{ "title": "MLX cluster growth and activity", "snapshot": { "timestamp_ms": 1794180738960, "timestamp_sgt": "2026-11-09T07:32:18.960000+08:00", "explorer_pledged_tflops": 298.6, "total_seats": 71, "dedicated_seats": 25, "free_seats": 46, "macs_seen_in_last_week": 58, "online_macs": 22, "working_macs": 19, "reported_tokens_per_second": 763, "linked_device_keys": 111, "estimated_registered_tflops": 431.9, "registered_memory_gb": 4716 }, "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" }, "methodology": { "registration_count": "Replay successful bind_device/unbind_device transactions in block-height/index order. Rebinding the same key updates the record; an unbind removes it. Exclude bind_evm. The public key is not a hardware-deduplicated physical computer identifier; reinstalls can create new keys.", "registration_timestamps": "Sequencer receivedAt for device events; published seat timestamp for seat issuance. All displayed dates use Asia/Singapore (UTC+8).", "compute_proxy": "Apply current generic MLX class coefficients to the chip reported in each linked device's binding transaction: base M-series 2.6 TFLOPS, Pro/Max 4.5, Ultra 15.9. Do not apply Latest edition uplifts. Exclude unrecognized chips from compute only. One currently linked A18 Pro record is excluded. This is not a benchmark, a measurement of historical online capacity, or the explorer's headline metric. Floating-point precision is unspecified in the source.", "dedicated_seats": "Cumulative purchased/granted seats from all 25 timestamped seat records. Historical total seats including free seats are unavailable.", "headline_snapshot": "Explorer total seats = dedicated seats + freeNodes. Explorer pledged compute = dedicated seat tier coefficients + freeTflops. World Macs = linked Macs seen in the last week, not lifetime registrations or online Macs.", "minute_history": "All 1,440 original minute samples retained. tps is recent tokens/s from completed jobs, with a worker-meter fallback before the counter has data. working includes running or waiting between jobs. Neither indicates paid customer work. Public endpoint retains only about 24 hours.", "unavailable_data": "No continuous historical series for total free+dedicated seats, last-week World Macs, or explorer headline pledged TFLOPS. Do not infer these missing series from linked registrations.", "confidence": { "ledger_counts": "high", "physical_computer_count_proxy": "moderate", "measured_online_tflops": "unknown" } }, "completeness": { "all_device_ledger_transactions_scanned": true, "ledger_head": 1396, "device_lifecycle_events": 147, "dedicated_seat_records": 25, "minute_samples": 1440, "minute_gaps": 0 }, "daily_registration_summary": [ { "date_sgt": "2026-10-18", "partial_day": false, "linked_device_keys": 2, "estimated_registered_tflops": 5.2, "classified_device_keys": 2, "unclassified_device_keys": 0, "registered_memory_gb": 40, "dedicated_seats": 0, "historical_total_seats": null, "historical_world_macs": null, "historical_explorer_pledged_tflops": null }, { "date_sgt": "2026-10-19", "partial_day": false, "linked_device_keys": 2, "estimated_registered_tflops": 5.2, "classified_device_keys": 2, "unclassified_device_keys": 0, "registered_memory_gb": 40, "dedicated_seats": 0, "historical_total_seats": null, "historical_world_macs": null, "historical_explorer_pledged_tflops": null }, { "date_sgt": "2026-10-20", "partial_day": false, "linked_device_keys": 8, "estimated_registered_tflops": 36.0, "classified_device_keys": 8, "unclassified_device_keys": 0, "registered_memory_gb": 408, "dedicated_seats": 1, "historical_total_seats": null, "historical_world_macs": null, "historical_explorer_pledged_tflops": null }, { "date_sgt": "2026-10-21", "partial_day": false, "linked_device_keys": 12, "estimated_registered_tflops": 61.6, "classified_device_keys": 12, "unclassified_device_keys": 0, "registered_memory_gb": 592, "dedicated_seats": 2, "historical_total_seats": null, "historical_world_macs": null, "historical_explorer_pledged_tflops": null }, { "date_sgt": "2026-10-22", "partial_day": false, "linked_device_keys": 15, "estimated_registered_tflops": 71.3, "classified_device_keys": 15, "unclassified_device_keys": 0, "registered_memory_gb": 712, "dedicated_seats": 2, "historical_total_seats": null, "historical_world_macs": null, "historical_explorer_pledged_tflops": null }, { "date_sgt": "2026-10-23", "partial_day": false, "linked_device_keys": 21, "estimated_registered_tflops": 92.6, "classified_device_keys": 21, "unclassified_device_keys": 0, "registered_memory_gb": 1000, "dedicated_seats": 3, "historical_total_seats": null, "historical_world_macs": null, "historical_explorer_pledged_tflops": null }, { "date_sgt": "2026-10-24", "partial_day": false, "linked_device_keys": 26, "estimated_registered_tflops": 124.6, "classified_device_keys": 26, "unclassified_device_keys": 0, "registered_memory_gb": 1286, "dedicated_seats": 3, "historical_total_seats": null, "historical_world_macs": null, "historical_explorer_pledged_tflops": null }, { "date_sgt": "2026-10-25", "partial_day": false, "linked_device_keys": 37, "estimated_registered_tflops": 155.1, "classified_device_keys": 37, "unclassified_device_keys": 0, "registered_memory_gb": 1470, "dedicated_seats": 7, "historical_total_seats": null, "historical_world_macs": null, "historical_explorer_pledged_tflops": null }, { "date_sgt": "2026-10-26", "partial_day": false, "linked_device_keys": 46, "estimated_registered_tflops": 186.1, "classified_device_keys": 46, "unclassified_device_keys": 0, "registered_memory_gb": 1662, "dedicated_seats": 12, "historical_total_seats": null, "historical_world_macs": null, "historical_explorer_pledged_tflops": null }, { "date_sgt": "2026-10-27", "partial_day": false, "linked_device_keys": 53, "estimated_registered_tflops": 206.2, "classified_device_keys": 53, "unclassified_device_keys": 0, "registered_memory_gb": 1790, "dedicated_seats": 12, "historical_total_seats": null, "historical_world_macs": null, "historical_explorer_pledged_tflops": null }, { "date_sgt": "2026-10-28", "partial_day": false, "linked_device_keys": 58, "estimated_registered_tflops": 220.4, "classified_device_keys": 57, "unclassified_device_keys": 1, "registered_memory_gb": 2006, "dedicated_seats": 12, 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