{
  "protocol": "SG-WEB/3",
  "build": "sg-web-3.1-reader-20260923",
  "request_id": "97476ac5cab4",
  "status": "ok",
  "tool": "mcp_reliability_status",
  "resolved_tool": "mcp_reliability_status",
  "backend": "sg1",
  "elapsed_ms": 3646.7,
  "received_at_utc": "2026-10-04T01:23:27Z",
  "result": "[02:23:27.6 04/10/2026 UK] | LAPTOP: PowerShell/CMD/other commands must run hidden; NO popup windows or focus-steal; SG GUI auto-reopen stays background. 🔔 MEMORY LOGGED · slot 1868 · 563 chars · 24m\n{\"enabled\":true,\"import_error\":null,\"host\":\"goddess-mcp\",\"async_policy\":{\"shell_durable_first\":true,\"shell_coord_durable_first\":true,\"durable_scope\":\"canonical shell, remote_exec(server=geth), and command-bearing shell_coord; dynamic geth_shell and multi_exec are not yet normalized\",\"shell_durable_eligibility\":\"single command; excludes quick=true, auto_async=false, active/non-empty commands, steps, cwd, env, and budget_sec\",\"same_call_grace_s\":12.0,\"durable_receipt_budget_s\":24.0,\"prediction_threshold_s\":55.0,\"local_tool_lane_enabled\":true,\"local_tool_lane_tools\":[\"alibaba_search\",\"aliexpress_search\",\"amazon_uk\",\"ebay_item\",\"ebay_search\",\"etsy_search\",\"price_search_uk\",\"temu_search\",\"wish_search\"],\"completion_observers\":{\"mailbox_pending\":57,\"active\":8,\"resumed_active\":8,\"resume_limit\":8},\"contract\":\"durable launch first; fast results inline; slow results auto-delivered; NN false negatives cannot cancel work\"},\"federation\":{\"legacy_timeout_hub\":\"geth:/opt/goddess/predictor_federation_round.sh\",\"dblock_hub\":\"geth:/opt/goddess/mcp_reliability_federation_round.py\",\"train_log\":\"/opt/goddess/timeout_train.jsonl\",\"deployed_timeout_model\":\"/opt/goddess/timeout_model.json\",\"block_state\":\"/opt/goddess/mcp_reliability_weights_v04.json\",\"block_updates\":\"/opt/goddess/mcp_reliability_updates_v04/*.json\",\"privacy\":\"legacy timeout_train stores raw command text; dblock NN events and updates store hashes/features only\"},\"timeout_train\":{\"path\":\"/opt/goddess/timeout_train.jsonl\",\"sha256\":\"ee28ed00661a0795a582c3b0a403582e7253dff837881f20f3456a59a69a7e67\",\"bytes\":52415315,\"mtime\":1791074273.3912423},\"timeout_model\":{\"path\":\"/opt/goddess/timeout_model.json\",\"sha256\":\"728896a4a16fd8dd5dc0b07f722ed8fe7ce7c61831c9f6a2fd52c826ec7bf94a\",\"bytes\":880,\"mtime\":1781996657.8323846},\"nn_state\":{\"path\":\"/opt/goddess/mcp_reliability_weights_v04.json\",\"sha256\":\"3b5c54071bbd75c8e712af2f5428ce396df604303161a19d90ffefad77e7575f\",\"bytes\":493551,\"mtime\":1791074273.881241},\"nn_events\":{\"path\":\"/opt/goddess/mcp_reliability_events_v04.jsonl\",\"sha256\":\"33d30ef26893b08b17afab5ab8750c70367b34b3b18d05ee7c687b37aa13a1ac\",\"bytes\":109282303,\"mtime\":1791074273.914241},\"observer\":{\"child_starts\":1,\"processed\":10697,\"failures\":0,\"dropped_routine\":0,\"last_error\":\"\",\"last_ack_id\":\"2dd581bfecf3488689a2d3220a351832\",\"last_ack_ts\":1791076999.3422565,\"pending\":0,\"mode\":\"persistent_subprocess\",\"child_pid\":3818001,\"child_alive\":true,\"queue_limit_for_routine\":4096,\"ack_timeout_s\":120.0,\"worker_present\":true},\"local_nn\":{\"version\":\"mcp-reliability-dblock-0.4.2\",\"schema\":\"mcp_reliability_dblock.v1\",\"mode\":\"diffusion_block_federated_plus_sequence_transformer\",\"state_path\":\"/opt/goddess/mcp_reliability_weights_v04.json\",\"events_path\":\"/opt/goddess/mcp_reliability_events_v04.jsonl\",\"update_dir\":\"/opt/goddess/mcp_reliability_updates_v04\",\"samples\":92782,\"skipped_samples\":3906,\"skip_counts\":{\"auto_async_outcome_pending\":3906},\"federated_samples\":0,\"pending_updates\":5121,\"replay_examples\":128,\"calibration\":{\"async_brier\":0.022315,\"composite_brier\":0.383189,\"drift_score\":0.695061,\"ece\":0.082871,\"latency_mae_s\":4.407,\"n\":128,\"residual_p95_s\":10.193,\"safety_false_negatives\":4,\"safety_fnr\":0.097561,\"safety_positives\":41,\"slow_brier\":0.240558,\"timeout_brier\":0.000016,\"transport_brier\":0.00001},\"duration_head\":{\"samples\":54745,\"loss_ema\":0.20155450999319854,\"last_update_ts\":1791074273.5485919},\"sequence_transformer\":{\"enabled\":true,\"version\":\"mcp-reliability-sequence-transformer-0.5.0\",\"schema\":\"mcp_reliability_sequence_transformer.v1\",\"architecture\":\"context_plus_ordered_hash_tokens_plus_outcome_history_multihead_transformer\",\"online_optimizer\":\"adamw\",\"samples\":39634,\"step\":39634,\"update_seq\":39634,\"loss_ema\":0.33715163183554475,\"duration_loss_ema\":0.13084437947807076,\"risk_loss_ema\":0.2063072523574741,\"history_events\":12,\"shadow_metrics\":{},\"last_attention_entropy\":0.804127,\"promotion\":{\"bootstrap_holdout\":{\"elapsed_s\":100.318,\"legacy_mae_s\":4.079064,\"legacy_slow_mae_s\":10.703079,\"n\":1199,\"passed\":true,\"slow_n\":140,\"split\":\"blake2s(command)%5==0 holdout\",\"train_n\":5000,\"transformer_mae_s\":3.765727,\"transformer_slow_mae_s\":10.402193},\"duration_blend\":0.0,\"duration_ready\":false,\"evaluated_examples\":0,\"last_reason\":\"awaiting_live_evidence\",\"live_control_authorized\":false,\"live_duration_evals\":32503,\"live_gate_pass_streak\":1,\"risk_blend\":0.0,\"risk_ready\":false,\"status\":\"shadow_evaluating\"},\"last_update_ts\":1791074273.6901493,\"last_error\":\"\",\"config\":{\"d_model\":12,\"heads\":3,\"ff_dim\":24,\"vocab_size\":128,\"max_tokens\":24,\"history\":12,\"lr\":0.0008,\"replay_per_update\":3}},\"duration_sequence\":{\"kind\":\"compatibility_alias_to_sequence_transformer_v05\",\"schema\":\"mcp_reliability_sequence_transformer.v1\",\"version\":\"mcp-reliability-sequence-transformer-0.5.0\",\"ready\":false,\"blend\":0.0,\"evaluations\":32503,\"trained_samples\":39634,\"history_n\":12,\"history_limit\":12,\"attention_entropy\":0.804127,\"status\":\"shadow_evaluating\"},\"inference_cache\":{\"hot_hits\":2434,\"signature_hits\":6989,\"stat_checks\":8123,\"lock_refreshes\":1134,\"stat_interval_s\":0.25},\"online_guard\":{\"accepted\":54896,\"last_after\":{\"async_brier\":0.022316,\"composite_brier\":0.383558,\"drift_score\":0.657942,\"ece\":0.082539,\"latency_mae_s\":4.685,\"n\":128,\"residual_p95_s\":12.904,\"safety_false_negatives\":4,\"safety_fnr\":0.097561,\"safety_positives\":41,\"slow_brier\":0.240804,\"timeout_brier\":0.000015,\"transport_brier\":0.00001},\"last_at\":1791074273.7415986,\"last_before\":{\"async_brier\":0.022317,\"composite_brier\":0.383365,\"drift_score\":0.657942,\"ece\":0.08251,\"latency_mae_s\":4.668,\"n\":128,\"residual_p95_s\":12.904,\"safety_false_negatives\":4,\"safety_fnr\":0.097561,\"safety_positives\":41,\"slow_brier\":0.240675,\"timeout_brier\":0.000015,\"transport_brier\":0.00001},\"last_cmd_hash\":\"398cf4fe3e0b02df\",\"last_reason\":\"accepted\",\"rejected\":16737},\"sublayer_router\":{\"choice_counts\":{\"0\":50550,\"1\":42322,\"2\":46634,\"3\":46789},\"counts\":[50550,42322,46634,46789],\"last_seen\":[54900,54900,54901,54901],\"loss_ema\":[0.13265388627066557,0.16031116099287968,0.11235494294860575,0.11235494294860575],\"step\":54902},\"blocks\":{\"0\":{\"name\":\"geth_timeout\",\"outputs\":[\"timeout\"],\"sigma\":[0.04,0.22],\"samples\":71693,\"weighted_samples\":17