. A forger would have to break both.

SHA3-256

FIPS 202

Content hashing for every record. Identifies tampering at the byte level.

Ed25519

FIPS 186-5

Classical digital signatures. Fast, compact, and widely audited.

ML-DSA-65

FIPS 204

Post-quantum signatures, built for the day large quantum computers arrive.

Three published standards, and only these three, secure the AskQP signature chain.

Check the record

Verify it yourself. Three steps.

The check runs on your Mac, offline. You need nothing from us to run it.

Step 1

Open

Settings > Governance

Everything about the record lives under Governance in Settings.

Step 2

Browse

Audit trail

Every sealed record, with what happened and why.

Step 3

Check

Verify now

QP recomputes every hash and checks both signatures. Any failure is reported, never skipped.

Evidence that proves itself.

The capsule library that seals every record is open source under Apache 2.0. Read the code that checks your record. Your auditor can too.