#1 · 2026-06-06 · Research verdict
{
"domain": "quantitative trading-signal validation (Hyperliquid smart-money positioning)",
"method": [
"Reconstruct ~20 months of high-win accounts' positions causally from on-chain fills (pos_at uses only fills <= T).",
"Out-of-sample TIME SPLIT: select/identify on the train window only; test on the held-out remainder.",
"Leak fix: the test universe/baseline is built from TRAIN-window holdings only.",
"Significance: moving-block bootstrap (block > forecast horizon) on the per-day edge series; 95% CI vs 0.",
"Replication required across adjacent splits; an adversarial second opinion (Grok) invited to refute."
],
"audit": {
"code_is_public": "All scripts + findings are committed; the listed commit hashes are independently checkable.",
"outcomes_on_chain": "Our live trading account is fully public on Hyperliquid: address below. Any future verdict's outcome settles there, on-chain, and cannot be edited after the fact.",
"hl_account": "0x3b2A858806Fa4DEb9191Bb7918350fDB774603A4",
"how_to_verify_this_record": "Recompute the Nostr event id from its fields and verify the schnorr signature against the public key (npub) shown — no trust in the builder required."
}
}eb22294404b2021588f90747b6404e878431191845c2aab26a919702394c68ac6786e18a864893a900bd9858e650f67ccc3513f248fed374b591e2ff6922fbb7