CAIN LatentGuard, explained for beginners

LatentGuard tells you to halt generation when the activation numbers you send it surge.

No AI background needed. Read this page (3 minutes), then try the two live demo tools, then the copy, paste, send page and the six-page seller's guide.

What it is

Some teams monitor a model's internal activations to catch unusual behaviour. LatentGuard is a simple screen over those numbers.

You send the statistics; a normal value is CLEAN; a surge past the threshold returns halt_generation = true with the pattern named.

An everyday comparison

A smoke alarm: you install the sensor, it sounds when the reading spikes.

How it works, in 4 steps

Your system measures activations.
It sends the statistics to LatentGuard.
Normal: CLEAN.
Surge: halt.

Try it now

Open the two live demo tools → Every button sends a real request to the live product and shows the real answer.

See it on the homepage: CAIN LatentGuard section →

Who it is for

ML teams running their own models who already measure activations.

FIRME AI CORPORATION · CAIN-42 is a Byzantine trust fabric. Numbers marked "our own check" were run by us, not by an independent party. Nothing on these pages is a certification.