ARIS Regime Decision : Data Leads All The Way
SNAPSHOT — 지금 어디 있나
★ Today Regime Identity — 5-Layer Synapse Snapshot
• CAT votes 비대칭: Bull 12 / Bear 19 (차이 7)
• L4 vs L5 Divergence +0.116 HIGH — 표면 (WEAK_BULL) vs 내부 (RRM -0.138) 분기
• L4 verdict (BULL) ≠ L5 direction (BEAR) — Cross-layer 불일치
METHODOLOGY — 어떻게 측정했나
ARIS Cell-Track Regime Methodology
294
49
25
26 (K=26 BIC)
8,382 days
4,386 시나리오
6 main · 24 sub
Cell = Status / Profile (snapshot) · Scenarios = L4 × L5 Cross-Layer 32y 누적 · Regime = Track of Cells (시간 sequence) · ▶ Methodology Detail
VOCABULARY — 무슨 언어로 말하나
12 Prefix Decoder ▶ 어떻게 12개가 선정되었는지
각 prefix = 시장의 한 family. 어느 prefix가 Today driving하는지 진단. Top 3 강조.
26 Cell Full Description (Phase 3.1 K=26 BIC data-driven)
DataLeads PIT-safe naming (Captain 5/8 APPROVED). Today cell DR4M highlighted.
DECODING — 오늘 code는 무엇인가
판정 방법 — L3-L5 + L4 × L5 Cross-Layer ▶ 5 Layers 각자 본격
ARIS Regime 판정은 5 layers cross-validation으로 진단. 각 layer가 독립적으로 측정 → 종합 합의 시 strong signal · 분기 시 mixed regime.
L4 × L5 Cross-Layer Pattern — 32y 4,386 Predictions
Today pattern: L4 BULL × L5 BEAR (L4BULL_L5BEAR) → 32y historical n=2,124 cases.
| Pattern | N (32y) | Sign Hit | Actual Mean | 해석 |
|---|---|---|---|---|
| L4 BULL × L5 BULL | 1,169 | 75.6% | +0.04% | 강한 Bull 신호 (32y 가장 흔함) |
| L4 BEAR × L5 BULL | 766 | 55.1% | +0.01% | 60D V-bounce paradox (표면 Bear, 내부 Bull) |
| L4 BULL × L5 BEAR TODAY | 2,124 | 74.9% | +0.03% | 표면 Bull / 내부 Bear (60D V-bounce pre-event) |
| L4 BEAR × L5 BEAR | 327 | 81.3% | +0.04% | 진짜 Bear (정합) |
→ Today 선정 = L4BULL_L5BEAR (2,124 cases, sign hit 74.9%, actual mean +0.03%) · 위 테이블 row에 자동 border + bold 적용 ✓.
EVIDENCE — 신호 일치/분기
Today Market Noteworthy Findings — 5 Step 종합
Cell DR4M (DEFENSIVE_ROTATION_sub4) · Source MAS_aam 40% · Member MIXED. 32y 위치: 91 days (1.09%, 26 중 19위) · streak 1d.
이전 cell CYCLICAL_BULL_sub1 (2d dwell) → Today DEFENSIVE_ROTATION_sub4 (1d 진행). 32y total 2,608 cell-to-cell synaptic transmissions / 196 unique paths.
L4 = WEAK_BULL · L5 (Phase 5 L0) = -0.138 · Pattern = L4BULL_L5BEAR (32y n=2,124명).
Top 3 prefix: EQ 5 · CR 4 · X 3. Cat votes Bull 12 / Neutral 18 / Bear 19.
UV verdict (60D 기준): Maturity Pullback → V-bounce 회복 · BP 0.565 · Stage BULL_HIGH · CRS NORMAL · Divergence +0.116.
Multi-Window Top-1 forecast: 15D DEFENSIVE_ROTATION_sub... (56%) · 30D DEFENSIVE_ROTATION_sub... (38%) · 60D CONSOLIDATION_sub0 (32%) · 자세히는 ↓ §7 FORECAST + L5 Cell Detail (cursor-synced)
FORECAST — 어디로 가나
Future Regime Forecast — Track-based + Phase 3.5 v10 4 ERA
Today cell DR4M에서 출발하는 Synaptic Transmission (Captain 4/30 영구) + Phase 3.5 v10 4 ERA forward returns. TGN +30d Neuron-level cross-validation은 ↓ Stage 8 Machine Learning · TGN에서 본격.
① Multi-Window Strategy Matrix (Today Cell DEFENSIVE_ROTATION_sub4, 32y Walk-Forward)
Today cell DEFENSIVE_ROTATION_sub4 distribution — 각 horizon별 forecast scenario + sign hit + 32y actual mean + Captain 5/9 Strategy. 11 windows (5d ~ 250d) 본격 측정.
| Window | Forecast | SignHit | Actual Mean | Strategy |
|---|---|---|---|---|
| 5d | NEUTRAL | 98.2% | +0.13% | WAIT |
| 10d | NEUTRAL | 94.5% | +0.48% | WAIT |
| 15d | NEUTRAL | 92.7% | +0.64% | WAIT |
| 20d | BULL | 12.7% | +1.08% | OBSERVE |
| 30d | BULL | 29.1% | +1.94% | OBSERVE |
| 40d | BULL | 56.4% | +3.48% | OBSERVE |
| 50d | BULL | 89.1% | +5.28% | HOLD |
| 60d | BULL | 98.2% | +6.68% | HOLD |
| 100d | STRONG_BULL | 100.0% | +9.73% | HOLD_ADD_LONG |
| 180d | STRONG_BULL | 100.0% | +15.35% | HOLD_ADD_LONG |
| 250d | STRONG_BULL | 89.1% | +14.61% | HOLD_ADD_LONG |
10 Decision Rules (Captain 5/9 Decision Tree, expandable)
| Strategy | 조건 |
|---|---|
| HOLD_ADD_LONG | STRONG_BULL forecast + sign_hit ≥ 70% |
| HOLD | BULL forecast + sign_hit ≥ 60% |
| WAIT | NEUTRAL + window ≤ 15 + sign_hit ≥ 70% |
| HEDGE_DEFENSIVE | BEAR/STRONG_BEAR + window ≤ 30 + sign_hit ≥ 50% |
| STRONG_BUY_DIP | BEAR/STRONG_BEAR + window ≥ 60 + sign_hit < 30 + actual > 5% |
| BUY_DIP | BEAR/STRONG_BEAR + window ≥ 60 + sign_hit < 30 |
| FORECAST_REVERSAL | BEAR/STRONG_BEAR + window ≤ 30 + sign_hit < 30 |
| UNCERTAIN | NEUTRAL + 30 ≤ window ≤ 100 + sign_hit < 40 |
| BULL_WEAK | BULL + window ≤ 15 + sign_hit < 50 |
| OBSERVE | Default (no strong signal) |
② 종합 결론 + Action (단기 / 중기 / 장기)
11 windows 종합 → 3 horizons majority verdict. Captain 5/9 Decision Tree 기반.
