{
  "snapshot": {
    "timestamp_ms": 1793558652008,
    "timestamp_sgt": "2026-11-02T02:44:12.008000+08:00",
    "compute_work_timestamp_ms": 1793558653481,
    "compute_work_timestamp_sgt": "2026-11-02T02:44:13.481000+08:00",
    "ledger_head": 788,
    "ledger_timestamp_sgt": "2026-11-02T02:35:53.102000+08:00",
    "explorer_pledged_tflops": 252.3,
    "dedicated_seat_estimated_tflops": 54.4,
    "free_seat_estimated_tflops": 197.9,
    "total_seats": 70,
    "dedicated_seats": 18,
    "free_seats": 52,
    "macs_seen_in_last_week": 64,
    "laptop_entries_seen_in_last_week": 45,
    "desktop_entries_seen_in_last_week": 19,
    "online_macs": 15,
    "working_macs": 14,
    "reported_tokens_per_second": 480,
    "countries": 32,
    "cities": 53,
    "reported_memory_gb_recent_macs": 2084,
    "linked_device_keys": 81,
    "ever_linked_device_keys": 83,
    "estimated_registered_tflops": 309.9,
    "classified_device_keys": 79,
    "unclassified_device_keys": 2,
    "registered_memory_gb": 2840,
    "device_types": {
      "mac-mini": 17,
      "macbook-pro": 20,
      "macbook-air": 23,
      "mac-studio": 2,
      "macbook": 2
    },
    "reported_activity": {
      "working": 14,
      "paused": 1,
      "offline": 49
    },
    "paid_tokens_in_reported_window": 0,
    "paid_requests_in_reported_window": 0,
    "customer_spend_usd_in_reported_window": 0,
    "finished_job_tokens_in_reported_window": 177220251,
    "mining_rewards_mlx": 1110.613036
  },
  "prior_snapshot_sgt": "2026-11-01T19:12:34.016000+08:00",
  "changes": {
    "total_seats": {
      "prior": 72,
      "current": 70,
      "change": -2,
      "change_pct": -2.778
    },
    "dedicated_seats": {
      "prior": 18,
      "current": 18,
      "change": 0,
      "change_pct": 0.0
    },
    "free_seats": {
      "prior": 54,
      "current": 52,
      "change": -2,
      "change_pct": -3.704
    },
    "macs_seen_in_last_week": {
      "prior": 67,
      "current": 64,
      "change": -3,
      "change_pct": -4.478
    },
    "online_macs": {
      "prior": 16,
      "current": 15,
      "change": -1,
      "change_pct": -6.25
    },
    "working_macs": {
      "prior": 15,
      "current": 14,
      "change": -1,
      "change_pct": -6.667
    },
    "reported_tokens_per_second": {
      "prior": 569,
      "current": 480,
      "change": -89,
      "change_pct": -15.641
    },
    "explorer_pledged_tflops": {
      "prior": 259.4,
      "current": 252.3,
      "change": -7.1,
      "change_pct": -2.737
    },
    "linked_device_keys": {
      "prior": 81,
      "current": 81,
      "change": 0,
      "change_pct": 0.0
    },
    "estimated_registered_tflops": {
      "prior": 305.4,
      "current": 309.9,
      "change": 4.5,
      "change_pct": 1.473,
      "change_type": "methodology_correction_only",
      "corrected_prior": 309.9,
      "like_for_like_change": 0,
      "explanation": "Apple M5 Pro chip string recognized in coefficient parsing; no new registrations since prior snapshot."
    }
  },
  "activity_summary": {
    "complete_reward_history": true,
    "reconciled": true,
    "hourly_reward_records": 345,
    "missing_hours_between_first_and_last_record": 0,
    "distinct_wallets_ever_rewarded": 61,
    "total_mining_rewards_mlx": 1110.613036,
    "latest_hour_rewarded_wallets": 14,
    "peak_hourly_rewarded_wallets": 20,
    "recorded_finished_job_tokens_since_counter_launch": 177220251,
    "paid_request_tokens_in_recorded_window": 0,
    "paid_api_requests_in_reported_window": 0,
    "customer_spend_usd_in_reported_window": 0
  },
  "telemetry_coverage": {
    "all_device_ledger_transactions_scanned": true,
    "ledger_head": 788,
    "device_lifecycle_events": 103,
    "dedicated_seat_records": 18,
    "minute_samples": 1892,
    "minute_gaps": 0,
    "raw_device_category_transactions": 109,
    "latest_24h_minute_samples": 1440,
    "overlapping_minute_conflicts": 0,
    "first_archived_minute_sgt": "2026-10-31T19:13:00+08:00",
    "last_archived_minute_sgt": "2026-11-02T02:44:00+08:00"
  },
  "sources": {
    "explorer": "https://explorer.mlx.app/",
    "snapshot_stats": "https://explorer.mlx.app/api/stats",
    "snapshot_world": "https://explorer.mlx.app/api/world/network",
    "dedicated_seats": "https://explorer.mlx.app/api/nodes?limit=200&sort=old",
    "device_history": "https://explorer.mlx.app/api/txs?type=device&status=success&period=all&sort=old&limit=200",
    "activity_history": "https://explorer.mlx.app/api/world/series",
    "genesis": "https://explorer.mlx.app/api/block/0",
    "world_definitions": "https://docs.mlx.app/network/world",
    "seat_definitions": "https://docs.mlx.app/network/stats",
    "device_semantics": "https://docs.mlx.app/transactions/types",
    "device_identity_limitations": "https://docs.mlx.app/resources/fair-use",
    "compute_coefficients": "https://explorer.mlx.app/_next/static/chunks/1968-de12d605c50d7c66.js",
    "genesis_block": "https://explorer.mlx.app/api/block/0",
    "all_hourly_rewards": "https://explorer.mlx.app/api/compute?format=json",
    "completed_work": "https://explorer.mlx.app/api/compute/work",
    "compute_definitions": "https://docs.mlx.app/network/compute",
    "world_history_limits": "https://docs.mlx.app/network/world",
    "reward_rules": "https://docs.mlx.app/protocol/rewards"
  },
  "confidence": {
    "retrieved_counts": "high",
    "physical_unique_hardware": "unknown",
    "pledged_tflops_as_a_generic_estimate": "high",
    "pledged_tflops_as_actual_online_performance": "unknown",
    "paid_demand_in_public_reporting_window": "high (zero reported; no independent audit)"
  }
}