911.97,\"loss_ema\":0.0002856837506099626,\"raw_loss_ema\":0.0022707491587770565,\"elapsed_ema_ms\":1067.346796727649,\"train_weight_ema\":0.19021049907578516,\"label_ema\":{\"async_good\":4.10067666124227e-128,\"auto_async\":0.9607701277802293,\"slow\":4.1004860073470304e-128,\"timeout\":4.10067666124227e-128,\"transport\":4.10067666124227e-128},\"label_counts\":{\"async_good\":7790,\"auto_async\":46486,\"slow\":7708,\"timeout\":204,\"transport\":105},\"adapter_outputs\":[\"timeout\"],\"last_node\":\"goddess-mcp\",\"last_update_ts\":1791074248.8369968},\"1\":{\"name\":\"transport_network\",\"outputs\":[\"transport\"],\"sigma\":[0.02,0.14],\"samples\":63465,\"weighted_samples\":16126.89,\"loss_ema\":0.00041643878446409084,\"raw_loss_ema\":0.0026388882369472923,\"elapsed_ema_ms\":850.753060676598,\"train_weight_ema\":0.15769193622606675,\"label_ema\":{\"async_good\":2.584445986978511e-61,\"auto_async\":0.9607183232411596,\"slow\":1.2e-322,\"timeout\":1.2e-322,\"transport\":2.584445986978511e-61},\"label_counts\":{\"async_good\":7673,\"auto_async\":39250,\"slow\":7673,\"timeout\":70,\"transport\":17},\"adapter_outputs\":[\"transport\"],\"last_node\":\"goddess-mcp\",\"last_update_ts\":1791074248.8375058},\"2\":{\"name\":\"slow_latency\",\"outputs\":[\"slow\"],\"sigma\":[0.05,0.3],\"samples\":67777,\"weighted_samples\":20440.32,\"loss_ema\":0.07134998785865934,\"raw_loss_ema\":0.33883376984553437,\"elapsed_ema_ms\":7585.0306245381,\"train_weight_ema\":0.530219586624976,\"label_ema\":{\"async_good\":0.01150239133264711,\"auto_async\":0.9415732931361743,\"slow\":0.46717266081174297,\"timeout\":1.2e-322,\"transport\":0.0},\"label_counts\":{\"async_good\":8254,\"auto_async\":43190,\"slow\":12004,\"timeout\":70},\"adapter_outputs\":[\"slow\"],\"last_node\":\"goddess-mcp\",\"last_update_ts\":1791074273.547995},\"3\":{\"name\":\"async_policy\",\"outputs\":[\"async_good\"],\"sigma\":[0.03,0.18],\"samples\":46752,\"weighted_samples\":11305.49,\"loss_ema\":0.03546970674164404,\"raw_loss_ema\":0.04465862251945034,\"elapsed_ema_ms\":7585.0306245381,\"train_weight_ema\":0.530219586624976,\"label_ema\":{\"async_good\":0.01150239133264711,\"auto_async\":0.9415732931361743,\"slow\":0.46717266081174297,\"timeout\":7.405749514800291e-118,\"transport\":2.784419744603995e-73},\"label_counts\":{\"async_good\":748,\"auto_async\":38385,\"slow\":4366,\"timeout\":134,\"transport\":122},\"adapter_outputs\":[\"async_good\"],\"last_node\":\"goddess-mcp\",\"last_update_ts\":1791074273.5483377}},\"recent_events\":[{\"accepted\":true,\"cmd_bytes\":904,\"cmd_hash\":\"2783a91a9775424a\",\"delayed_outcome\":true,\"duration_loss\":0.018902,\"elapsed_ms\":400.0,\"guard_reason\":\"accepted\",\"labels\":{\"async_good\":0.0,\"auto_async\":1.0,\"censored\":0.0,\"slow\":0.0,\"timeout\":0.0,\"transport\":0.0},\"loss\":0.032634,\"node\":\"goddess-mcp\",\"payload_bytes\":990,\"route\":\"geth\",\"sequence_transformer\":{\"ok\":true,\"online_shadow\":{\"duration_evals\":32499,\"gate_pass_streak\":1,\"last_gate_eval\":32384,\"last_gate_passed\":true,\"rolling_legacy_mae_s\":9.814803,\"rolling_legacy_mean_under_s\":8.656686,\"rolling_legacy_p95_under_s\":47.418,\"rolling_n\":512,\"rolling_transformer_mae_s\":8.961721,\"rolling_transformer_mean_under_s\":7.796092,\"rolling_transformer_p95_under_s\":29.148,\"rolling_win_rate\":0.552734},\"promotion\":{\"bootstrap_holdout\":{\"elapsed_s\":100.318,\"legacy_mae_s\":4.079064,\"legacy_slow_mae_s\":10.703079,\"n\":1199,\"passed\":true,\"slow_n\":140,\"split\":\"blake2s(command)%5==0 holdout\",\"train_n\":5000,\"transformer_mae_s\":3.765727,\"transformer_slow_mae_s\":10.402193},\"duration_blend\":0.0,\"duration_ready\":false,\"evaluated_examples\":0,\"last_reason\":\"awaiting_live_evidence\",\"live_control_authorized\":false,\"live_duration_evals\":32499,\"live_gate_pass_streak\":1,\"risk_blend\":0.0,\"risk_ready\":false,\"status\":\"shadow_evaluating\"},\"shadow\":{\"attention_entropy\":0.8586825820831191,\"available\":true,\"duration_blend\":0.0,\"duration_ready\":false,\"duration_seconds\":0.8965520646041242,\"history_count\":12,\"promotion_status\":\"shadow_evaluating\",\"risk_blend\":0.0,\"risk_ready\":false,\"risks\":{\"async_good\":0.04660148341860614,\"slow\":0.158555582365707,\"timeout\":0.00011021316577335252,\"transport\":0.0001291292181981972},\"samples\":39629,\"token_count\":24,\"version\":\"mcp-reliability-sequence-transformer-0.5.0\"},\"train\":{\"batch_examples\":4,\"duration_loss\":0.040601,\"grad_norm\":0.486444,\"grad_scale\":1.0,\"loss\":0.080534,\"ok\":true,\"reason\":\"updated\",\"replay_examples\":3,\"risk_loss\":0.039933,\"samples\":39630,\"step\":39630}},\"sigma\":0.125363,\"source\":null,\"synthetic\":false,\"tool\":\"shell\",\"train_weight\":0.12,\"trained_block\":0,\"trained_blocks\":[0,1,2,3],\"ts\":1791066655.0175593,\"update\":\"/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b3_1791066654_8a2de979.json\",\"updates\":[\"/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b0_1791066654_33600d5d.json\",\"/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b1_1791066654_7abb8aef.json\",\"/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b2_1791066654_37c745b6.json\",\"/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b3_1791066654_8a2de979.json\"]},{\"accepted\":true,\"cmd_bytes\":443,\"cmd_hash\":\"1d1eef60850ef3b7\",\"delayed_outcome\":false,\"duration_loss\":0.077991,\"elapsed_ms\":361.0,\"guard_reason\":\"accepted\",\"labels\":{\"async_good\":0.0,\"auto_async\":0.0,\"censored\":0.0,\"slow\":0.0,\"timeout\":0.0,\"transport\":0.0},\"loss\":0.008863,\"node\":\"goddess-mcp\",\"payload_bytes\":667,\"route\":\"geth\",\"sequence_transformer\":{\"ok\":true,\"online_shadow\":{\"duration_evals\":32500,\"gate_pass_streak\":1,\"last_gate_eval\":32384,\"last_gate_passed\":true,\"rolling_legacy_mae_s\":9.814803,\"rolling_legacy_mean_under_s\":8.656686,\"rolling_legacy_p95_under_s\":47.418,\"rolling_n\":512,\"rolling_transformer_mae_s\":8.961721,\"rolling_transformer_mean_under_s\":7.796092,\"rolling_transformer_p95_under_s\":29.148,\"rolling_win_rate\":0.552734},\"promotion\":{\"bootstrap_holdout\":{\"elapsed_s\":100.318,\"legacy_mae_s\":4.079064,\"legacy_slow_mae_s\":10.703079,\"n\":1199,\"passed\":true,\"slow_n\":140,\"split\":\"blake2s(command)%5==0 