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ATON Kestrel

Our own trading AI.

Built from the ground up for trading.

ATON Kestrel is our own AI model family, built from the ground up for trading. A market model trained from scratch on years of exchange data makes the decisions. A language model explains every one in plain words.

See the trainingOpen the Kestrel Eye

Live market data powered by Bitunix. Asset marks by CoinGecko. Illustrative, and not the final trading platform. Paper trading. No real money until launch.

How it works

Two models, one version.

01

The market model

A transformer trained from scratch on years of exchange data: candles, order books, funding and the mood of the news. It makes the decisions.
02

The language model

It explains every decision in plain words. After a trade closes, it writes the postmortem, fees included.

How it is judged

It has to beat simply holding.

A version reaches you only after three tests, in this order.

01

After fees

Each part is tested on stretches of history it never learned from, after fees, against simply holding the market.
02

Six months it never saw

The latest six months are kept away from all training, and each version is tested on them once.
03

A founder's approval

A version that passes waits with its release notes and evidence. Nothing is published until a founder approves it.

Built in the open

Watch it being built.

The first version is being trained now. See every stage as it happens, what its news reader reads, and the map of everything it watches.

Live

Where the build is

ALPHA v0.1.0
  1. Data gatheredDone

    Years of exchange history, turned into examples to learn from.

    since Oct 13

  2. TrainingDone

    Three specialists learn, fold by fold.

    since Oct 13

  3. GateDone

    Each must beat simply holding, after fees.

    since Oct 13

  4. Examstate.in_progress

    One test on six recent months nobody trained on.

    since Oct 13

  5. Language modelPlanned

    The model that explains each decision in plain words.

  6. PackagedPlanned

    Release notes and evidence, ready for review.

  7. PublishedPlanned

    Live for members once a founder approves it.

An estimate appears once the first fold is done.

Training units done
50
Training on now
Bitunix spot, 1m
Training pace
Between runs
Exchanges with full history
9 of 26

Harvest

Gathering

Bitunix spot 1m

74 of 550 pairs · 3,299,838 examples gathered

Paper trading only until launch.

See the trainingSee the news readerOpen the Kestrel Eye

Versions

ATON Kestrel ALPHA v0.1.0.

Versions are shown like our websites': a label, a version number, a type and a date. ALPHA comes first, then BETA, then no label at full launch. Weekly patches ride along inside the version you chose. You pick a version for each bot, and you choose when to switch.

Coming with the desktop app

Run Kestrel on your own computer.

With the desktop app you can load and run Kestrel on your own computer, on Windows, Linux and Mac. The graphics cards we expect it to support, confirmed at release:

  • NVIDIA GeForce RTX 3060 and up: the 30, 40 and 50 series, with 8 GB or more
  • AMD Radeon RX 6700 XT and up: the RX 6000, 7000 and 9000 series
  • Apple silicon
  • Your computer's processor alone, more slowly

Paper trading only until launch, on every version.