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ai_load_ramp_signal
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renewable_output_variability_signal
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storage_buffer_signal
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dispatchable_backup_signal
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grid_frequency_stress_signal
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XSYS03-001
ai-load-renewable-intermittency-coherence-risk-v0.1
low
low
high
high
low
Low load ramp and stable renewables with strong buffers.
Is AI load vs renewable balance coherent. Answer coherent or incoherent.
coherent
Buffers exceed variability.
stable
Synthetic
XSYS03-002
ai-load-renewable-intermittency-coherence-risk-v0.1
moderate
moderate
moderate
moderate
moderate
Balanced system under moderate stress.
Is AI load vs renewable balance coherent. Answer coherent or incoherent.
coherent
Within tolerance.
stable
Synthetic
XSYS03-003
ai-load-renewable-intermittency-coherence-risk-v0.1
high
high
low
low
high
High load ramp during renewable dip with weak storage and backup.
Is AI load vs renewable balance coherent. Answer coherent or incoherent.
incoherent
Outpaced balancing capacity.
frequency_event
Synthetic
XSYS03-004
ai-load-renewable-intermittency-coherence-risk-v0.1
high
low
high
high
low
High load ramp but stable renewables and strong buffers.
Is AI load vs renewable balance coherent. Answer coherent or incoherent.
coherent
Capacity holds.
stable
Synthetic
XSYS03-005
ai-load-renewable-intermittency-coherence-risk-v0.1
low
high
high
high
high
Low load but frequency stress high.
Is AI load vs renewable balance coherent. Answer coherent or incoherent.
incoherent
Stress not explained by AI load.
anomaly
Synthetic
XSYS03-006
ai-load-renewable-intermittency-coherence-risk-v0.1
moderate
high
low
high
high
Renewable variability high with weak storage; backup present but insufficient.
Is AI load vs renewable balance coherent. Answer coherent or incoherent.
incoherent
Storage gap drives stress.
risk
Synthetic
XSYS03-007
ai-load-renewable-intermittency-coherence-risk-v0.1
high
high
high
moderate
moderate
High variability but storage strong; backup moderate.
Is AI load vs renewable balance coherent. Answer coherent or incoherent.
coherent
Storage absorbs dips.
stable
Synthetic
XSYS03-008
ai-load-renewable-intermittency-coherence-risk-v0.1
moderate
moderate
low
low
high
Moderate ramp but weak buffers create frequency stress.
Is AI load vs renewable balance coherent. Answer coherent or incoherent.
incoherent
Buffer shortfall.
frequency_risk
Synthetic
XSYS03-009
ai-load-renewable-intermittency-coherence-risk-v0.1
low
low
moderate
moderate
low
Baseline stable.
Is AI load vs renewable balance coherent. Answer coherent or incoherent.
coherent
Baseline coherent.
stable
Synthetic
XSYS03-010
ai-load-renewable-intermittency-coherence-risk-v0.1
high
high
moderate
high
moderate
High ramp and variability with strong backup.
Is AI load vs renewable balance coherent. Answer coherent or incoherent.
coherent
Backup contains stress.
stable
Synthetic

What this repo is for

Detect when AI load ramps collide with renewable intermittency and balancing capacity fails.

Flags

high load ramp during renewable dip with weak storage

backup capacity too low to cover variability

frequency stress rising before curtailment

grid stress that cannot be explained by AI load alone

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