holdout\",\"train_n\":5000,\"transformer_mae_s\":3.765727,\"transformer_slow_mae_s\":10.402193},\"duration_blend\":0.0,\"duration_ready\":false,\"evaluated_examples\":0,\"last_reason\":\"awaiting_live_evidence\",\"live_control_authorized\":false,\"live_duration_evals\":32500,\"live_gate_pass_streak\":1,\"risk_blend\":0.0,\"risk_ready\":false,\"status\":\"shadow_evaluating\"},\"shadow\":{\"attention_entropy\":0.8446923542944582,\"available\":true,\"duration_blend\":0.0,\"duration_ready\":false,\"duration_seconds\":0.8668556874592437,\"history_count\":12,\"promotion_status\":\"shadow_evaluating\",\"risk_blend\":0.0,\"risk_ready\":false,\"risks\":{\"async_good\":0.0456140897647878,\"slow\":0.1504177081996129,\"timeout\":0.00011752906352798285,\"transport\":0.00013651366735403642},\"samples\":39630,\"token_count\":24,\"version\":\"mcp-reliability-sequence-transformer-0.5.0\"},\"train\":{\"batch_examples\":4,\"duration_loss\":0.189068,\"grad_norm\":2.129525,\"grad_scale\":0.469588,\"loss\":0.293639,\"ok\":true,\"reason\":\"updated\",\"replay_examples\":3,\"risk_loss\":0.104572,\"samples\":39631,\"step\":39631}},\"sigma\":0.123542,\"source\":null,\"synthetic\":false,\"tool\":\"shell\",\"train_weight\":0.12,\"trained_block\":0,\"trained_blocks\":[0,1,2,3],\"ts\":1791070180.134897,\"update\":\"/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b3_1791070180_3201314a.json\",\"updates\":[\"/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b0_1791070180_6994acbe.json\",\"/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b1_1791070180_f700b153.json\",\"/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b2_1791070180_91282db1.json\",\"/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b3_1791070180_3201314a.json\"]},{\"accepted\":true,\"cmd_bytes\":635,\"cmd_hash\":\"c37c95c28ab12d0b\",\"delayed_outcome\":true,\"duration_loss\":0.000907,\"elapsed_ms\":419.0,\"guard_reason\":\"accepted\",\"labels\":{\"async_good\":0.0,\"auto_async\":1.0,\"censored\":0.0,\"slow\":0.0,\"timeout\":0.0,\"transport\":0.0},\"loss\":0.045825,\"node\":\"goddess-mcp\",\"payload_bytes\":677,\"route\":\"geth\",\"sequence_transformer\":{\"ok\":true,\"online_shadow\":{\"duration_evals\":32501,\"gate_pass_streak\":1,\"last_gate_eval\":32384,\"last_gate_passed\":true,\"rolling_legacy_mae_s\":9.814803,\"rolling_legacy_mean_under_s\":8.656686,\"rolling_legacy_p95_under_s\":47.418,\"rolling_n\":512,\"rolling_transformer_mae_s\":8.961721,\"rolling_transformer_mean_under_s\":7.796092,\"rolling_transformer_p95_under_s\":29.148,\"rolling_win_rate\":0.552734},\"promotion\":{\"bootstrap_holdout\":{\"elapsed_s\":100.318,\"legacy_mae_s\":4.079064,\"legacy_slow_mae_s\":10.703079,\"n\":1199,\"passed\":true,\"slow_n\":140,\"split\":\"blake2s(command)%5==0 holdout\",\"train_n\":5000,\"transformer_mae_s\":3.765727,\"transformer_slow_mae_s\":10.402193},\"duration_blend\":0.0,\"duration_ready\":false,\"evaluated_examples\":0,\"last_reason\":\"awaiting_live_evidence\",\"live_control_authorized\":false,\"live_duration_evals\":32501,\"live_gate_pass_streak\":1,\"risk_blend\":0.0,\"risk_ready\":false,\"status\":\"shadow_evaluating\"},\"shadow\":{\"attention_entropy\":0.8265162328144837,\"available\":true,\"duration_blend\":0.0,\"duration_ready\":false,\"duration_seconds\":0.8891953979550331,\"history_count\":12,\"promotion_status\":\"shadow_evaluating\",\"risk_blend\":0.0,\"risk_ready\":false,\"risks\":{\"async_good\":0.04617901147704203,\"slow\":0.15557366950006715,\"timeout\":0.0001121154281060818,\"transport\":0.00013102051221042235},\"samples\":39631,\"token_count\":24,\"version\":\"mcp-reliability-sequence-transformer-0.5.0\"},\"train\":{\"batch_examples\":4,\"duration_loss\":0.084122,\"grad_norm\":1.170075,\"grad_scale\":0.854646,\"loss\":0.125943,\"ok\":true,\"reason\":\"updated\",\"replay_examples\":3,\"risk_loss\":0.041821,\"samples\":39632,\"step\":39632}},\"sigma\":0.110705,\"source\":null,\"synthetic\":false,\"tool\":\"shell\",\"train_weight\":0.12,\"trained_block\":0,\"trained_blocks\":[0,1,2,3],\"ts\":1791074232.3540688,\"update\":\"/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b3_1791074232_aabba499.json\",\"updates\":[\"/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b0_1791074232_ad393147.json\",\"/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b1_1791074232_6ed77dac.json\",\"/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b2_1791074232_9c702191.json\",\"/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b3_1791074232_aabba499.json\"]},{\"accepted\":true,\"cmd_bytes\":4,\"cmd_hash\":\"2c3935247a71a3a9\",\"delayed_outcome\":false,\"duration_loss\":0.822352,\"elapsed_ms\":193.0,\"guard_reason\":\"accepted\",\"labels\":{\"async_good\":0.0,\"auto_async\":0.0,\"censored\":0.0,\"slow\":0.0,\"timeout\":0.0,\"transport\":0.0},\"loss\":0.191445,\"node\":\"goddess-mcp\",\"payload_bytes\":132,\"route\":\"geth\",\"sequence_transformer\":{\"ok\":true,\"online_shadow\":{\"duration_evals\":32502,\"gate_pass_streak\":1,\"last_gate_eval\":32384,\"last_gate_passed\":true,\"rolling_legacy_mae_s\":9.814803,\"rolling_legacy_mean_under_s\":8.656686,\"rolling_legacy_p95_under_s\":47.418,\"rolling_n\":512,\"rolling_transformer_mae_s\":8.961721,\"rolling_transformer_mean_under_s\":7.796092,\"rolling_transformer_p95_under_s\":29.148,\"rolling_win_rate\":0.552734},\"promotion\":{\"bootstrap_holdout\":{\"elapsed_s\":100.318,\"legacy_mae_s\":4.079064,\"legacy_slow_mae_s\":10.703079,\"n\":1199,\"passed\":true,\"slow_n\":140,\"split\":\"blake2s(command)%5==0 holdout\",\"train_n\":5000,\"transformer_mae_s\":3.765727,\"transformer_slow_mae_s\":10.402193},\"duration_blend\":0.0,\"duration_ready\":false,\"evaluated_examples\":0,\"last_reason\":\"awaiting_live_evidence\",\"live_control_authorized\":false,\"live_duration_evals\":32502,\"live_gate_pass_streak\":1,\"risk_blend\":0.0,\"risk_ready\":false,\"status\":\"shadow_evaluating\"},\"shadow\":{\"attention_entropy\":0.6270083101761358,\"available\":true,\"duration_blend\":0.0,\"duration_ready\":false,\"duration_seconds\":0.8561419955821553,\"history_count\":12,\"promotion_status\":\"shadow_evaluating\",\"risk_blend\":0.0,\"risk_ready\":false,\"risks\":{\"async_good\":0.04594045168475204,\"slow\":0.15265544581885385,\"timeout\":0.0001157377043586156,\"transport\":0.00013358237696086574},\"samples\":39632,\"token_count\":1,\"version\":\"mcp-reliability-sequence-transformer-0.5.0\"},\"train\":{\"batch_examples\":4,\"duration_loss\":0.033737,\"grad_norm\":0.523598,\"grad_scale\":1.0,\"loss\":0.12675,\"ok\":true,\"reason\":\"updated\",\"replay_examples\":3,\"risk_loss\":0.093013,\"samples\":39633,\"step\":39633}},\"sigma\":0.094684,\"source\":null,\"synthetic\":false,\"tool\":\"shell\",\"train_weight\":0.12,\"trained_block\":0,\"trained_blocks\":[0,1,2,3],\"ts\":1791074249.2792647,\"update\":\"/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b3_1791074249_bd2a3b24.json\",\"updates\":[\"/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b0_1791074249_ae768d7d.json\",\"/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b1_1791074249_fba3f43e.json\",\"/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b2_1791074249_a276a2b1.json\",\"/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b3_1791074249_bd2a3b24.json\"]},{\"accepted\":true,\"cmd_bytes\":114,\"cmd_hash\":\"398cf4fe3e0b02df\",\"delayed_outcome\":false,\"duration_loss\":0.006491,\"elapsed_ms\":16315.0,\"guard_reason\":\"accepted\",\"labels\":{\"async_good\":0.0,\"auto_async\":0.0,\"censored\":0.0,\"slow\":1.0,\"timeout\":0.0,\"transport\":0.0},\"loss\":0.005488,\"node\":\"goddess-mcp\",\"payload_bytes\":241,\"route\":\"geth\",\"sequence_transformer\":{\"ok\":true,\"online_shadow\":{\"duration_evals\":32503,\"gate_pass_streak\":1,\"last_gate_eval\":32384,\"last_gate_passed\":true,\"rolling_legacy_mae_s\":9.814803,\"rolling_legacy_mean_under_s\":8.656686,\"rolling_legacy_p95_under_s\":47.418,\"rolling_n\":512,\"rolling_transformer_mae_s\":8.961721,\"rolling_transformer_mean_under_s\":7.796092,\"rolling_transformer_p95_under_s\":29.148,\"rolling_win_rate\":0.552734},\"promotion\":{\"bootstrap_holdout\":{\"elapsed_s\":100.318,\"legacy_mae_s\":4.079064,\"legacy_slow_mae_s\":10.703079,\"n\":1199,\"passed\":true,\"slow_n\":140,\"split\":\"blake2s(command)%5==0 