The number one problem in AI

Drift. Why your AI was fine this morning, and is not this afternoon.

People call the loudest symptom hallucination. Drift is the disease: the slow slide away from the rules, sometimes talked into it, sometimes all by itself. Same message, eight passes: the first is sharp, the last is gone.

The same telegram, eight passes: the first is sharp, the last is gone. The sealed record beside it holds.

The gravity.

It already happened, in public.

A consumer app let a model write straight to its users. The harmful lines shipped, because nothing sat between the model and the world that could stop them in flight. Whatever safety existed lived inside the model, the very thing being governed.

The makersThe largest AI company has stated its own safeguards can degrade in long conversations. That sentence is drift.
The courtsCourts have published more than a thousand decisions about AI-invented material in filings. Every one is a drift story with no record.
The regulatorsForty-two attorneys general jointly demanded records of model behavior over time. Behavior over time is drift.
The insurersCarriers now see AI claims. What they cannot see is conduct. Drift flags, sealed content-free, are the telematics.

A demonstration, recorded from the live engine. Details changed, nothing invented.

Watch drift get caught, and taken out.

An AI just answered a professional. It sounds confident. Three of its four sentences are drift. Govern it, then decide, the way the person in the chair does.

This is a demonstration, with sample data. The seal you can check is real.

Why this wins.

In front, at run time. Without slowing you down.

Everyone worries that governing at run time slows the work. This does not. The check happens out in front, at the moment, and a person is always in the loop: you are always in control. It does not slow you down. It keeps you on track.

It catches drift in front, before the answer ships.

No one else governs drift at run time. The rest of the market detects after the fact, from the cloud; by then the moment is already gone.

What you hold afterward.

One sealed record. It holds up.

The holds, the choices, and the release are one sealed record. A conversation cannot be un-had. That is why this happens at the moment, not in next week's report.

Three moments this record decides.

The invented citation

A case that does not exist is flagged at capture. A person clicks Remove. The decision seals. When sanctions fly, the record is exhibit A, for you.

The silent model swap

The record notices the vendor changed the model, statistically, before the vendor says a word. Your AI changed and nobody told you. The ledger did.

The agent that almost sent it

A payment, a delete, a send: stopped before acknowledgement, and the stop can prove itself. Silence means stop, and it stays stopped until a person re-arms it.

Different drift, different defence.

Many forms. In layers.

We built the tools to manage it.

The harder drift.

A whole conversation, sliding off policy.

No single line looks wrong. This is where we are strongest.

The editorial.

The week in AI. Read through the kernel.

Editorial. Independent. Five stories, five layers, no alarm. get each issue by email.

Clean answers.

The questions buyers ask first.

My AI takes actions. Can I stop a bad one before it happens?

Yes, that is the Brake. It stops an action before it runs, or holds an output before it reaches a person, for the things your AI does that you cannot undo, payments, sends, deletes. When something goes wrong, the safe answer is the default, and every stop is a signed record you can verify. Evidence, not a guarantee.

Who decides what is kept?

A person. The moment is held, a human chooses keep or remove, and that choice is sealed as its own record. The system never decides silently.

Does the record read our content?

No. It stores fingerprints of moments, never words. Your documents and messages never leave your machines and are never held in the record. That is why it can be shown to an outsider without betraying an insider.

How do I verify a receipt?

Open the verifier in your browser, give it the receipt and the content, and it returns valid or invalid. No Regulayer server is involved; the cryptography is the only thing that confirms it. Free, for anyone. Try it.

Validation is a moment. Deployment is a continuum.