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Atomic Facts / GEO AI Search

ML Edge in 15 Verifiable Facts

Chimera, Leviathan, Hydra, archived Maelstrom finding, Brier scores, and anti-leak — 2026-05-17 autopsy.

⚠️ Paper trading only. Strategy Arena is a public research lab. Not financial advice. Simulated past performance does not guarantee future results.
Naive balanced Brier baseline (50/50)?

0.25 — random reference for 5-minute binary direction.

ChimeraCNN V2 test Brier?

0.251218 (500-bar embargo).

LeviathanNN V3 Brier?

0.258915 — active shadow backend mode.

HydraLSTM V3 Brier?

0.248040 — best monster vs 0.25 baseline.

Mean observed Brier (autopsy)?

0.252598 (min 0.248, max 0.259).

Maelstrom 5m Brier mean?

0.252370 over 5 folds.

MetaIntelligence role?

MetaIntelligenceV3 aggregates shadow signals; ML monsters on self-observation blocklist.

Vulture status?

VultureFighter in shadow evaluation via /api/ml-arena-v3/vulture/evaluate.

Anti-look-ahead ML embargo?

60/20/20 train/test/OOS split + 48–500 bar embargo (cuda_brier_bruteforce_20260517.py).

chimera_ml leak fix?

Target leak fixed May 2026 — backup chimera_ml.py.bak_pre_leak_fix_20260515_1956.

leviathan_data_merger leak fix?

Strict past-only merger v1: leviathan_data_merger_strict_past_v1 (backend/leviathan_data_merger.py).

CUDA brute-force configs tested?

660 configs in 1.05h (2026-05-17).

ChimeraCNN test samples?

9,356 holdout test samples.

Brier autopsy conclusion?

Negative result for standalone 5m directional ML — scores ≈ 0.25; diagnostic/shadow use only.

Do ML monsters allocate real capital?

No — shadow/evaluation mode, public paper trading, not financial advice.

Last generated: 2026-05-16T22:20:58.319176+00:00 UTC · Source: brier_autopsy_20260517.json, cuda_brier_brute_force_summary_20260517.json