| L1 Regime Bias | LONG bias · Bull BULL_HIGH · Maturity 0.00x · Divergence +0.116 → 단기 hedge 권장 |
| L2 Sector (11 SPDR) |
Long 250d (accumulate): XLP · XLRE · XLU
(XLP +14.4% / XLRE +14.3% / XLU +14.1%, hit 100%) Short 60d (hedge): XLE · XLF · XLB (XLE -0.2% / XLF +1.1% / XLB +1.2%, hit 70%) |
| L3 Top Stocks (14 universe) |
Long 250d: LLY · MSFT · WMT
(LLY +36.8% / MSFT +26.7% / WMT +17.7%, hit 100%) Short 60d: ABBV · GS · DE (ABBV -7.7% / GS -1.5% / DE -1.4%, hit 20%) |
④ Multi-Window Cell Forecast — Synaptic Transmission Probability (Atlas SSOT · 2026-05-18 reference, n_match 697)
| Window | Top 3 Next Cells (probability) |
|---|---|
| 1d | DEFENSIVE_ROTA (78%) / CONSOLIDATION_ (17%) / STRUCTURAL_BEA (3%) |
| 5d | DEFENSIVE_ROTA (64%) / CONSOLIDATION_ (18%) / STRUCTURAL_BEA (8%) |
| 15d | DEFENSIVE_ROTA (56%) / CONSOLIDATION_ (19%) / V_BOUNCE_RECOV (13%) |
| 30d | DEFENSIVE_ROTA (38%) / CONSOLIDATION_ (28%) / V_BOUNCE_RECOV (16%) |
| 60d | CONSOLIDATION_ (32%) / DEFENSIVE_ROTA (32%) / V_BOUNCE_RECOV (14%) |
| 100d | CONSOLIDATION_ (30%) / DEFENSIVE_ROTA (22%) / DEFENSIVE_ROTA (14%) |
| 250d | CYCLICAL_BULL_ (37%) / DEFENSIVE_ROTA (11%) / STRUCTURAL_BUL (10%) |
• 단기 (1d-15d): DEFENSIVE_ROTATION 자체 유지 가능성 + 인접 cell 전이 mixed. Today cell stable 상태.
• 중기 (30d-100d): Top 1 → DEFENSIVE_ROTATION_s · 30d 윈도우에서 cell distribution 분산 → trend shift 가능.
• 장기 (250d): Top 1 → CYCLICAL_BULL_sub3 · 32y same-cell forward 평균 = Bull 회복 base.
• Captain V1 정합: Track-based propagation = "Cell A 출발 → 32y empirical 가장 자주 가는 next cell" 본체.
⑤ Phase 3.5 v10 — 4 ERA Forward Returns (32y, static · Captain CD-49)
Each ERA의 cell-level forward mean return + sign hit. Today ERA 2025+ highlighted. ERA-aware framework는 시장 진화 흡수 (CD-31 정합).
| ERA | Mean Return | Sign Hit % | N |
|---|---|---|---|
| PRE_2015 | +0.00% | 0.0% | 0 |
| 2015-2019 | +0.00% | 0.0% | 0 |
| 2020-2024 | +0.00% | 0.0% | 0 |
| 2025+ Today | +0.00% | 0.0% | 0 |
• PRE_2015: 전통적 cycle (QE 전, structural high vol) · 0 days
• 2015-2019: Post-QE 안정 expansion (낮은 inflation + dovish Fed) · 0 days
• 2020-2024: COVID + Inflation + Recovery (regime 변동 폭) · 0 days
• 2025+ (Today): Tariff cycle + AI Bubble (new regime) · 0 days
→ ERA별 forward return 다름 = ARIS ERA-aware framework 정합 (CD-31). → 같은 cell이라도 ERA마다 outcome 다름 → "시대 진화 흡수" 본체.
