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KESTREL

kestrel@atheron:/scores$

// Scores

Every test, kept.

Honest, day by day.

Each time Kestrel is tested, the result goes in this log, good or bad. You see its net return after real costs, its worst dip, how sure we can be, and what changed. Nothing is edited or removed, and so far nothing has passed.

// Strategies

Every test, in money

Each strategy Kestrel tested on days it never trained on, with every trade sized at 100. What it won, what it lost, and what was left after real fees, spread, slippage and funding. Paper only.

Each trade sized at 100
Paper only. No real money is traded.
Candidates tested together · 100 USD
77 results, 0 passed
-12,289.46 USD
Net after costs
Won
+5,838.98 USD
Lost
-18,128.26 USD
Costs paid
Fees -6,181.14 USD, Funding 0.00 USD
Holding the same coins
-3,860.01 USD
Trades
79,302
Net per trade -0.15 USD
At twice the costs
-25,681.75 USD
At Kraken's fees
-11,267.92 USD
Before costs

At real costs: taker fees both ways, half the spread, slippage and funding as recorded.

Expected: most candidates fail. The search exists to find the few that pass. This is not the model's result.

Passed strategies

None yet. Only a strategy that passes the full gate counts as a result.

Strategies · 100 USD

Passed means it made money after real costs on unseen days and stayed within the drawdown cap. Beating holding is shown, not required.

  • Lost
  • Won
  • Net after costs

Net return after fees, over time

Each mark is one evaluation: Kestrel's net return after fees. Above the dashed line it made money, below it lost money. Hollow marks are runs found invalid later.

Spot is judged by what it makes after real fees and by its worst dip, not against holding: on spot, fees mean trading will rarely beat simply holding, so that comparison is not a fair test. Leverage is still compared with holding.

bps means basis points: 100 bps is 1%. A period is how long the specialist keeps a trade.

No evaluation has been logged yet.

Kestrel reader

The Kestrel reader reads the market alongside Kestrel's own model and leans long or short, with an honest confidence. Only a read that is confident enough, with a move worth its costs, becomes a signal. Each read is scored once its time is up, after fees. A read can go short, as a leverage trade does, so it is also compared with simply holding.

Since Oct 13, 2026, reader version twin-read-v1

+2598−2598holdingOct 13Oct 25
Kestrel reader, day by day
DateReads scoredReads that tradedReader after feesSimply holdingAgainst holdingRunning total against holdingWorst dip
Oct 25, 2026200200−85.7 bps−682.8 bps+559.6 bps+2598.1 bps0.0 bps
Oct 24, 2026223223−4.7 bps−7.1 bps−15.5 bps+2038.5 bps−15.9 bps
Oct 23, 2026294294+37.4 bps−236.6 bps+16.7 bps+2054.0 bps−0.4 bps
Oct 22, 2026191191−23.4 bps−16.5 bps−17.1 bps+2037.3 bps−17.1 bps
Oct 21, 2026676676−69.0 bps−163.0 bps+53.3 bps+2054.4 bps0.0 bps
Oct 20, 2026423423+7.7 bps+112.2 bps+28.6 bps+2001.1 bps0.0 bps
Oct 19, 20261,871107+49.3 bps+273.6 bps+31.0 bps+1972.6 bps0.0 bps
Oct 18, 202676033+9.8 bps+13.8 bps+186.4 bps+1941.6 bps0.0 bps
Oct 17, 2026311−1137.9 bps−371.2 bps−106.9 bps+1755.2 bps−106.9 bps
Oct 16, 2026804+231.5 bps+327.7 bps+275.9 bps+1862.1 bps0.0 bps
Oct 15, 202622010+237.3 bps+351.8 bps+317.9 bps+1586.3 bps0.0 bps
Oct 14, 20261025+184.9 bps−286.6 bps+667.0 bps+1268.4 bps0.0 bps
Oct 13, 202613911+103.0 bps−441.2 bps+601.4 bps+601.4 bps0.0 bps

The locked six-month exam

Not yet used. Six recent months are kept away from all training. A version sits this exam once, only after it passes every other test.

Confidence (PSR) says how sure we can be that a result is real and not luck. It is shown beside each result and no longer decides a pass: a pass needs a net return above zero after 1.5 times the real costs in every backtest, on unseen data, with the worst dip within the cap. Leverage must also beat holding.

Gate v2 is stricter. Its confidence (DSR) counts every design we tried, so trying many is no shortcut, and it checks Kestrel against simple strategies such as always staying out.

Every entry

Newest first. Nothing here is edited or removed. A run found invalid stays, marked with the reason, and a correction is a new entry.

No evaluation has been logged yet.

    These are test results on past data, not a promise of future results. Paper trading only, no real money.

    The log reads from our servers and updates within a few minutes of a new test.

    // How it is judged

    The bar a version has to clear

    A specialist passes only when all of these hold, on history it never learned from. Spot is judged by what it makes after real fees and by its worst dip, not against holding: on spot, fees mean trading will rarely beat simply holding, so that comparison is not a fair test. Leverage is still compared with holding.

    Beat cash after real costs

    In every backtest, its net return after 1.5 times the real costs (trading fees on both sides, half the spread, slippage and funding) must be above zero, so it does better than parking the money in stablecoins. It is judged over at least 26 stretches of 14 days, and every result is shown again at twice the costs and at Kraken's fees.

    Keep the worst dip within the cap

    Its worst dip, the furthest it falls from its high, must stay within our cap, 30% for now.

    Leverage must also beat holding

    A leverage specialist must also beat simply holding the same coins, after the same costs. Spot is not held to that test.

    Luck and simple rules, shown

    Its deflated Sharpe ratio, which counts every design we ever tried, and how it does against simple strategies such as always staying out, a trend rule and random picks are shown beside every result. They no longer decide a pass.

    One locked exam

    Six recent months stay locked away. A version sits that exam once, after it passes everything else.

    How we keep it honest

    Every test, at least daily

    Every evaluation is written down when it finishes, and a daily check is added even on days with no new test.

    Nothing is rewritten

    The log only grows. The database refuses any edit or deletion, ours included.

    Mistakes stay visible

    A run found invalid later stays in the log, marked invalid with the reason. The correction is a new entry.

    Paper trading only until launch. ATON Kestrel is a tool, not financial advice, and nothing here promises a return.