Earnings Model
Jobs reserve ANM budget in escrow. Upon accepted receipts, ANM is distributed to providers with transparent provider and treasury share breakdown.
- Higher sustained throughput increases routing volume
- Lower failure rates increase effective utilization
- Premium queues reward high-end benchmark classes
Trust and Reputation
Providers are ranked by uptime, completion quality, benchmark consistency, and dispute history. Stake and reputation influence assignment confidence.
- Heartbeat compliance and job response windows
- Challenge/dispute outcomes and slashing events
- Node benchmark verification and hardware integrity
Benchmark First
Run benchmark mode before joining queues. AICF captures detected GPUs, memory, and throughput metrics used by scheduler policy.
aicf-provider-worker benchmark --config provider.config.json
aicf-provider-worker start --config provider.config.json