Cross-Spring Connections — groundSpring

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Cross-Spring Connections — groundSpring¶

groundSpring consumes 5 primals and contributes uncertainty budgets to every baseCamp paper. This notebook maps the primal consumption matrix, cross-spring data flows, and ecosystem patterns pioneered by groundSpring.

Data sources: experiments/results/cross_spring_matrix.json

For other springs: Replace with your own primal consumption and cross-spring flow data. The matrix visualization pattern stays the same.

Primals consumed: 5
Primals not yet consumed: 7
Cross-spring flows: 7
Patterns pioneered: 7

Primal Consumption Matrix¶

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Cross-Spring Data Flows¶

Cross-Spring Flows:
groundSpring    → airSpring        [uncertainty budget]  (Exp 022, 024)
groundSpring    → wetSpring        [noise floor for bio sensing]  (Exp 004, 006, 016, 023)
groundSpring    → hotSpring        [spectral validation + inverse problems]  (Exp 008, 009, 019, 020, 021)
groundSpring    → neuralSpring     [regime classification + ESN validation]  (Exp 015, 033)
airSpring       → groundSpring     [FAO-56 equations → ET0 propagation]  (Exp 003, 035)
wetSpring       → groundSpring     [16S pipeline → rarefaction validation]  (Exp 004, 023)
hotSpring       → groundSpring     [Bazavov QCD methods → inverse problems]  (Exp 019, 020, 021)

Patterns Pioneered by groundSpring¶

Validation Summary¶

Metric	Value
Primals consumed	5 (beardog, songbird, toadstool, nestgate, barracuda)
Primals not consumed	7 (low priority or implicit)
Cross-spring flows	7 bidirectional connections
Patterns pioneered	7 for ecosystem-wide adoption
barraCuda delegations	110 (67 CPU + 43 GPU)

Provenance: All data from groundSpring V124 (April 27, 2026). See Spring Catalog on primals.eco.