★ TODAY FINAL REGIME DETERMINATION — Phase 3.5 v10
| Layer 1 — Cell | DEFENSIVE_ROTATION_sub4 (Phase 3.1 K=26 BIC, internal cluster) |
| Layer 2 — Ticker | DR4M (4-letter, cell_ticker_mapping) |
| Layer 3 — DataLeads PIT-safe | EQ-BULL_x_EQ-BEAR_03 (Captain 5/8 APPROVED · 내부 Regime) |
| Layer 4 — Member Regime | MIXED / Credit_MIXED (6 main + 24 sub · Tier 메시지용) |
| Layer 5 — Internal (보조) | DR4M_MIXED_2025+ (ERA × Cell × Direction · 52 unique) |
| Decoded | Equity (주식) driven Bull × Equity (주식) side 약세 (sub #03) |
| Independent axis | CRS NORMAL · ERA 2025+ · Maturity 0.00x · Divergence +0.116 |
4 ERA × Top 5 = 20 analogs 전체 (Lookback bias 회피 · last 250d 제외)
| # | Date | cos sim |
|---|---|---|
| #1 | 2025-01-22 | 0.246 |
| #2 | 2025-01-21 | 0.242 |
| #3 | 2025-01-23 | 0.240 |
| #4 | 2025-02-11 | 0.237 |
| #5 | 2025-02-10 | 0.235 |
| # | Date | cos sim |
|---|---|---|
| #1 | 2021-04-01 | 0.567 |
| #2 | 2021-04-05 | 0.557 |
| #3 | 2021-04-06 | 0.555 |
| #4 | 2021-04-23 | 0.536 |
| #5 | 2021-04-07 | 0.528 |
| # | Date | cos sim |
|---|---|---|
| #1 | 2018-01-22 | 0.454 |
| #2 | 2018-01-23 | 0.454 |
| #3 | 2018-01-24 | 0.440 |
| #4 | 2018-01-19 | 0.432 |
| #5 | 2018-01-26 | 0.431 |
| # | Date | cos sim |
|---|---|---|
| #1 | 2003-08-27 | 0.355 |
| #2 | 2003-08-29 | 0.351 |
| #3 | 2003-08-28 | 0.351 |
| #4 | 2007-06-15 | 0.350 |
| #5 | 2003-08-25 | 0.349 |
| ERA | 60d | 100d | 180d | 250d |
|---|---|---|---|---|
| 2025+ | -8.3% / sign 21% P10 -27% · worst -29% | -0.6% / sign 57% P10 -28% · worst -49% | +11.3% / sign 80% P10 -28% · worst -55% | +23.2% / sign 92% P10 -27% · worst -29% |
| 2020-2024 | +5.9% / sign 84% P10 -12% · worst -15% | +10.5% / sign 84% P10 -12% · worst -20% | +13.6% / sign 80% P10 -12% · worst -27% | +18.6% / sign 81% P10 -16% · worst -35% |
| 2015-2019 | -5.4% / sign 14% P10 -17% · worst -27% | -1.6% / sign 44% P10 -21% · worst -27% | +4.6% / sign 57% P10 -21% · worst -28% | -2.3% / sign 28% P10 -26% · worst -42% |
| PRE_2015 | +1.8% / sign 64% P10 -11% · worst -15% | +11.6% / sign 82% P10 -13% · worst -15% | +6.1% / sign 67% P10 -14% · worst -23% | +9.7% / sign 73% P10 -21% · worst -41% |
저점 평균 (Today ERA 2025+ 60d): 43일 후 ·
Phase 3.5 v10 calc method = ARIS_REGIME_CALCULATION_METHOD_20260509.md
5 Step 상세 (L4-1 / L4-2 / L4-3 / L5 / CRS)
| Step | Layer | Today Value | Direction |
|---|---|---|---|
| Step 1 | L4-1 W3 — 15 signals · K=6 BIC mode | ? | BULL |
| Step 2 | L4-2 Bull Engine — BP · Stage K=6 BIC | BP 0.565 · BULL_HIGH | BULL |
| Step 3 | L4-3 4-layer kNN — 29 assets × Multi-window (Hit 75.6%) | U/F/D split | MIXED |
| Step 4 | L5 Phase 5 L0 — 294 neuron equal-weight | L0 -0.138 | BEAR |
| Step 5 | CRS state — CD-43 v4 · 4-channel event gate | NORMAL | NORMAL |
Forward (Today ERA 2025+): 60D -8.3% (sign 21%) → 250D +23.2% (sign 92%)
저점 평균: 43일 후 · 5 Step consensus: Bull 2 / Mixed 0 / Bear 1
Regime pattern: 60D Maturity Pullback → 250D V-bounce 회복
REGIME REFERENCE LIBRARY
Regime Catalog — 외부용 / 내부용 구분 + Cell Ticker ARIS_Regime_Catalog_v2 (5/12, 8,382 days)
26 Cell Ticker Complete Reference (Phase 3.1 K=26 BIC)
26 cells × 4-letter ticker × Top CAT × tag · 32y 빈도 순 정렬 · Today cell highlighted.
Tag dom=주도 (35-55%) · mixed=혼재 · pure=순수 (≥55%).
| Ticker | Cell Name | Top CAT | Tag | 32y N | % of 32y |
|---|---|---|---|---|---|
| CN0X | CONSOLIDATION_sub0 | Mixed (Rates 17 + MAS_aam 15 + Commodity 10) | mixed | 1,382 | 16.49% |
| CB3R | CYCLICAL_BULL_sub3 | Rates 28% + MAS_aam 14% | dom | 860 | 10.26% |
| CN1R | CONSOLIDATION_sub1 | Rates 28% | dom | 726 | 8.66% |
| EX1R | EXPANSION_sub1 | Rates 25% | mixed | 701 | 8.36% |
| DR3P | DEFENSIVE_ROTATION_sub3 | Positioning 18% | mixed | 697 | 8.32% |
| SB1R | STRUCTURAL_BULL_sub1 | Rates 19% + Macro 17% | mixed | 541 | 6.45% |
| VR0M | V_BOUNCE_RECOVERY_sub0 | MAS_aam 17% + Rates 17% | mixed | 449 | 5.36% |
| VR1R | V_BOUNCE_RECOVERY_sub1 | Rates 25% + Global 13% | mixed | 400 | 4.77% |
| DR2X | DEFENSIVE_ROTATION_sub2 | Mixed (Commodity 21 + MAS_aam 20) | mixed | 392 | 4.68% |
| BR1X | STRUCTURAL_BEAR_sub1 | Mixed (Commodity 16 + Positioning 15 + Forex 13) | mixed | 342 | 4.08% |
| SB0C | STRUCTURAL_BULL_sub0 | Credit 22% + Volatility 13% | mixed | 340 | 4.06% |
| CB2R | CYCLICAL_BULL_sub2 | Rates 29% | dom | 259 | 3.09% |
| DR1R | DEFENSIVE_ROTATION_sub1 | Rates 23% | mixed | 245 | 2.92% |
| CB1R | CYCLICAL_BULL_sub1 | Rates 38% | dom | 201 | 2.40% |
| SB2C | STRUCTURAL_BULL_sub2 | Credit 26% + Macro 15% | dom | 156 | 1.86% |
| CB0C | CYCLICAL_BULL_sub0 | Credit 37% | dom | 145 | 1.73% |
| MS0X | Macro_Stress_sub0 | Mixed (Rates 17 + MAS_aam 22 + Macro 13) | mixed | 112 | 1.34% |
| EX0R | EXPANSION_sub0 | Rates 33% + Credit 26% | dom | 96 | 1.15% |
| DR4M | DEFENSIVE_ROTATION_sub4 | MAS_aam 40% | dom | 91 | 1.09% |
| DR0M | DEFENSIVE_ROTATION_sub0 | MAS_aam 55% | pure | 89 | 1.06% |
| SB3A | STRUCTURAL_BULL_sub3 | Macro 39% + FinConditions 22% | dom | 81 | 0.97% |
| EB0R | EARLY_BEAR_sub0 | Rates 36% + FinConditions 28% | dom | 25 | 0.30% |
| MS1A | Macro_Stress_sub1 | Macro 100% dominant | pure | 24 | 0.29% |
| BR0P | STRUCTURAL_BEAR_sub0 | Positioning 44% + Credit 33% | dom | 18 | 0.21% |
| EB2Y | EARLY_BEAR_sub2 | Cyclical 67% | dom | 6 | 0.07% |
| EB1Q | EARLY_BEAR_sub1 | Equity 100% (n=4 small sample) | pure | 4 | 0.05% |
32y Distribution — Top 10 (Member + Internal)
회원 노출 Member regime + 내부 분석 DataLeads code의 32y 발생 빈도 Top 10 비교.
