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Five studies are published at shumi.ai/studies. The strategy studies list every outcome and the benchmark lists every score. The figures stay in the studies, next to the sample sizes that go with them.

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What each study tested

Read a study’s limits before its headline.

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Read the walk-forward record

shumi walkforward outcomes lists the tracked walk-forward outcomes: each entry, each exit and the reason it closed. On 2026-09-23 it held one closed outcome (LINK, long, closed 2026-05-28), so its summary is a sample of one. shumi walkforward signals lists the entry and exit signals themselves (50 per call).
Each outcome has these fields: A summary block counts the total, wins and losses.

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Ask whether a signal has a validated record

Over the API, GET /api/cli/signal-quality?asset=BTC. From an AI agent, the get_signal_quality tool. --signal-type defaults to mean_reversion. The answer says whether a validated record exists for that signal on that asset. On 2026-09-23 BTC came back with reliability_tier INSUFFICIENT_DATA and the message “No validated edge exists for mean_reversion BTC. Raw signal only.” That reading means the signal has no validated record behind it.

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Recheck the results yourself

Every claim on this page can be checked.
  • Outcomes. Every closed outcome in a strategy study is listed with its dates and prices. Pull the same dates from any exchange’s price history and recompute the return.
  • The walk-forward record. shumi walkforward outcomes carries the same fields. Recompute any return from its entry and exit prices.
  • Benchmark answers. The raw answers from every tool are published. Score them with your own rubric.
  • Limits. The walk-forward study and the benchmark each list their own gaps.