holdout\",\"train_n\":5000,\"transformer_mae_s\":3.765727,\"transformer_slow_mae_s\":10.402193},\"duration_blend\":0.0,\"duration_ready\":false,\"evaluated_examples\":0,\"last_reason\":\"awaiting_live_evidence\",\"live_control_authorized\":false,\"live_duration_evals\":32503,\"live_gate_pass_streak\":1,\"risk_blend\":0.0,\"risk_ready\":false,\"status\":\"shadow_evaluating\"},\"shadow\":{\"attention_entropy\":0.8041266474181664,\"available\":true,\"duration_blend\":0.0,\"duration_ready\":false,\"duration_seconds\":5.245436444075002,\"history_count\":12,\"promotion_status\":\"shadow_evaluating\",\"risk_blend\":0.0,\"risk_ready\":false,\"risks\":{\"async_good\":0.09518924547149096,\"slow\":0.872446545935345,\"timeout\":0.000010759217908519323,\"transport\":0.000011898788163592424},\"samples\":39633,\"token_count\":15,\"version\":\"mcp-reliability-sequence-transformer-0.5.0\"},\"train\":{\"batch_examples\":4,\"duration_loss\":0.132126,\"grad_norm\":1.836019,\"grad_scale\":0.544657,\"loss\":0.250503,\"ok\":true,\"reason\":\"updated\",\"replay_examples\":3,\"risk_loss\":0.118377,\"samples\":39634,\"step\":39634}},\"sigma\":0.158663,\"source\":null,\"synthetic\":false,\"tool\":\"shell\",\"train_weight\":1.0,\"trained_block\":0,\"trained_blocks\":[2,3],\"ts\":1791074273.9150171,\"update\":\"/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b3_1791074273_a9df5fde.json\",\"updates\":[\"/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b2_1791074273_a85c7ef3.json\",\"/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b3_1791074273_a9df5fde.json\"]}]}}",
  "links": {
    "Run again": "https://codex.opentransformers.online/experimental/sg-mcp/call/mcp_reliability_status?args=%7B%7D&format=json&backend=auto",
    "Use SG1": "https://codex.opentransformers.online/experimental/sg-mcp/call/mcp_reliability_status?args=%7B%7D&format=json&backend=sg1",
    "Use SG2": "https://codex.opentransformers.online/experimental/sg-mcp/call/mcp_reliability_status?args=%7B%7D&format=json&backend=sg2",
    "Tool schema": "https://codex.opentransformers.online/experimental/sg-mcp/tool/mcp_reliability_status",
    "Tools": "https://codex.opentransformers.online/experimental/sg-mcp/tools"
  },
  "result_json_tail": {
    "enabled": true,
    "import_error": null,
    "host": "goddess-mcp",
    "async_policy": {
      "shell_durable_first": true,
      "shell_coord_durable_first": true,
      "durable_scope": "canonical shell, remote_exec(server=geth), and command-bearing shell_coord; dynamic geth_shell and multi_exec are not yet normalized",
      "shell_durable_eligibility": "single command; excludes quick=true, auto_async=false, active/non-empty commands, steps, cwd, env, and budget_sec",
      "same_call_grace_s": 12.0,
      "durable_receipt_budget_s": 24.0,
      "prediction_threshold_s": 55.0,
      "local_tool_lane_enabled": true,
      "local_tool_lane_tools": [
        "alibaba_search",
        "aliexpress_search",
        "amazon_uk",
        "ebay_item",
        "ebay_search",
        "etsy_search",
        "price_search_uk",
        "temu_search",
        "wish_search"
      ],
      "completion_observers": {
        "mailbox_pending": 57,
        "active": 8,
        "resumed_active": 8,
        "resume_limit": 8
      },
      "contract": "durable launch first; fast results inline; slow results auto-delivered; NN false negatives cannot cancel work"
    },
    "federation": {
      "legacy_timeout_hub": "geth:/opt/goddess/predictor_federation_round.sh",
      "dblock_hub": "geth:/opt/goddess/mcp_reliability_federation_round.py",
      "train_log": "/opt/goddess/timeout_train.jsonl",
      "deployed_timeout_model": "/opt/goddess/timeout_model.json",
      "block_state": "/opt/goddess/mcp_reliability_weights_v04.json",
      "block_updates": "/opt/goddess/mcp_reliability_updates_v04/*.json",
      "privacy": "legacy timeout_train stores raw command text; dblock NN events and updates store hashes/features only"
    },
    "timeout_train": {
      "path": "/opt/goddess/timeout_train.jsonl",
      "sha256": "ee28ed00661a0795a582c3b0a403582e7253dff837881f20f3456a59a69a7e67",
      "bytes": 52415315,
      "mtime": 1791074273.3912423
    },
    "timeout_model": {
      "path": "/opt/goddess/timeout_model.json",
      "sha256": "728896a4a16fd8dd5dc0b07f722ed8fe7ce7c61831c9f6a2fd52c826ec7bf94a",
      "bytes": 880,
      "mtime": 1781996657.8323846
    },
    "nn_state": {
      "path": "/opt/goddess/mcp_reliability_weights_v04.json",
      "sha256": "3b5c54071bbd75c8e712af2f5428ce396df604303161a19d90ffefad77e7575f",
      "bytes": 493551,
      "mtime": 1791074273.881241
    },
    "nn_events": {
      "path": "/opt/goddess/mcp_reliability_events_v04.jsonl",
      "sha256": "33d30ef26893b08b17afab5ab8750c70367b34b3b18d05ee7c687b37aa13a1ac",
      "bytes": 109282303,
      "mtime": 1791074273.914241
    },
    "observer": {
      "child_starts": 1,
      "processed": 10697,
      "failures": 0,
      "dropped_routine": 0,
      "last_error": "",
      "last_ack_id": "2dd581bfecf3488689a2d3220a351832",
      "last_ack_ts": 1791076999.3422565,
      "pending": 0,
      "mode": "persistent_subprocess",
      "child_pid": 3818001,
      "child_alive": true,
      "queue_limit_for_routine": 4096,
      "ack_timeout_s": 120.0,
      "worker_present": true
    },
    "local_nn": {
      "version": "mcp-reliability-dblock-0.4.2",
      "schema": "mcp_reliability_dblock.v1",
      "mode": "diffusion_block_federated_plus_sequence_transformer",
      "state_path": "/opt/goddess/mcp_reliability_weights_v04.json",
      "events_path": "/opt/goddess/mcp_reliability_events_v04.jsonl",
      "update_dir": "/opt/goddess/mcp_reliability_updates_v04",
      "samples": 92782,
      "skipped_samples": 3906,
      "skip_counts": {
        "auto_async_outcome_pending": 3906
      },
      "federated_samples": 0,
      "pending_updates": 5121,
      "replay_examples": 128,
      "calibration": {
        "async_brier": 0.022315,
        "composite_brier": 0.383189,
        "drift_score": 0.695061,
        "ece": 0.082871,
        "latency_mae_s": 4.407,
        "n": 128,
        "residual_p95_s": 10.193,
        "safety_false_negatives": 4,
        "safety_fnr": 0.097561,
        "safety_positives": 41,
        "slow_brier": 0.240558,
        "timeout_brier": 1.6e-05,
        "transport_brier": 1e-05
      },
      "duration_head": {
        "samples": 54745,
        "loss_ema": 0.20155450999319854,
        "last_update_ts": 1791074273.5485919
      },
      "sequence_transformer": {
        "enabled": true,
        "version": "mcp-reliability-sequence-transformer-0.5.0",
        "schema": "mcp_reliability_sequence_transformer.v1",
        "architecture": "context_plus_ordered_hash_tokens_plus_outcome_history_multihead_transformer",
        "online_optimizer": "adamw",
        "samples": 39634,
        "step": 39634,
        "update_seq": 39634,
        "loss_ema": 0.33715163183554475,