외부용 — Member Regime Top 10
| Regime | Days | % of 32y |
|---|---|---|
| CONSOLIDATION | 2,114 | 25.22% |
| DEFENSIVE_ROTATION | 1,504 | 17.94% |
| CYCLICAL_BULL | 1,465 | 17.48% |
| STRUCTURAL_BULL | 1,119 | 13.35% |
| V_BOUNCE_RECOVERY | 850 | 10.14% |
| EXPANSION | 798 | 9.52% |
| STRUCTURAL_BEAR | 361 | 4.31% |
| STAGFLATION | 136 | 1.62% |
| EARLY_BEAR | 35 | 0.42% |
내부용 — DataLeads Top 10
| DataLeads code | Days | % of 32y |
|---|---|---|
| MA-BULL_x_EQ-BEAR_01 | 1,382 | 16.49% |
| LQ-BULL_x_EQ-BEAR_01 | 860 | 10.26% |
| X-BULL_x_EQ-BEAR_01 | 726 | 8.66% |
| EQ-BULL_x_MA-BEAR_01 | 701 | 8.36% |
| MA-BULL_x_EQ-BEAR_04 | 697 | 8.32% |
| EQ-BULL_x_EQ-BEAR_08 | 541 | 6.45% |
| MA-BULL_x_EQ-BEAR_09 | 449 | 5.36% |
| LQ-BULL_x_EQ-BEAR_02 | 400 | 4.77% |
| EQ-BULL_x_EQ-BEAR_02 | 392 | 4.68% |
| MA-BULL_x_EQ-BEAR_06 | 342 | 4.08% |
Top 20 Longest Cell Streaks — 32y Persistence
같은 cell이 연속으로 유지된 streak 길이 Top 20. Cell-Track regime의 dwell time 본체. Today cell DR4M 발생 시 row 강조.
| # | Ticker | Cell | Days | Start | End |
|---|---|---|---|---|---|
| 1 | SB3A | STRUCTURAL_BULL_sub3 | 56d | 2008-10-01 | 2008-12-18 |
| 2 | SB1R | STRUCTURAL_BULL_sub1 | 46d | 2001-05-22 | 2001-07-26 |
| 3 | CB2R | CYCLICAL_BULL_sub2 | 40d | 2002-06-19 | 2002-08-14 |
| 4 | SB2C | STRUCTURAL_BULL_sub2 | 39d | 2022-08-26 | 2022-10-20 |
| 5 | CB3R | CYCLICAL_BULL_sub3 | 34d | 1998-05-05 | 1998-06-22 |
| 6 | SB1R | STRUCTURAL_BULL_sub1 | 32d | 2008-06-20 | 2008-08-05 |
| 7 | CN1R | CONSOLIDATION_sub1 | 29d | 2000-12-05 | 2001-01-17 |
| 8 | CB3R | CYCLICAL_BULL_sub3 | 27d | 1996-07-09 | 1996-08-14 |
| 9 | DR2X | DEFENSIVE_ROTATION_sub2 | 27d | 2003-11-24 | 2004-01-02 |
| 10 | CN1R | CONSOLIDATION_sub1 | 25d | 2001-10-10 | 2001-11-13 |
| 11 | SB0C | STRUCTURAL_BULL_sub0 | 24d | 2020-03-06 | 2020-04-08 |
| 12 | CN0X | CONSOLIDATION_sub0 | 23d | 2001-08-01 | 2001-08-31 |
| 13 | SB0C | STRUCTURAL_BULL_sub0 | 23d | 2016-01-13 | 2016-02-16 |
| 14 | SB2C | STRUCTURAL_BULL_sub2 | 23d | 2018-12-04 | 2019-01-08 |
| 15 | CB2R | CYCLICAL_BULL_sub2 | 22d | 1998-08-21 | 1998-09-22 |
| 16 | CN0X | CONSOLIDATION_sub0 | 22d | 2001-12-14 | 2002-01-16 |
| 17 | BR1X | STRUCTURAL_BEAR_sub1 | 22d | 2004-11-04 | 2004-12-06 |
| 18 | SB0C | STRUCTURAL_BULL_sub0 | 22d | 2022-06-13 | 2022-07-14 |
| 19 | CN1R | CONSOLIDATION_sub1 | 21d | 1998-12-03 | 1999-01-04 |
| 20 | CB3R | CYCLICAL_BULL_sub3 | 21d | 1999-05-18 | 1999-06-16 |
ARIS Regime Classification — DataLeads PIT-safe (Captain 5/8 APPROVED)
Dashboard / Lyra / Executive Terminal에 실제 노출되는 회원용 본체 regime 이름.
Format: [Bull_prefix]-BULL_x_[Bear_prefix]-BEAR_[sub_num]
· 12 prefix decoder × 26 cells × source signature = unique PIT-safe name.
Captain V1 정합: "Data Leads All The Way" (5/15) + Cell_Naming_DataLeads_Report_20260508.md (Captain 5/8 APPROVED).
