AEON
A new model,
built for
long sequences.
AEON is a hybrid recurrent transformer, built from scratch over seven years. Not a wrapper, not a fine tune of someone else's weights. It holds operational history across the full sequence rather than a fixed window, and it does it at a footprint small enough to run on hardware you own. Long sequences are the problem Horizon chose, and AEON is the architecture that solves it.
The core architecture
What AEON does
AEON reads the record a system produces and keeps it. Every state, every cycle, every event, held as one continuous sequence instead of a series of snapshots that expire.
That changes what the model can say. An excursion in March is still there in October, so a failure is not only detected, it is explained by the history that produced it. The baseline comes from the system's own past rather than a generic threshold, and every finding arrives with the sequence behind it, so an operator can check the reasoning instead of trusting a score.
It runs where the system already lives, on local or edge hardware, and reaches for cloud only when the work exceeds what is on the floor. Anything that produces a time ordered record is the same problem, and AEON is the same answer.
Design partners
Start a conversation
Horizon works with a small number of design partners at a time. The entry point is one measurable problem, a defined success criterion agreed in advance, and a narrow demonstration built against real systems rather than a synthetic sample.