§1 — RUN STATISTICS · 2026-05-25 06:54 EDT
18
REPOS SCANNED
156
ISSUES SCANNED
47
DIAMONDS FOUND
0
γ₁ PROBE HITS
| Repo | Stars | Issues | Diamonds | Top BOWER |
|---|---|---|---|---|
| Aura-healthcare/hrvanalysis | 449 | 36 | 15 | 0.522 |
| mondejar/ecg-classification | 609 | 16 | 11 | 0.348 |
| antonior92/automatic-ecg-diagnosis | 442 | 19 | 4 | 0.435 |
| awni/ecg | 807 | 13 | 4 | 0.348 |
| DeepPSP/torch_ecg | 261 | 17 | 1 | 0.261 |
| +13 other repos | — | — | 12 | — |
§2 — TOP 5 DIAMONDS · Highest BOWER + Critical Actuarial
0.652
AI4HealthUOL/MDS-ICU — Unable to reproduce dataset without manual correcting
KCF-ECG-001
L2
CRITICAL 0.960
→ github.com/AI4HealthUOL/MDS-ICU/issues/1
Reproducibility failure — missing __init__.py, syntactic errors in preprocessing pipeline
0.522
Aura-healthcare/hrvanalysis #24 — Calculation of pNN50 wrong?
KCF-ECG-005
L2
CRITICAL 0.960
→ github.com/Aura-healthcare/hrv-analysis/issues/24
⚡ KEY BUG: divides by len(nn_intervals) instead of len(differences) → wrong pNN50 value
0.435
antonior92/automatic-ecg-diagnosis #14 — Error modifying input shape (hardcoded 4096)
KCF-ECG-001
KCF-ECG-002
KCF-ECG-004
L0
CRITICAL 1.000
→ github.com/.../issues/14
⚡ KEY BUG: hardcoded 4096 blocks 500Hz/10s standard clinical data (should be 5000)
0.000
Aura-healthcare/hrvanalysis #17 — Correct SD2/SD1 ratio to SD1/SD2 ratio
KCF-ECG-005
L3
CRITICAL
→ github.com/.../issues/17
⚡ KEY BUG: SD2/SD1 reported as SD1/SD2 — inverted ratio, silently wrong in every output
0.000
Aura-healthcare/hrvanalysis #34 — is_outlier() returns True when NOT outlier
KCF-ECG-001
KCF-ECG-005
L0
CRITICAL
→ github.com/.../issues/34
⚡ KEY BUG: boolean logic inverted — keeps outliers, discards valid beats
§3 — KCF DISTRIBUTION · ECG-001 and ECG-005 Dominant
§4 — SOVHRV FORK PLAN · Sovereign HRV
eose-sre/sovhrv — Sovereign HRV Analysis
✓ FIXES
pNN50 wrong divisor ✓
SD1/SD2 inverted ✓
is_outlier() boolean flip ✓
Frequency domain Welch ✓
500Hz/10s input (5000 not 4096) ✓
SD1/SD2 inverted ✓
is_outlier() boolean flip ✓
Frequency domain Welch ✓
500Hz/10s input (5000 not 4096) ✓
+ ADDS
γ₁ quality threshold (0.14134 Hz gate)
yone deployment (k3d lhvcp :9460)
MCP-002-ECG-SKYE mecaplakye node
SOSTLE L0-L2 gating
Adelic pouch per analysis
yone deployment (k3d lhvcp :9460)
MCP-002-ECG-SKYE mecaplakye node
SOSTLE L0-L2 gating
Adelic pouch per analysis
Target:
Route:
yone RTX 5090 lhvcp k3d · Port :9460 · Cost: $0.00/analysisRoute:
pemos.ca/sovhrv · Link: /sovhrv
§5 — ADELIC POUCH ECG · 6 Layers
L0 · Signal
Raw ECG input quality gate
r_adelic(0) = γ₁ Hz minimum sampling
✓ ACTIVE
L1 · Annotation
Beat annotation + QRS detection
r_adelic(1) = 2.677 kappa threshold
✓ ACTIVE
L2 · HRV Compute
Time + frequency domain features (fixed)
r_adelic(2) = 4.711 κ threshold
✓ ACTIVE (sovhrv)
L3 · Thinkbeat
R/F beat classification from HRV
r_adelic(3) = 6.020 threshold
⏳ PLANNED
L4 · Mecaplakye
MCP-002-ECG-SKYE sovereignty gate
r_adelic(4) = 9.022 threshold
⏳ PLANNED
L5 · Archive
Sovereign session archive to ydrant
r_adelic(5) = 10.740 threshold
— FUTURE
§6 — γ₁ PROBE RESULT · 0.14134 Hz = LF/HF Boundary
MATHEMATICAL PROBE
γ₁ = 14.134725141734693
γ₁ / 100 = 0.14134725... Hz
Standard LF/HF boundary = 0.15 Hz
Delta = 0.00865 Hz
Interpretation: γ₁ marks the Mayer wave
= sympathetic↔parasympathetic balance point
γ₁ / 100 = 0.14134725... Hz
Standard LF/HF boundary = 0.15 Hz
Delta = 0.00865 Hz
Interpretation: γ₁ marks the Mayer wave
= sympathetic↔parasympathetic balance point
FLEET IMPLICATION
γ₁ probe hits in this run: 0
Expected: low (numerical coincidence)
The connection is structural, not literal.
γ₁ is the ANCHOR — not the trigger.
It defines the rhythm. The floor holds.
Expected: low (numerical coincidence)
The connection is structural, not literal.
γ₁ is the ANCHOR — not the trigger.
It defines the rhythm. The floor holds.