THE QUESTION IT ANSWERS
Is this run failing, and where?
- ACCOUNT
01
The problem
Silent mid-training collapse costs $16,000–$24,000 in recovery compute per incident. Standard monitoring tells you a run has failed. The Warning Light isolates the collapse to a named component — not just a failed run.
02
What it delivers
A precise, per-component health signal emitted continuously during training. It names which node is failing, not just that the run is failing. Measured: Node 1, oscillation severity 7.674, detected at step 39,553, within one epoch. When a divergence occurs, the operator rolls back 200 steps, not 20,000.
03
Who it is for
A fit for
- teams where a single failed run exceeds $50,000 in compute
- organisations running large fine-tunes without dedicated infrastructure research teams
- anyone who has experienced a silent divergence and had no signal it was coming until the loss spiked
Not a fit for
- frontier labs who can build their own custom internal tooling
- teams whose training runs cost less than $10,000 each
04
How it works
The Warning Light is built from one capability of the ORMAS architecture. Each is a property of how the network trains, not a tool bolted on afterwards.
- 01ACCOUNTEmit a bounded, timestamped, causally attributed record of every modification the network made to itself.
05
In your industry
This is why ORMAS is one product rather than seven. The Warning Light is the same mechanism in every row below — only the customer's own vocabulary changes.
- AI lab
- a $200M run failing silently
- SaaS
- a fine-tune failing
06
Markets using it
- AI TrainingSegments by scalelead
07
Questions
No. ORMAS is one product under one licence, and The Warning Light is one of the seven things it is proven at. You turn on what your situation needs; there is no separate purchase, no separate integration and no separate contract.
The mechanism does not know what industry it is in. What changes between them is the noun, not the method — the table above is the same mechanism with each sector's own vocabulary substituted, which is why one product serves all of them.
On your infrastructure. The licence is on-premise and per-institution: nothing is sent to a third party, there is no hosted tier, and no usage metering phones home. In a hospital enclave or a controlled environment, that is a requirement rather than a preference.
Pre-book ORMAS with The Warning Light in scope.
Every engagement starts with one specific problem — a run that died, an audit that asked a question you could not answer, a dataset you cannot vouch for.
We reply within a few days. Every message is read by a person.
Pre-book a deployment
One licence, no price list. Terms are agreed per institution and written into the contract, and pre-booking fixes them ahead of general availability.
Useful to bring
- What you train, and roughly at what scale
- The obligation driving it — SR 26-2, the EU AI Act, Article 17, a PCCP, an internal policy
- What a failed run currently costs you to diagnose