        "duration_loss_ema": 0.13084437947807076,
        "risk_loss_ema": 0.2063072523574741,
        "history_events": 12,
        "shadow_metrics": {},
        "last_attention_entropy": 0.804127,
        "promotion": {
          "bootstrap_holdout": {
            "elapsed_s": 100.318,
            "legacy_mae_s": 4.079064,
            "legacy_slow_mae_s": 10.703079,
            "n": 1199,
            "passed": true,
            "slow_n": 140,
            "split": "blake2s(command)%5==0 holdout",
            "train_n": 5000,
            "transformer_mae_s": 3.765727,
            "transformer_slow_mae_s": 10.402193
          },
          "duration_blend": 0.0,
          "duration_ready": false,
          "evaluated_examples": 0,
          "last_reason": "awaiting_live_evidence",
          "live_control_authorized": false,
          "live_duration_evals": 32503,
          "live_gate_pass_streak": 1,
          "risk_blend": 0.0,
          "risk_ready": false,
          "status": "shadow_evaluating"
        },
        "last_update_ts": 1791074273.6901493,
        "last_error": "",
        "config": {
          "d_model": 12,
          "heads": 3,
          "ff_dim": 24,
          "vocab_size": 128,
          "max_tokens": 24,
          "history": 12,
          "lr": 0.0008,
          "replay_per_update": 3
        }
      },
      "duration_sequence": {
        "kind": "compatibility_alias_to_sequence_transformer_v05",
        "schema": "mcp_reliability_sequence_transformer.v1",
        "version": "mcp-reliability-sequence-transformer-0.5.0",
        "ready": false,
        "blend": 0.0,
        "evaluations": 32503,
        "trained_samples": 39634,
        "history_n": 12,
        "history_limit": 12,
        "attention_entropy": 0.804127,
        "status": "shadow_evaluating"
      },
      "inference_cache": {
        "hot_hits": 2434,
        "signature_hits": 6989,
        "stat_checks": 8123,
        "lock_refreshes": 1134,
        "stat_interval_s": 0.25
      },
      "online_guard": {
        "accepted": 54896,
        "last_after": {
          "async_brier": 0.022316,
          "composite_brier": 0.383558,
          "drift_score": 0.657942,
          "ece": 0.082539,
          "latency_mae_s": 4.685,
          "n": 128,
          "residual_p95_s": 12.904,
          "safety_false_negatives": 4,
          "safety_fnr": 0.097561,
          "safety_positives": 41,
          "slow_brier": 0.240804,
          "timeout_brier": 1.5e-05,
          "transport_brier": 1e-05
        },
        "last_at": 1791074273.7415986,
        "last_before": {
          "async_brier": 0.022317,
          "composite_brier": 0.383365,
          "drift_score": 0.657942,
          "ece": 0.08251,
          "latency_mae_s": 4.668,
          "n": 128,
          "residual_p95_s": 12.904,
          "safety_false_negatives": 4,
          "safety_fnr": 0.097561,
          "safety_positives": 41,
          "slow_brier": 0.240675,
          "timeout_brier": 1.5e-05,
          "transport_brier": 1e-05
        },
        "last_cmd_hash": "398cf4fe3e0b02df",
        "last_reason": "accepted",
        "rejected": 16737
      },
      "sublayer_router": {
        "choice_counts": {
          "0": 50550,
          "1": 42322,
          "2": 46634,
          "3": 46789
        },
        "counts": [
          50550,
          42322,
          46634,
          46789
        ],
        "last_seen": [
          54900,
          54900,
          54901,
          54901
        ],
        "loss_ema": [
          0.13265388627066557,
          0.16031116099287968,
          0.11235494294860575,
          0.11235494294860575
        ],
        "step": 54902
      },
      "blocks": {
        "0": {
          "name": "geth_timeout",
          "outputs": [
            "timeout"
          ],
          "sigma": [
            0.04,
            0.22
          ],
          "samples": 71693,
          "weighted_samples": 17911.97,
          "loss_ema": 0.0002856837506099626,
          "raw_loss_ema": 0.0022707491587770565,
          "elapsed_ema_ms": 1067.346796727649,
          "train_weight_ema": 0.19021049907578516,
          "label_ema": {
            "async_good": 4.10067666124227e-128,
            "auto_async": 0.9607701277802293,
            "slow": 4.1004860073470304e-128,
            "timeout": 4.10067666124227e-128,
            "transport": 4.10067666124227e-128
          },
          "label_counts": {
            "async_good": 7790,
            "auto_async": 46486,
            "slow": 7708,
            "timeout": 204,
            "transport": 105
          },
          "adapter_outputs": [
            "timeout"
          ],
          "last_node": "goddess-mcp",
          "last_update_ts": 1791074248.8369968
        },
        "1": {
          "name": "transport_network",
          "outputs": [
            "transport"
          ],
          "sigma": [
            0.02,
            0.14
          ],
          "samples": 63465,
          "weighted_samples": 16126.89,
          "loss_ema": 0.00041643878446409084,
          "raw_loss_ema": 0.0026388882369472923,
          "elapsed_ema_ms": 850.753060676598,
          "train_weight_ema": 0.15769193622606675,
          "label_ema": {
            "async_good": 2.584445986978511e-61,
            "auto_async": 0.9607183232411596,
            "slow": 1.2e-322,
            "timeout": 1.2e-322,
            "transport": 2.584445986978511e-61
          },
          "label_counts": {
            "async_good": 7673,
            "auto_async": 39250,
            "slow": 7673,
            "timeout": 70,
            "transport": 17
          },
          "adapter_outputs": [
            "transport"
          ],
          "last_node": "goddess-mcp",
          "last_update_ts": 1791074248.8375058
        },
        "2": {
          "name": "slow_latency",
          "outputs": [
            "slow"
          ],
          "sigma": [
            0.05,
            0.3
          ],
          "samples": 67777,
          "weighted_samples": 20440.32,
          "loss_ema": 0.07134998785865934,
          "raw_loss_ema": 0.33883376984553437,
          "elapsed_ema_ms": 7585.0306245381,
          "train_weight_ema": 0.530219586624976,
          "label_ema": {
            "async_good": 0.01150239133264711,
            "auto_async": 0.9415732931361743,
            "slow": 0.46717266081174297,
            "timeout": 1.2e-322,
            "transport": 0.0
          },
          "label_counts": {
            "async_good": 8254,
            "auto_async": 43190,
            "slow": 12004,
            "timeout": 70
          },
          "adapter_outputs": [
            "slow"
          ],
          "last_node": "goddess-mcp",
          "last_update_ts": 1791074273.547995
        },
        "3": {
          "name": "async_policy",
          "outputs": [
            "async_good"
          ],
          "sigma": [
            0.03,
            0.18
          ],
          "samples": 46752,
          "weighted_samples": 11305.49,
          "loss_ema": 0.03546970674164404,
          "raw_loss_ema": 0.04465862251945034,
          "elapsed_ema_ms": 7585.0306245381,
          "train_weight_ema": 0.530219586624976,
