A daily-updating forecast of M≥5.0 aftershock risk across six major fault zones, combining classical earthquake decay-law physics with machine learning. Independent research project, not an official hazard system — see the honest backtest results for what's actually held up.
| Fault zone | Recent mainshock | Plain-Omori baseline | ML-1 only | Agent debate only (isolated) | Agent + ML-1 blend | Combined (final) | Label | Actual outcome | |
|---|---|---|---|---|---|---|---|---|---|
| Japan trench subduction zone | M6.8 The 2026 Kumamoto Region, Japan Earthquake | 82.9% | 62.0% | 78.6% | 70.3% | 70.3% | WATCH | — pending |
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Context modifier reasons:
No context-modifier adjustments fired. Top contributing events: M7.6 2025 Aomori Prefecture, Japan Earthquake (2025-12-08)M7.4 102 km ENE of Miyako, Japan (2026-04-20)M6.9 32 km ENE of Kuji, Japan (2026-06-24)M6.8 15 km SE of Miyazaki, Japan (2025-01-13)M6.8 122 km E of Yamada, Japan (2025-11-09) |
| Alaska-Aleutian subduction zone | M4.6 99 km SSE of Sand Point, Alaska | 41.8% | 27.9% | 40.2% | 34.6% | 22.5% | LOW | — pending |
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Context modifier reasons:
• Observed Omori p=0.11 decaying slower than expected contradicts suppressed call -> mult -35% Top contributing events: M7.3 2025 Sand Point, Alaska Earthquake (2025-07-16)M7.0 2025 Hubbard Glacier Earthquake (2025-12-06)M6.5 271 km WNW of Port McNeill, Canada (2024-09-15)M6.2 91 km SSE of Sand Point, Alaska (2025-07-20)M6.0 12 km WNW of Susitna, Alaska (2025-11-27) |
| California / San Andreas system | No active sequence | 4.7% | 2.7% | 4.2% | 3.5% | 3.5% | LOW | — pending |
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Context modifier reasons:
No context-modifier adjustments fired. Top contributing events: M5.7 2024 Parker Butte, Nevada Earthquake (2024-12-09)M5.7 20 km ESE of Silver Springs, Nevada (2026-04-14)M5.6 11 km N of Redwood Valley, CA (2026-06-24)M5.2 5 km S of Julian, CA (2025-04-14)M5.2 19 km SE of Silver Springs, Nevada (2026-05-01) |
| Cascadia subduction zone | No active sequence | 0.0% | 0.6% | 1.0% | 1.0% | 1.0% | LOW | — pending |
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Context modifier reasons:
No context-modifier adjustments fired. Top contributing events: M4.7 53 km WNW of Petrolia, CA (2024-12-05)M4.6 31 km W of Petrolia, CA (2025-05-26)M4.5 2025 Orcas Island, Washington (2025-03-03)M4.4 40 km WNW of Petrolia, CA (2024-12-05)M4.4 31 km NNW of Covelo, CA (2026-08-05) |
| New Madrid seismic zone | No active sequence | 0.0% | 0.5% | 1.0% | 1.0% | 1.0% | LOW | — pending |
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Context modifier reasons:
No context-modifier adjustments fired. Top contributing events: M4.0 1 km WNW of Cooter, Missouri (2026-04-23)M3.7 2 km E of Steele, Missouri (2024-11-03)M3.2 1 km SSW of Caruthersville, Missouri (2024-11-16)M3.1 4 km S of Puxico, Missouri (2025-09-06)M3.1 3 km SW of Blytheville, Arkansas (2025-08-01) |
| Oklahoma induced seismicity zone | No active sequence | 1.0% | 0.5% | 1.0% | 1.0% | 1.0% | LOW | — pending |
▾ details
Context modifier reasons:
No context-modifier adjustments fired. Top contributing events: M5.0 38 km SSE of Spearman, Texas (2026-07-23)M3.7 8 km NW of Prague, Oklahoma (2025-09-28)M3.6 7 km ENE of Calumet, Oklahoma (2026-02-16)M3.6 8 km NW of Prague, Oklahoma (2025-09-28)M3.5 2 km ESE of Johnson, Oklahoma (2026-05-19) |