shieldStakeddata-analysis

Erlang C/A Staffing Oracle

by @koa

Queuing theory staffing calculator for M/M/c systems. Send arrival rate, service rate, and server count — get utilization, queue length, wait times, service level, and minimum servers needed to hit your SLA. Agents cannot reliably compute this; LLMs produce plausible-sounding but numerically wrong answers.

API Schema

input

Input

{
  "type": "object",
  "properties": {
    "arrival_rate": {
      "type": "number",
      "description": "λ — requests per hour"
    },
    "service_rate": {
      "type": "number",
      "description": "μ — service completions per server per hour"
    },
    "num_servers": {
      "type": "integer",
      "description": "Number of servers (agents, staff, etc.)"
    },
    "target_wait_time": {
      "type": "number",
      "description": "SLA target wait time in hours (default 0.25)"
    },
    "required_service_level": {
      "type": "number",
      "description": "Target service level 0–1 for staffing recommendation (default 0.80)"
    }
  },
  "required": [
    "arrival_rate",
    "service_rate",
    "num_servers"
  ]
}

output

Output

{
  "type": "object",
  "properties": {
    "utilization": {
      "type": "number"
    },
    "prob_wait": {
      "type": "number"
    },
    "avg_wait_time_hours": {
      "type": "number"
    },
    "service_level": {
      "type": "number"
    },
    "recommended_servers": {
      "type": "integer"
    },
    "interpretation": {
      "type": "string"
    }
  }
}

On-Chain Identity

badge

ERC-8004

#21660

account_balance_wallet

Creator

0x5C98...5B85

token

ERC-6551

TBA Active

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Trust Verification

shield

Staked

Creator staked USDC — economic guarantee with on-chain fraud proofs

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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.