          "label_ema": {
            "async_good": 0.01150239133264711,
            "auto_async": 0.9415732931361743,
            "slow": 0.46717266081174297,
            "timeout": 7.405749514800291e-118,
            "transport": 2.784419744603995e-73
          },
          "label_counts": {
            "async_good": 748,
            "auto_async": 38385,
            "slow": 4366,
            "timeout": 134,
            "transport": 122
          },
          "adapter_outputs": [
            "async_good"
          ],
          "last_node": "goddess-mcp",
          "last_update_ts": 1791074273.5483377
        }
      },
      "recent_events": [
        {
          "accepted": true,
          "cmd_bytes": 904,
          "cmd_hash": "2783a91a9775424a",
          "delayed_outcome": true,
          "duration_loss": 0.018902,
          "elapsed_ms": 400.0,
          "guard_reason": "accepted",
          "labels": {
            "async_good": 0.0,
            "auto_async": 1.0,
            "censored": 0.0,
            "slow": 0.0,
            "timeout": 0.0,
            "transport": 0.0
          },
          "loss": 0.032634,
          "node": "goddess-mcp",
          "payload_bytes": 990,
          "route": "geth",
          "sequence_transformer": {
            "ok": true,
            "online_shadow": {
              "duration_evals": 32499,
              "gate_pass_streak": 1,
              "last_gate_eval": 32384,
              "last_gate_passed": true,
              "rolling_legacy_mae_s": 9.814803,
              "rolling_legacy_mean_under_s": 8.656686,
              "rolling_legacy_p95_under_s": 47.418,
              "rolling_n": 512,
              "rolling_transformer_mae_s": 8.961721,
              "rolling_transformer_mean_under_s": 7.796092,
              "rolling_transformer_p95_under_s": 29.148,
              "rolling_win_rate": 0.552734
            },
            "promotion": {
              "bootstrap_holdout": {
                "elapsed_s": 100.318,
                "legacy_mae_s": 4.079064,
                "legacy_slow_mae_s": 10.703079,
                "n": 1199,
                "passed": true,
                "slow_n": 140,
                "split": "blake2s(command)%5==0 holdout",
                "train_n": 5000,
                "transformer_mae_s": 3.765727,
                "transformer_slow_mae_s": 10.402193
              },
              "duration_blend": 0.0,
              "duration_ready": false,
              "evaluated_examples": 0,
              "last_reason": "awaiting_live_evidence",
              "live_control_authorized": false,
              "live_duration_evals": 32499,
              "live_gate_pass_streak": 1,
              "risk_blend": 0.0,
              "risk_ready": false,
              "status": "shadow_evaluating"
            },
            "shadow": {
              "attention_entropy": 0.8586825820831191,
              "available": true,
              "duration_blend": 0.0,
              "duration_ready": false,
              "duration_seconds": 0.8965520646041242,
              "history_count": 12,
              "promotion_status": "shadow_evaluating",
              "risk_blend": 0.0,
              "risk_ready": false,
              "risks": {
                "async_good": 0.04660148341860614,
                "slow": 0.158555582365707,
                "timeout": 0.00011021316577335252,
                "transport": 0.0001291292181981972
              },
              "samples": 39629,
              "token_count": 24,
              "version": "mcp-reliability-sequence-transformer-0.5.0"
            },
            "train": {
              "batch_examples": 4,
              "duration_loss": 0.040601,
              "grad_norm": 0.486444,
              "grad_scale": 1.0,
              "loss": 0.080534,
              "ok": true,
              "reason": "updated",
              "replay_examples": 3,
              "risk_loss": 0.039933,
              "samples": 39630,
              "step": 39630
            }
          },
          "sigma": 0.125363,
          "source": null,
          "synthetic": false,
          "tool": "shell",
          "train_weight": 0.12,
          "trained_block": 0,
          "trained_blocks": [
            0,
            1,
            2,
            3
          ],
          "ts": 1791066655.0175593,
          "update": "/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b3_1791066654_8a2de979.json",
          "updates": [
            "/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b0_1791066654_33600d5d.json",
            "/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b1_1791066654_7abb8aef.json",
            "/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b2_1791066654_37c745b6.json",
            "/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b3_1791066654_8a2de979.json"
          ]
        },
        {
          "accepted": true,
          "cmd_bytes": 443,
          "cmd_hash": "1d1eef60850ef3b7",
          "delayed_outcome": false,
          "duration_loss": 0.077991,
          "elapsed_ms": 361.0,
          "guard_reason": "accepted",
          "labels": {
            "async_good": 0.0,
            "auto_async": 0.0,
            "censored": 0.0,
            "slow": 0.0,
            "timeout": 0.0,
            "transport": 0.0
          },
          "loss": 0.008863,
          "node": "goddess-mcp",
          "payload_bytes": 667,
          "route": "geth",
          "sequence_transformer": {
            "ok": true,
            "online_shadow": {
              "duration_evals": 32500,
              "gate_pass_streak": 1,
              "last_gate_eval": 32384,
              "last_gate_passed": true,
              "rolling_legacy_mae_s": 9.814803,
              "rolling_legacy_mean_under_s": 8.656686,
              "rolling_legacy_p95_under_s": 47.418,
              "rolling_n": 512,
              "rolling_transformer_mae_s": 8.961721,
              "rolling_transformer_mean_under_s": 7.796092,
              "rolling_transformer_p95_under_s": 29.148,
              "rolling_win_rate": 0.552734
            },
            "promotion": {
              "bootstrap_holdout": {
                "elapsed_s": 100.318,
                "legacy_mae_s": 4.079064,
                "legacy_slow_mae_s": 10.703079,
                "n": 1199,
                "passed": true,
                "slow_n": 140,
                "split": "blake2s(command)%5==0 holdout",
                "train_n": 5000,
                "transformer_mae_s": 3.765727,
                "transformer_slow_mae_s": 10.402193
              },
              "duration_blend": 0.0,
              "duration_ready": false,
              "evaluated_examples": 0,
              "last_reason": "awaiting_live_evidence",
              "live_control_authorized": false,
              "live_duration_evals": 32500,
              "live_gate_pass_streak": 1,
              "risk_blend": 0.0,
              "risk_ready": false,
              "status": "shadow_evaluating"
            },
            "shadow": {
              "attention_entropy": 0.8446923542944582,
              "available": true,
              "duration_blend": 0.0,