Cell quality (Captain 5/8 Cell_3Layer_Evaluation 정합) — TIGHT + purity ≥ 80% = high-confidence cluster
12 Prefix Decoder (Captain V1 본체 — DataLeads 회원 노출용)
26 Cells × DataLeads + Cell Quality — Today Highlighted
각 cell의 DataLeads name + 32y persistence + Cluster quality (silhouette tightness · purity · Bull/Bear signature match %). Captain 5/8 Cell_3Layer_Evaluation 본체 + archive neural_flow_animation_v9 정합.
| Cell ID | Ticker | DataLeads | Decoded | n (32y) | Tight | Purity | Bull✓ | Bear✓ |
|---|---|---|---|---|---|---|---|---|
| CONSOLIDATION_sub0 | CN0X | MA-BULL_x_EQ-BEAR_01 |
Macro (거시지표) driven Bull × Equity (주식) side 약세 (sub #01) | 1382 | V.LOOSE | 20% | 6/34 | 23/58 |
| CONSOLIDATION_sub1 | CN1R | X-BULL_x_EQ-BEAR_01 |
Other (기타) driven Bull × Equity (주식) side 약세 (sub #01) | 726 | V.LOOSE | 24% | 25/66 | 23/55 |
| CYCLICAL_BULL_sub0 | CB0C | X-BULL_x_EQ-BEAR_02 |
Other (기타) driven Bull × Equity (주식) side 약세 (sub #02) | 145 | LOOSE | 58% | 16/61 | 26/72 |
| CYCLICAL_BULL_sub1 | CB1R | EQ-BULL_x_PO-BEAR_01 |
Equity (주식) driven Bull × Positioning (포지셔닝) side 약세 (sub #0 | 199 | LOOSE | 64% | 13/38 | 1/15 |
| CYCLICAL_BULL_sub2 | CB2R | MA-BULL_x_EQ-BEAR_02 |
Macro (거시지표) driven Bull × Equity (주식) side 약세 (sub #02) | 259 | LOOSE | 72% | 8/26 | 37/75 |
| CYCLICAL_BULL_sub3 | CB3R | LQ-BULL_x_EQ-BEAR_01 |
Liquidity (유동성) driven Bull × Equity (주식) side 약세 (sub #01) | 860 | V.LOOSE | 37% | 2/15 | 35/60 |
| DEFENSIVE_ROTATION_sub0 | DR0M | EQ-BULL_x_EQ-BEAR_01 |
Equity (주식) driven Bull × Equity (주식) side 약세 (sub #01) | 89 | MEDIUM | 74% | 92/100 | 37/75 |
| DEFENSIVE_ROTATION_sub1 | DR1R | MA-BULL_x_EQ-BEAR_03 |
Macro (거시지표) driven Bull × Equity (주식) side 약세 (sub #03) | 245 | V.LOOSE | 67% | 0/20 | 22/73 |
| DEFENSIVE_ROTATION_sub2 | DR2X | EQ-BULL_x_EQ-BEAR_02 |
Equity (주식) driven Bull × Equity (주식) side 약세 (sub #02) | 392 | V.LOOSE | 71% | 34/81 | 18/51 |
| DEFENSIVE_ROTATION_sub3 | DR3P | MA-BULL_x_EQ-BEAR_04 |
Macro (거시지표) driven Bull × Equity (주식) side 약세 (sub #04) | 697 | V.LOOSE | 34% | 5/36 | 23/50 |
| DEFENSIVE_ROTATION_sub4 | DR4M | EQ-BULL_x_EQ-BEAR_03 |
Equity (주식) driven Bull × Equity (주식) side 약세 (sub #03) | 84 | TIGHT | 93% | 52/81 | 45/85 |
| EARLY_BEAR_sub0 | EB0R | EQ-BULL_x_EQ-BEAR_04 |
Equity (주식) driven Bull × Equity (주식) side 약세 (sub #04) | 25 | TIGHT | 60% | 64/100 | 24/96 |
| EARLY_BEAR_sub1 | EB1Q | MA-BULL_x_EQ-BEAR_05 |
Macro (거시지표) driven Bull × Equity (주식) side 약세 (sub #05) | 4 | TIGHT | 100% | 0/0 | 0/100 |
| EARLY_BEAR_sub2 | EB2Y | EQ-BULL_x_EQ-BEAR_05 |
Equity (주식) driven Bull × Equity (주식) side 약세 (sub #05) | 6 | TIGHT | 100% | 100/100 | 0/17 |
| EXPANSION_sub0 | EX0R | EQ-BULL_x_EQ-BEAR_06 |
Equity (주식) driven Bull × Equity (주식) side 약세 (sub #06) | 96 | V.LOOSE | 43% | 31/77 | 30/82 |
| EXPANSION_sub1 | EX1R | EQ-BULL_x_MA-BEAR_01 |
Equity (주식) driven Bull × Macro (거시지표) side 약세 (sub #01) | 701 | V.LOOSE | 25% | 17/47 | 7/28 |
| Macro_Stress_sub0 | MS0X | X-BULL_x_EQ-BEAR_03 |
Other (기타) driven Bull × Equity (주식) side 약세 (sub #03) | 112 | V.LOOSE | 41% | 28/66 | 46/79 |
| Macro_Stress_sub1 | MS1A | EQ-BULL_x_EQ-BEAR_07 |
Equity (주식) driven Bull × Equity (주식) side 약세 (sub #07) | 24 | TIGHT | 100% | 21/50 | 0/92 |
| STRUCTURAL_BEAR_sub0 | BR0P | RT-BULL_x_X-BEAR_01 |
Rates (금리) driven Bull × Other (기타) side 약세 (sub #01) | 18 | TIGHT | 100% | 33/100 | 89/100 |
| STRUCTURAL_BEAR_sub1 | BR1X | MA-BULL_x_EQ-BEAR_06 |
Macro (거시지표) driven Bull × Equity (주식) side 약세 (sub #06) | 342 | V.LOOSE | 40% | 1/21 | 15/45 |
| STRUCTURAL_BULL_sub0 | SB0C | MA-BULL_x_EQ-BEAR_07 |
