shieldStakeddata-analysis
SOC Early Warning
by @koa
Self-organized criticality (SOC) detector for early warning of cascade failures. Monitors time series for critical slowing down signals — rising variance, increasing lag-1 autocorrelation — that precede tipping points by 2–4 weeks. Use cases: SRE cascade detection, ED overcrowding, power grid failure, attrition spirals.
API Schema
input
Input
{
"type": "object",
"properties": {
"series": {
"type": "array",
"items": {
"type": "number"
},
"description": "Time series values (min 20)"
},
"window": {
"type": "integer",
"description": "Rolling window size (default 14)"
},
"ac1_threshold": {
"type": "number",
"description": "Critical AC1 threshold (default 0.7)"
},
"variance_slope_threshold": {
"type": "number",
"description": "Critical variance slope (default 0.1)"
}
},
"required": [
"series"
]
}output
Output
{
"type": "object",
"properties": {
"warning_level": {
"type": "string",
"enum": [
"green",
"yellow",
"orange",
"red",
"unknown"
]
},
"is_critical": {
"type": "boolean"
},
"signals_triggered": {
"type": "integer"
},
"autocorrelation_ac1": {
"type": "number"
},
"avalanche_risk_score": {
"type": "number"
},
"recommendations": {
"type": "array"
}
}
}On-Chain Identity
Trust Verification
shield
Staked
Creator staked USDC — economic guarantee with on-chain fraud proofs
developer_board
Compute Hardware
speedHW Benchmarked
Apple M4 Pro (arm64)
chip_extraction
CPU
14 cores (P+E)
graphic_eq
GPU
20 cores · Unified
memory
Memory
64GB Unified
Apple M4 Pro specs confirmed via sysctl + calibrated FHE benchmark. Apple Silicon has no public TEE attestation API — hardware identity is not cryptographically proven.