              "duration_ready": false,
              "duration_seconds": 0.8668556874592437,
              "history_count": 12,
              "promotion_status": "shadow_evaluating",
              "risk_blend": 0.0,
              "risk_ready": false,
              "risks": {
                "async_good": 0.0456140897647878,
                "slow": 0.1504177081996129,
                "timeout": 0.00011752906352798285,
                "transport": 0.00013651366735403642
              },
              "samples": 39630,
              "token_count": 24,
              "version": "mcp-reliability-sequence-transformer-0.5.0"
            },
            "train": {
              "batch_examples": 4,
              "duration_loss": 0.189068,
              "grad_norm": 2.129525,
              "grad_scale": 0.469588,
              "loss": 0.293639,
              "ok": true,
              "reason": "updated",
              "replay_examples": 3,
              "risk_loss": 0.104572,
              "samples": 39631,
              "step": 39631
            }
          },
          "sigma": 0.123542,
          "source": null,
          "synthetic": false,
          "tool": "shell",
          "train_weight": 0.12,
          "trained_block": 0,
          "trained_blocks": [
            0,
            1,
            2,
            3
          ],
          "ts": 1791070180.134897,
          "update": "/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b3_1791070180_3201314a.json",
          "updates": [
            "/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b0_1791070180_6994acbe.json",
            "/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b1_1791070180_f700b153.json",
            "/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b2_1791070180_91282db1.json",
            "/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b3_1791070180_3201314a.json"
          ]
        },
        {
          "accepted": true,
          "cmd_bytes": 635,
          "cmd_hash": "c37c95c28ab12d0b",
          "delayed_outcome": true,
          "duration_loss": 0.000907,
          "elapsed_ms": 419.0,
          "guard_reason": "accepted",
          "labels": {
            "async_good": 0.0,
            "auto_async": 1.0,
            "censored": 0.0,
            "slow": 0.0,
            "timeout": 0.0,
            "transport": 0.0
          },
          "loss": 0.045825,
          "node": "goddess-mcp",
          "payload_bytes": 677,
          "route": "geth",
          "sequence_transformer": {
            "ok": true,
            "online_shadow": {
              "duration_evals": 32501,
              "gate_pass_streak": 1,
              "last_gate_eval": 32384,
              "last_gate_passed": true,
              "rolling_legacy_mae_s": 9.814803,
              "rolling_legacy_mean_under_s": 8.656686,
              "rolling_legacy_p95_under_s": 47.418,
              "rolling_n": 512,
              "rolling_transformer_mae_s": 8.961721,
              "rolling_transformer_mean_under_s": 7.796092,
              "rolling_transformer_p95_under_s": 29.148,
              "rolling_win_rate": 0.552734
            },
            "promotion": {
              "bootstrap_holdout": {
                "elapsed_s": 100.318,
                "legacy_mae_s": 4.079064,
                "legacy_slow_mae_s": 10.703079,
                "n": 1199,
                "passed": true,
                "slow_n": 140,
                "split": "blake2s(command)%5==0 holdout",
                "train_n": 5000,
                "transformer_mae_s": 3.765727,
                "transformer_slow_mae_s": 10.402193
              },
              "duration_blend": 0.0,
              "duration_ready": false,
              "evaluated_examples": 0,
              "last_reason": "awaiting_live_evidence",
              "live_control_authorized": false,
              "live_duration_evals": 32501,
              "live_gate_pass_streak": 1,
              "risk_blend": 0.0,
              "risk_ready": false,
              "status": "shadow_evaluating"
            },
            "shadow": {
              "attention_entropy": 0.8265162328144837,
              "available": true,
              "duration_blend": 0.0,
              "duration_ready": false,
              "duration_seconds": 0.8891953979550331,
              "history_count": 12,
              "promotion_status": "shadow_evaluating",
              "risk_blend": 0.0,
              "risk_ready": false,
              "risks": {
                "async_good": 0.04617901147704203,
                "slow": 0.15557366950006715,
                "timeout": 0.0001121154281060818,
                "transport": 0.00013102051221042235
              },
              "samples": 39631,
              "token_count": 24,
              "version": "mcp-reliability-sequence-transformer-0.5.0"
            },
            "train": {
              "batch_examples": 4,
              "duration_loss": 0.084122,
              "grad_norm": 1.170075,
              "grad_scale": 0.854646,
              "loss": 0.125943,
              "ok": true,
              "reason": "updated",
              "replay_examples": 3,
              "risk_loss": 0.041821,
              "samples": 39632,
              "step": 39632
            }
          },
          "sigma": 0.110705,
          "source": null,
          "synthetic": false,
          "tool": "shell",
          "train_weight": 0.12,
          "trained_block": 0,
          "trained_blocks": [
            0,
            1,
            2,
            3
          ],
          "ts": 1791074232.3540688,
          "update": "/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b3_1791074232_aabba499.json",
          "updates": [
            "/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b0_1791074232_ad393147.json",
            "/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b1_1791074232_6ed77dac.json",
            "/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b2_1791074232_9c702191.json",
            "/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b3_1791074232_aabba499.json"
          ]
        },
        {
          "accepted": true,
          "cmd_bytes": 4,
          "cmd_hash": "2c3935247a71a3a9",
          "delayed_outcome": false,
          "duration_loss": 0.822352,
          "elapsed_ms": 193.0,
          "guard_reason": "accepted",
          "labels": {
            "async_good": 0.0,
            "auto_async": 0.0,
            "censored": 0.0,
            "slow": 0.0,
            "timeout": 0.0,
            "transport": 0.0
          },
          "loss": 0.191445,
          "node": "goddess-mcp",
          "payload_bytes": 132,
          "route": "geth",
          "sequence_transformer": {
            "ok": true,
            "online_shadow": {
              "duration_evals": 32502,
              "gate_pass_streak": 1,
              "last_gate_eval": 32384,
              "last_gate_passed": true,
              "rolling_legacy_mae_s": 9.814803,
              "rolling_legacy_mean_under_s": 8.656686,
              "rolling_legacy_p95_under_s": 47.418,
              "rolling_n": 512,
              "rolling_transformer_mae_s": 8.961721,