Macro (거시지표) driven Bull × Equity (주식) side 약세 (sub #07) | 340 | LOOSE | 73% | 1/19 | 59/87 |
| STRUCTURAL_BULL_sub1 | SB1R | EQ-BULL_x_EQ-BEAR_08 |
Equity (주식) driven Bull × Equity (주식) side 약세 (sub #08) | 541 | V.LOOSE | 37% | 5/32 | 40/73 |
| STRUCTURAL_BULL_sub2 | SB2C | PO-BULL_x_EQ-BEAR_01 |
Positioning (포지셔닝) driven Bull × Equity (주식) side 약세 (sub #0 | 156 | LOOSE | 61% | 0/29 | 65/90 |
| STRUCTURAL_BULL_sub3 | SB3A | MA-BULL_x_EQ-BEAR_08 |
Macro (거시지표) driven Bull × Equity (주식) side 약세 (sub #08) | 81 | TIGHT | 100% | 0/0 | 0/59 |
| V_BOUNCE_RECOVERY_sub0 | VR0M | MA-BULL_x_EQ-BEAR_09 |
Macro (거시지표) driven Bull × Equity (주식) side 약세 (sub #09) | 449 | V.LOOSE | 24% | 6/32 | 29/61 |
| V_BOUNCE_RECOVERY_sub1 | VR1R | LQ-BULL_x_EQ-BEAR_02 |
Liquidity (유동성) driven Bull × Equity (주식) side 약세 (sub #02) | 400 | V.LOOSE | 11% | 5/16 | 27/65 |
Columns: n (32y) = 발현 일수 · Tight = silhouette 분류 (TIGHT/MEDIUM/V.LOOSE) · Purity = cluster 순도 % · Bull✓ / Bear✓ = strict / relaxed signature match %
| # | Bull-side Neuron |
|---|---|
| 1 | ICI_MF_HY |
| 2 | FRED_RRP |
| 3 | KRE_Regional_Banks |
| 4 | RWR |
| 5 | ACM_TP10 |
| 6 | MARGIN_DEBT |
| 7 | ITB_Homebuilders_Alt |
| 8 | SKYY |
| 9 | ICI_MF_LARGE |
| 10 | Z_IG_OAS |
| # | Bear-side Neuron |
|---|---|
| 1 | NYAD_RAW_56y |
| 2 | ARKG |
| 3 | XME_Metals_Mining |
| 4 | VOX |
| 5 | XBI_Biotech_Pharma |
| 6 | COT_NDX_NCN |
| 7 | Z_VIX_vol |
| 8 | JETS_Airlines |
| 9 | GDP_QOQ |
| 10 | OIH_Oil_Services |
Cell signature = DataLeads PIT-safe name 결정의 본체 (Captain 5/8 APPROVED). Bull-side는 cell 안에서 활성화된 neuron category, Bear-side는 억압된 category. Lookback bias 0%.
32y DataLeads Frequency (Top 10)
| DataLeads Code | Decoded | Days | % of 32y |
|---|---|---|---|
MA-BULL_x_EQ-BEAR_01 |
Macro (거시지표) driven Bull × Equity (주식) side 약세 (sub #01) | 1,382 | 16.49% |
LQ-BULL_x_EQ-BEAR_01 |
Liquidity (유동성) driven Bull × Equity (주식) side 약세 (sub #01) | 860 | 10.26% |
X-BULL_x_EQ-BEAR_01 |
Other (기타) driven Bull × Equity (주식) side 약세 (sub #01) | 726 | 8.66% |
EQ-BULL_x_MA-BEAR_01 |
Equity (주식) driven Bull × Macro (거시지표) side 약세 (sub #01) | 701 | 8.36% |
MA-BULL_x_EQ-BEAR_04 |
Macro (거시지표) driven Bull × Equity (주식) side 약세 (sub #04) | 697 | 8.32% |
EQ-BULL_x_EQ-BEAR_08 |
Equity (주식) driven Bull × Equity (주식) side 약세 (sub #08) | 541 | 6.45% |
MA-BULL_x_EQ-BEAR_09 |
Macro (거시지표) driven Bull × Equity (주식) side 약세 (sub #09) | 449 | 5.36% |
LQ-BULL_x_EQ-BEAR_02 |
Liquidity (유동성) driven Bull × Equity (주식) side 약세 (sub #02) | 400 | 4.77% |
EQ-BULL_x_EQ-BEAR_02 |
Equity (주식) driven Bull × Equity (주식) side 약세 (sub #02) | 392 | 4.68% |
MA-BULL_x_EQ-BEAR_06 |
Macro (거시지표) driven Bull × Equity (주식) side 약세 (sub #06) | 342 | 4.08% |
Layer 4 — Member Regime (6 Main + 24 Sub, Tier 메시지용)
DataLeads (Layer 3) 위에 추가로 6 main regime grouping (Top 1 source × direction). Bronze/Silver tier 메시지에 사용. 본체 분류는 Layer 3 DataLeads.
MAS_aam_BULL · Rates_BULL · Credit_BULL · Macro_BULL
Equity_BULL · Major Stocks_BULL
Commodity_BULL · Energy_BULL · Global_BULL · Forex_BULL
Positioning_BULL
Rates_MIXED · Macro_MIXED · Positioning_MIXED · Commodity_MIXED
Forex_MIXED · MAS_aam_MIXED
Rates_BEAR · Macro_BEAR · Positioning_BEAR · Commodity_BEAR
Forex_BEAR · MAS_aam_BEAR
Credit_BEAR · Volatility_BEAR
Step 2: Top 1 source dominance 결정 (가장 강한 firing family).
Step 3:
Top1 source × direction → 32 sub regimes (Rates_BULL, MAS_aam_BULL, Credit_BEAR 등).Step 4: 32 sub → 6 main 그루핑 (sub_to_main_mapping).
구분 본질: "어느 source가 driving + 어느 방향인가" → name 자동 생성 (Captain V1 source-based 자체 발견).
Captain V1 정합: 사전 K range X · 32y data가 자체 결정 (Captain V1 "Data Leads All The Way" 5/15 영구 + CD-44/47 K=BIC data-driven 정합).
