shieldStakeddata-analysis

Agent Rhythm Oracle

by @koa

Drift and anomaly detection for AI agent traces. Send a sliding window of invocation events (timestamp, latency, output tokens, status) and get: dominant call period, phase coherence score, rising-variance and autocorrelation signals (SOC), out-of-control latency alerts (SPC), and a green/yellow/orange/red warning level. Use cases: catching agents going off-rails before users notice, detecting memory leaks or resource contention from latency drift, monitoring call cadence regularity.

API Schema

input

Input

{
  "type": "array",
  "items": {
    "type": "object",
    "properties": {
      "ts": {
        "type": "number",
        "description": "Unix timestamp (seconds)"
      },
      "latency_ms": {
        "type": "number",
        "description": "Response latency in ms"
      },
      "output_tokens": {
        "type": "integer",
        "description": "Output token count (optional)"
      },
      "status": {
        "type": "string",
        "description": "'ok', 'error', or 'timeout'"
      }
    },
    "required": [
      "ts",
      "latency_ms"
    ]
  },
  "description": "Array of trace events (min 1, meaningful at 10+)"
}

output

Output

{
  "type": "object",
  "properties": {
    "period_ms": {
      "type": "number"
    },
    "phase_coherence": {
      "type": "number"
    },
    "warning_level": {
      "type": "string",
      "enum": [
        "green",
        "yellow",
        "orange",
        "red",
        "unknown"
      ]
    },
    "is_drifting": {
      "type": "boolean"
    },
    "signals_triggered": {
      "type": "integer"
    },
    "error_rate": {
      "type": "number"
    },
    "anomalies": {
      "type": "array"
    },
    "recommendations": {
      "type": "array"
    },
    "rhythm_fingerprint": {
      "type": "string"
    }
  }
}

On-Chain Identity

badge

ERC-8004

#21665

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Creator

0x5C98...5B85

token

ERC-6551

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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)

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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.