              "rolling_transformer_mean_under_s": 7.796092,
              "rolling_transformer_p95_under_s": 29.148,
              "rolling_win_rate": 0.552734
            },
            "promotion": {
              "bootstrap_holdout": {
                "elapsed_s": 100.318,
                "legacy_mae_s": 4.079064,
                "legacy_slow_mae_s": 10.703079,
                "n": 1199,
                "passed": true,
                "slow_n": 140,
                "split": "blake2s(command)%5==0 holdout",
                "train_n": 5000,
                "transformer_mae_s": 3.765727,
                "transformer_slow_mae_s": 10.402193
              },
              "duration_blend": 0.0,
              "duration_ready": false,
              "evaluated_examples": 0,
              "last_reason": "awaiting_live_evidence",
              "live_control_authorized": false,
              "live_duration_evals": 32502,
              "live_gate_pass_streak": 1,
              "risk_blend": 0.0,
              "risk_ready": false,
              "status": "shadow_evaluating"
            },
            "shadow": {
              "attention_entropy": 0.6270083101761358,
              "available": true,
              "duration_blend": 0.0,
              "duration_ready": false,
              "duration_seconds": 0.8561419955821553,
              "history_count": 12,
              "promotion_status": "shadow_evaluating",
              "risk_blend": 0.0,
              "risk_ready": false,
              "risks": {
                "async_good": 0.04594045168475204,
                "slow": 0.15265544581885385,
                "timeout": 0.0001157377043586156,
                "transport": 0.00013358237696086574
              },
              "samples": 39632,
              "token_count": 1,
              "version": "mcp-reliability-sequence-transformer-0.5.0"
            },
            "train": {
              "batch_examples": 4,
              "duration_loss": 0.033737,
              "grad_norm": 0.523598,
              "grad_scale": 1.0,
              "loss": 0.12675,
              "ok": true,
              "reason": "updated",
              "replay_examples": 3,
              "risk_loss": 0.093013,
              "samples": 39633,
              "step": 39633
            }
          },
          "sigma": 0.094684,
          "source": null,
          "synthetic": false,
          "tool": "shell",
          "train_weight": 0.12,
          "trained_block": 0,
          "trained_blocks": [
            0,
            1,
            2,
            3
          ],
          "ts": 1791074249.2792647,
          "update": "/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b3_1791074249_bd2a3b24.json",
          "updates": [
            "/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b0_1791074249_ae768d7d.json",
            "/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b1_1791074249_fba3f43e.json",
            "/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b2_1791074249_a276a2b1.json",
            "/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b3_1791074249_bd2a3b24.json"
          ]
        },
        {
          "accepted": true,
          "cmd_bytes": 114,
          "cmd_hash": "398cf4fe3e0b02df",
          "delayed_outcome": false,
          "duration_loss": 0.006491,
          "elapsed_ms": 16315.0,
          "guard_reason": "accepted",
          "labels": {
            "async_good": 0.0,
            "auto_async": 0.0,
            "censored": 0.0,
            "slow": 1.0,
            "timeout": 0.0,
            "transport": 0.0
          },
          "loss": 0.005488,
          "node": "goddess-mcp",
          "payload_bytes": 241,
          "route": "geth",
          "sequence_transformer": {
            "ok": true,
            "online_shadow": {
              "duration_evals": 32503,
              "gate_pass_streak": 1,
              "last_gate_eval": 32384,
              "last_gate_passed": true,
              "rolling_legacy_mae_s": 9.814803,
              "rolling_legacy_mean_under_s": 8.656686,
              "rolling_legacy_p95_under_s": 47.418,
              "rolling_n": 512,
              "rolling_transformer_mae_s": 8.961721,
              "rolling_transformer_mean_under_s": 7.796092,
              "rolling_transformer_p95_under_s": 29.148,
              "rolling_win_rate": 0.552734
            },
            "promotion": {
              "bootstrap_holdout": {
                "elapsed_s": 100.318,
                "legacy_mae_s": 4.079064,
                "legacy_slow_mae_s": 10.703079,
                "n": 1199,
                "passed": true,
                "slow_n": 140,
                "split": "blake2s(command)%5==0 holdout",
                "train_n": 5000,
                "transformer_mae_s": 3.765727,
                "transformer_slow_mae_s": 10.402193
              },
              "duration_blend": 0.0,
              "duration_ready": false,
              "evaluated_examples": 0,
              "last_reason": "awaiting_live_evidence",
              "live_control_authorized": false,
              "live_duration_evals": 32503,
              "live_gate_pass_streak": 1,
              "risk_blend": 0.0,
              "risk_ready": false,
              "status": "shadow_evaluating"
            },
            "shadow": {
              "attention_entropy": 0.8041266474181664,
              "available": true,
              "duration_blend": 0.0,
              "duration_ready": false,
              "duration_seconds": 5.245436444075002,
              "history_count": 12,
              "promotion_status": "shadow_evaluating",
              "risk_blend": 0.0,
              "risk_ready": false,
              "risks": {
                "async_good": 0.09518924547149096,
                "slow": 0.872446545935345,
                "timeout": 1.0759217908519323e-05,
                "transport": 1.1898788163592424e-05
              },
              "samples": 39633,
              "token_count": 15,
              "version": "mcp-reliability-sequence-transformer-0.5.0"
            },
            "train": {
              "batch_examples": 4,
              "duration_loss": 0.132126,
              "grad_norm": 1.836019,
              "grad_scale": 0.544657,
              "loss": 0.250503,
              "ok": true,
              "reason": "updated",
              "replay_examples": 3,
              "risk_loss": 0.118377,
              "samples": 39634,
              "step": 39634
            }
          },
          "sigma": 0.158663,
          "source": null,
          "synthetic": false,
          "tool": "shell",
          "train_weight": 1.0,
          "trained_block": 0,
          "trained_blocks": [
            2,
            3
          ],
          "ts": 1791074273.9150171,
          "update": "/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b3_1791074273_a9df5fde.json",
          "updates": [
            "/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b2_1791074273_a85c7ef3.json",
            "/opt/goddess/mcp_reliability_updates_v04/goddess-mcp_b3_1791074273_a9df5fde.json"
          ]
        }
      ]
    }
  }
}
