{ "protocol": "SG-WEB/3", "build": "sg-web-3.1-reader-20260923", "request_id": "a757b44cfda1", "status": "ok", "tool": "agillm_health", "resolved_tool": "agillm_health", "backend": "sg1", "elapsed_ms": 225.9, "received_at_utc": "2026-10-04T01:23:14Z", "result": "[02:23:14.6 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\nOK — \n{\n \"ok\": true,\n \"overall\": \"ok\",\n \"checked_at\": 1791076977.628353,\n \"generated_at\": 1791076979.2149296,\n \"polled_at\": 1791076979.2149296,\n \"areas\": {\n \"trainer\": {\n \"state\": \"training\",\n \"fresh\": true,\n \"instance_id\": 53838387,\n \"checked_at\": 1791076979.2149296,\n \"source_observed_at\": 1791076979.07298,\n \"age_s\": 15.435348749160767,\n \"step\": 3324588,\n \"running\": true,\n \"summary\": \"Training on Tesla V100-SXM2-32GB\"\n },\n \"standard\": {\n \"state\": \"training\",\n \"fresh\": true,\n \"instance_id\": 53838387,\n \"checked_at\": 1791076979.2149296,\n \"source_observed_at\": 1791076979.07298,\n \"age_s\": 15.435348749160767,\n \"step\": 3324588,\n \"running\": true,\n \"summary\": \"Training on Tesla V100-SXM2-32GB\"\n },\n \"rpv16\": {\n \"state\": \"training\",\n \"fresh\": true,\n \"instance_id\": 53075549,\n \"checked_at\": 1791076977.628353,\n \"source_observed_at\": 1791076977.1031566,\n \"age_s\": 17.02192521095276,\n \"step\": 430480,\n \"running\": true,\n \"summary\": \"Training on NVIDIA GeForce RTX 3090\"\n }\n },\n \"notes\": [\n \"Standard and RPV16 are separate model lineages. Training telemetry does not prove serving promotion.\"\n ],\n \"latest\": {\n \"standard\": 3324588,\n \"rpv16\": 430480\n },\n \"serving\": {\n \"standard\": {\n \"ok\": true,\n \"ready\": true,\n \"warming\": false,\n \"ckpt\": \"pretrain_step03295071_from03286211_20261003T1211Z.pt\",\n \"uptime_s\": 118335,\n \"model_identity_verified\": true,\n \"model\": {\n \"name\": \"AGILLM 4.4 Standard 1.1B\",\n \"step\": 3295071,\n \"seen_tokens\": 479359275008,\n \"source_checkpoint_sha256\": \"a12efc66145c13697a63f08ffe81eb041335c5574af924800fcf0b73d7a808cf\",\n \"tokenizer_sha256\": \"8ef7abb986926720aec1a03573c3d6651b0dfaa5a332f22adcb638b4d72fb73a\"\n },\n \"checkpoint_step\": 3295071,\n \"step\": 3295071,\n \"canonical_modes\": [\n \"ar\",\n \"sat_fixed\",\n \"sat_variable\",\n \"nat\"\n ],\n \"loads\": 6,\n \"concurrency\": 1,\n \"request_timeout_s\": 1800.0,\n \"queue_timeout_s\": 240.0,\n \"dtype\": \"fp32\",\n \"live_slots\": 1,\n \"busy\": 0,\n \"draining_slots\": 0,\n \"active_request_count\": 0,\n \"pending_request_count\": 0,\n \"slot_threads\": [\n 8\n ],\n \"slot_dtypes\": [\n \"fp32\"\n ],\n \"cancel_preserves_worker\": true,\n \"target_ckpt\": \"pretrain_step03295071_from03286211_20261003T1211Z.pt\",\n \"reliability_patch\": \"cooperative-cancel-20261002\",\n \"host\": \"geth-cpu\",\n \"device\": \"cpu\",\n \"observed_at\": 1791076977.1831706,\n \"health_source\": \"https://codex.opentransformers.online/agillm43-infer/health\",\n \"age_s\": 17.46710777282715,\n \"fresh\": true,\n \"serving_step\": 3295071,\n \"serving_checkpoint\": \"pretrain_step03295071_from03286211_20261003T1211Z.pt\"\n },\n \"rpv16\": {\n \"ok\": true,\n \"ready\": true,\n \"host\": \"GETH\",\n \"device\": \"CPU\",\n \"dtype\": \"dynamic-int8\",\n \"threads\": 8,\n \"live_slots\": 1,\n \"max_prompt_tokens\": 512,\n \"max_new_tokens\": 1024,\n \"ckpt\": \"rpv16_1pf_step412150_cpu_int8.pt\",\n \"model\": {\n \"name\": \"AGILLM-GB10-1PF RPV16\",\n \"parameters\": 1990168066,\n \"step\": 412150,\n \"seen_tokens\": 20258512896,\n \"source_checkpoint_sha256\": \"358e6cf2b388f094aa6bbe2d5fbbf86951afba8a5dba9bfc5ba862539f4eade0\",\n \"serving_snapshot_sha256\": \"358e6cf2b388f094aa6bbe2d5fbbf86951afba8a5dba9bfc5ba862539f4eade0\",\n \"source_schema\": \"agillm.gb10.1pf.recovery.v6\",\n \"target_alignment\": \"next_token_shifted_labels_fullseq_v1\",\n \"loaded_s\": 40.70261073112488,\n \"classifier\": \"tied_full_vocab\",\n \"objective_counts\": {\n \"ar\": 168607,\n \"sat\": 953,\n \"nat\": 926\n },\n \"regret_updates\": 953\n },\n \"canonical_modes\": [\n \"ar\",\n \"sat_fixed\",\n \"sat_variable\",\n \"nat\"\n ],\n \"capabilities\": {\n \"ar\": {\n \"trained\": true,\n \"backend_configured\": true,\n \"worker_ready\": true,\n \"available\": true,\n \"requestable\": true,\n \"reason\": \"\",\n \"semantics\": {\n \"runtime_mode\": \"ar\",\n \"runtime_sampler\": \"ar\",\n \"variable\": false,\n \"canonical_mode\": \"ar\",\n \"commit_policy\": \"one_token_kv_cache\",\n \"kv_cache\": true\n }\n },\n \"sat_fixed\": {\n \"trained\": true,\n \"backend_configured\": true,\n \"worker_ready\": true,\n \"available\": true,\n \"requestable\": true,\n \"reason\": \"\",\n \"semantics\": {\n \"runtime_mode\": \"sat\",\n \"runtime_sampler\": \"sat\",\n \"variable\": false,\n \"canonical_mode\": \"sat_fixed\",\n \"commit_policy\": \"native_block_causal_two_slot\",\n \"kv_cache\": true\n }\n },\n \"sat_variable\": {\n \"trained\": true,\n \"backend_configured\": true,\n \"worker_ready\": true,\n \"available\": true,\n \"requestable\": true,\n \"reason\": \"\",\n \"semantics\": {\n \"runtime_mode\": \"sat\",\n \"runtime_sampler\": \"sat\",\n \"variable\": true,\n \"canonical_mode\": \"sat_variable\",\n \"commit_policy\": \"learned_ce_regret_dynamic_one_or_two\",\n \"kv_cache\": true\n }\n },\n \"nat\": {\n \"trained\": true,\n \"backend_configured\": true,\n \"worker_ready\": true,\n \"available\": true,\n \"requestable\": true,\n \"reason\": \"\",\n \"semantics\": {\n \"runtime_mode\": \"nat\",\n \"runtime_sampler\": \"nat\",\n \"variable\": false,\n \"canonical_mode\": \"nat\",\n \"commit_policy\": \"causal_masked_suffix_parallel_refinement\",\n \"kv_cache\": true\n }\n }\n },\n \"uptime_s\": 21097.281521081924,\n \"runtime_revision\": \"rpv16-native-multimode-v2-natbatched-20260925+rpv16-fastpath-v2.2-20261003\",\n \"busy\": false,\n \"active_request_id\": null,\n \"mode_limits\": {\n \"nat\": {\n \"max_new_tokens\": 256,\n \"max_passes\": 8\n }\n },\n \"fastpath_revision\": \"rpv16-fastpath-v2.2-20261003\",\n \"fastpath\": {\n \"revision\": \"rpv16-fastpath-v2.2-20261003\",\n \"int8_kernels\": true,\n \"native_float\": {\n \"rms\": true,\n \"softmax\": true,\n \"attention\": true,\n \"router\": true,\n \"silu_gate\": true\n },\n \"topk\": true,\n \"sampler\": true,\n \"proven_bitwise_at_load\": true,\n \"error\": null,\n \"receipt\": \"/opt/agillm43_netserve/receipts/rpv16_fastpath_v2/worker_2709355_1791055968.json\",\n \"kernel\": \"ab2a70787f7b83b8\",\n \"session_rows\": 4,\n \"extras\": {\n \"attention_native\": {\n \"single_row\": true,\n \"rows_2_to_4\": true,\n \"bigger_blocks\": false\n },\n \"attention_split\": {\n \"blocks_1_to_4_rows\": false,\n \"bigger_blocks\": false\n },\n \"bf16_head\": true,\n \"incremental_pieces\": true,\n \"own_loop_with_ngram_index\": true\n },\n \"probe_speedup\": {\n \"ar_prefill_ms\": 1.71,\n \"ar_step_ms\": 5.24,\n \"head_ms\": 1.5,\n \"sat_first_ms\": 2.19,\n \"sat_step_ms\": 4.31,\n \"nat_pass_ms\": 2.24\n },\n \"upgrade_seconds\": 47.06,\n \"rss_mb\": 2719\n },\n \"observed_at\": 1791076977.178421,\n \"health_source\": \"https://codex.opentransformers.online/agillm-rpv16-health\",\n \"age_s\": 17.47185730934143,\n \"fresh\": true,\n \"serving_step\": 412150,\n \"serving_checkpoint\": \"rpv16_1pf_step412150_cpu_int8.pt\"\n }\n }\n}", "links": { "Run again": "https://codex.opentransformers.online/experimental/sg-mcp/call/agillm_health?args=%7B%7D&format=json&backend=auto", "Use SG1": "https://codex.opentransformers.online/experimental/sg-mcp/call/agillm_health?args=%7B%7D&format=json&backend=sg1", "Use SG2": "https://codex.opentransformers.online/experimental/sg-mcp/call/agillm_health?args=%7B%7D&format=json&backend=sg2", "Tool schema": "https://codex.opentransformers.online/experimental/sg-mcp/tool/agillm_health", "Tools": "https://codex.opentransformers.online/experimental/sg-mcp/tools" } }