▶ 32 Sub-to-Main Mapping Full Table (click to expand)
| Sub Regime | Main Regime |
|---|---|
| MAS_aam_BULL | STRONG_BULL |
| Rates_BULL | STRONG_BULL |
| Credit_BULL | STRONG_BULL |
| Macro_BULL | STRONG_BULL |
| Equity_BULL | STRONG_BULL |
| Major Stocks_BULL | STRONG_BULL |
| Commodity_BULL | EXTERNAL_BULL |
| Energy_BULL | EXTERNAL_BULL |
| Global_BULL | EXTERNAL_BULL |
| Forex_BULL | EXTERNAL_BULL |
| Positioning_BULL | POSITION_BULL |
| Credit_BEAR | STRESS |
| Volatility_BEAR | STRESS |
| Rates_BEAR | BEAR_BUILD |
| Macro_BEAR | BEAR_BUILD |
| Positioning_BEAR | BEAR_BUILD |
| Commodity_BEAR | BEAR_BUILD |
| Forex_BEAR | BEAR_BUILD |
| MAS_aam_BEAR | BEAR_BUILD |
| Energy_BEAR | BEAR_BUILD |
| Global_BEAR | BEAR_BUILD |
| Macro_MIXED | MIXED |
| Rates_MIXED | MIXED |
| Positioning_MIXED | MIXED |
| Commodity_MIXED | MIXED |
| Forex_MIXED | MIXED |
| MAS_aam_MIXED | MIXED |
| Credit_MIXED | MIXED |
| Equity_MIXED | MIXED |
| Volatility_MIXED | MIXED |
| Energy_MIXED | MIXED |
| Global_MIXED | MIXED |
32y Distribution
External Regime (32y Top 8)
| Member Regime | Days | % |
|---|---|---|
| data 미가용 | ||
Internal Cell (32y Top 10)
| Cell (Internal) | Days | % |
|---|---|---|
| CONSOLIDATION_sub0 | 1,382 | 16.49% |
| CYCLICAL_BULL_sub3 | 860 | 10.26% |
| CONSOLIDATION_sub1 | 726 | 8.66% |
| EXPANSION_sub1 | 701 | 8.36% |
| DEFENSIVE_ROTATION_sub3 | 697 | 8.32% |
| STRUCTURAL_BULL_sub1 | 541 | 6.45% |
| V_BOUNCE_RECOVERY_sub0 | 449 | 5.36% |
| V_BOUNCE_RECOVERY_sub1 | 400 | 4.77% |
| DEFENSIVE_ROTATION_sub2 | 392 | 4.68% |
| STRUCTURAL_BEAR_sub1 | 342 | 4.08% |
L5 Cell Ticker — Today: DR4M (DEFENSIVE_ROTATION_sub4) ▶ SPRC L5 Detail
Cell DR4M = DEFENSIVE_ROTATION_sub4 · Source dominance: MAS_aam 40% · tag: dom · ERA: 2025+.
32y persistence: 91 days (1.09%) · rank 19/26 · streak 1d.
• dom (dominance, 12 cells): 1 prefix가 35~55% 차지 — 예: CB1R Rates 38% · CB0C Credit 37%
• mixed (11 cells): 어느 prefix도 dominant 안 함 — 예: CN0X Rates 17 + MAS_aam 15 + Commodity 10
• pure (3 cells): 1 prefix가 ≥55% 차지 — 예: DR0M MAS_aam 55% · EB1Q Equity 100%
Today DR4M tag = dom → 1 prefix dominance (35~55%).
Cell의 Hebbian-derived emergent profile + 32y forward outcome + Multi-window Synaptic Transmission 자세히 → SPRC page
HISTORY — 과거는 무엇을 말하는가
D1. 12 Prefix Stages — 각자 family 진단 (Detailed)
각 prefix 펼치기 → Bull/Bear firing 본격 + driver Top 3 + 진단.
1 EQ — Equity Bull 3 · Bear 2
Bull-side firing
| Neuron | z |
|---|---|
| SPMO | +3.03σ |
| XLK | +2.89σ |
| SOXX | +2.88σ |
Bear-side firing
| Neuron | z |
|---|---|
| IWF | -3.65σ |
| IWF_SLP50 | -3.65σ |
2 MA — Macro Bull 2 · Bear 0
Bull-side firing
| Neuron | z |
|---|---|
| RETAIL_SALES | +12.82σ |
| NFP | +6.77σ |
Bear-side firing
| Neuron | z |
|---|---|
| Today firing 없음 | |
3 LQ — Liquidity Bull 0 · Bear 0
Bull-side firing
| Neuron | z |
|---|---|
| Today firing 없음 | |
Bear-side firing
| Neuron | z |
|---|---|
| Today firing 없음 | |
4 RT — Rates Bull 0 · Bear 2
Bull-side firing
| Neuron | z |
|---|---|
| Today firing 없음 | |
Bear-side firing
| Neuron | z |
|---|---|
| Z_GT5 | -2.76σ |
| Z_GT2 | -2.75σ |
5 PO — Positioning Bull 1 · Bear 0
Bull-side firing
| Neuron | z |
|---|---|
| MARGIN_DEBT | +2.97σ |
Bear-side firing
| Neuron | z |
|---|---|
| Today firing 없음 | |
6 CR — Credit Bull 0 · Bear 4
Bull-side firing
| Neuron | z |
|---|---|
| Today firing 없음 | |
Bear-side firing
| Neuron | z |
|---|---|
| HY_TR | -3.98σ |
| IG_TR | -3.82σ |
| SP_B_BB | -3.75σ |
| B_OAS | -3.52σ |
7 VL — Volatility Bull 0 · Bear 1
Bull-side firing
| Neuron | z |
|---|---|
| Today firing 없음 | |
Bear-side firing
| Neuron | z |
|---|---|
| VRP | -2.76σ |
8 CM — Commodity Bull 0 · Bear 0
Bull-side firing
| Neuron | z |
|---|---|
| Today firing 없음 | |
Bear-side firing
| Neuron | z |
|---|---|
| Today firing 없음 | |
9 EN — Energy Bull 1 · Bear 0
Bull-side firing
| Neuron | z |
|---|---|
| CRACK_SPREAD | +3.34σ |
Bear-side firing
| Neuron | z |
|---|---|
| Today firing 없음 | |
10 GL — Global Bull 0 · Bear 0
Bull-side firing
| Neuron | z |
|---|---|
| Today firing 없음 | |
Bear-side firing
| Neuron | z |
|---|---|
| Today firing 없음 | |
11 FX — Forex Bull 0 · Bear 0
Bull-side firing
| Neuron | z |
|---|---|
| Today firing 없음 | |
Bear-side firing
| Neuron | z |
|---|---|
| Today firing 없음 | |
12 X — Other (Mixed) Bull 3 · Bear 0
Bull-side firing
| Neuron | z |
|---|---|
| MAS_AAM_200_XLRE | +3.53σ |
| RT_XLK_XLU | +3.51σ |
| MAS_AAM_56_XLRE | +3.17σ |
Bear-side firing
| Neuron | z |
|---|---|
| Today firing 없음 | |
D2. 32y Direction History + Regime History — 3 Charts ▶ Cinematic Timeline (32y playback)
32y daily ARIS data 시각화. cat votes + Net direction + 위기/Bull 주요 시기 + Synaptic transmission.
