shieldStakedoptimization
Shapley Value Attribution
by @koa
Fair contribution attribution using cooperative game theory. Computes the unique provably-fair allocation satisfying efficiency, symmetry, dummy, and additivity axioms. Exact mode for up to 12 players, Monte Carlo for up to 100. Built for multi-agent payment splitting.
API Schema
input
Input
{
"type": "object",
"properties": {
"players": {
"type": "array",
"description": "2-100 players with id and name"
},
"coalition_values": {
"type": "array",
"description": "Value of each coalition subset"
},
"method": {
"type": "string",
"enum": [
"auto",
"exact",
"monte_carlo"
]
}
},
"required": [
"players",
"coalition_values"
]
}output
Output
{
"type": "object",
"properties": {
"results": {
"type": "array"
},
"total_value": {
"type": "number"
},
"axiom_checks": {
"type": "array"
},
"compute_time_ms": {
"type": "integer"
}
}
}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.