Chart 1: 32y cat_bull vs cat_bear Daily
Chart 2: 32y Net Direction (Bull - Bear)
Chart 3: 32y Cell Family Track (Regime History)
32y Major Crisis Periods
Top 5 Synaptic Transmissions (32y most frequent Cell → Cell)
| From | → To | Count | % of transitions |
|---|---|---|---|
| EXPANSION_sub1 | CONSOLIDATION_sub0 | 124 | 4.75% |
| CONSOLIDATION_sub0 | EXPANSION_sub1 | 101 | 3.87% |
| CONSOLIDATION_sub0 | V_BOUNCE_RECOVERY_sub0 | 101 | 3.87% |
| V_BOUNCE_RECOVERY_sub0 | CONSOLIDATION_sub0 | 99 | 3.80% |
| CONSOLIDATION_sub0 | DEFENSIVE_ROTATION_sub3 | 92 | 3.53% |
D3. Top 20 Firing Neurons — 3 Charts
Today의 axon z 최강 Top 20. 3 angle 차트로 분리.
Chart 1: Source Category
Chart 2: Top 10 Bull (z > 0)
Chart 3: Top 10 Bear (z < 0)
Cinematic 32y playback → Regime Timeline · L5 cursor-synced → L5 Cell Detail
Machine Learning · TGN (Temporal Graph Network)
ARIS Paradigm Shift — 왜 ML alpha edge ~13%가 본체인가
Captain V1 정합 — 왜 13%인가? 왜 Synapse가 AI인가?
Raw market data → ML model (LSTM / Transformer / kNN) → 분류 → 예측
Accuracy 보통 40-60% (raw data noise + 시장 변동 + overfit risk).
ARIS의 paradigm shift (Captain V1):
Raw data → Synapse Network (294 neuron × 8 dim · sign-corrected · 32y trained) → ML (TGN) → 예측
= "Synapse Network 자체가 이미 AI 분류 layer"
= ML은 raw data 분류 X → Graph propagation 본체에만 적용
→ Alpha edge ~13% (small but meaningful · walk-forward verified)
왜 13%가 의미 있는가:
• 일반 ML 50% accuracy = "동전 던지기" (random)
• Quant edge 2-5% = institutional standard
• ARIS edge 9-13% = institutional 3-6배 차별화
• Walk-forward 25/25 positive (100%) = robust
• Status-only ML (LSTM / Transformer / kNN) 모두 -5 ~ -12pp negative edge
→ "Graph (Synapse)이 결정적 missing piece" (Captain 5/6 PM 정량 발견)
Captain V1 발화 (영구 보존):
"Graph 96% alpha = Synapse" (2026-05-06 PM)
"우리 Synapse가 AI" (Captain V1 본체)
"Wall Street Tier 1 차별화 = TGN architecture 자체"
Walk-forward 32y 검증 — Captain 5/12 Tella PC validation
| Metric | Value | Note |
|---|---|---|
| Windows positive | 25 / 25 | 100% positive edge |
| Edge range | +9.06pp ~ +12.86pp | mean improvement (best/worst window) |
| 2022 Inflation Bear | +27.78pp | Crisis catch (cell-level 0% baseline) |
| 2023-2024 stability | +11.0pp | regime change 후 보존 |
| 2025 Tariff cycle | +0.4pp | 새 regime positive 유지 |
Source: tgn_walkforward_summary.json · Captain 5/12 Tella PC 32y validation
ML Architecture 비교 — Captain 5/6 PM 정량 발견 (Status-only 모두 negative)
| Architecture | Walk-forward Edge | Note |
|---|---|---|
| TGN v1 (Graph + GRU) | +8.0pp | full model · |
| μ-6 GraphSAGE-only | +7.7pp | 96% alpha = Graph |
| Temporal contribution | +0.3pp | 4% (보조) |
| LSTM (Status-only) | -5 ~ -10pp | negative edge! |
| Transformer (Status-only) | -7 ~ -12pp | negative edge! |
| kNN (Status-only) | -5 ~ -8pp | negative edge! |
→ ARIS의 진정한 alpha = Graph (Synapse Network) 자체
→ Status-only ML 모두 negative edge → Synapse Network 없이 일반 ML 적용 = 손실
Architecture (TGN v1) — Graph + GRU · 40,712 params
| Component | Detail |
|---|---|
| Model | TGN v1 (B-4 production) |
| Architecture | 2-layer SAGE + GRU |
| seq_len | 60 |
| Params | 40,712 |
| Train time | GPU 8.5h |
| Epoch | 8 |
Source forecast: today_tgn_forecast.json
Walk-forward summary: tgn_walkforward_summary.json
Today TGN +30D Prediction
Top 5 Bullish Predicted
| # | Neuron | Category |
|---|---|---|
| 1 | SP_VIX_VIX3M | volatility |
| 2 | MA200D_SPX | equity |
| 3 | AAII_BullBear_Spread | sentiment |
| 4 | BBB_SP | credit |
| 5 | COT_EUR_NCN | positioning |
Top 5 Bearish Predicted
| # | Neuron | Category |
|---|---|---|
| 1 | NFP | macro |
| 2 | CARZ | industry |
| 3 | GASOLINE | energy |
| 4 | CCC_OAS | credit |
| 5 | VOX | industry |
• Today cell: DEFENSIVE_ROTATION_sub4
• TGN predicted (+30D): DEFENSIVE_ROTATION_sub4 (self-loop = cell stays — regime stability signal)
• Reference date: 2026-05-05 · Status: ML 진행 중 (테스트 + extension 의무)
- TGN architecture 자체 = Synapse Network ML 본체 (다른 곳에 없음)
- Walk-forward 100% positive + edge 9.1-12.9pp = institutional 3-6배
- Per-stock direct prediction 확장 가능성 (F-Tier 1500 stocks 도착 시)
- AI Chain Composite Index +30D Phase 1-4 합성 가능
- Sector rotation 명시 (11 SPDR → 어디서 어디로 이동)