{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "af2accab",
   "metadata": {},
   "source": [
    "# EICC GRPO Training Notebook (Theme #3.1 World Modeling)\n",
    "\n",
    "Colab / HF-Space-ready notebook. **Just run the cells top-to-bottom** — the default flow trains and evaluates against the **VM environment (Mode 3)**, which is the harder, more realistic lane. The Mock environment (Mode 2) lane is provided as commented-out alternatives in the same cells in case you want to compare.\n",
    "\n",
    "## Two lanes, one trained checkpoint\n",
    "\n",
    "- **VM environment (Mode 3) — default lane**: same `/reset`+`/step` API, routed to a **live container cluster** running on `127.0.0.1` via `python -m sandbox.launch_no_docker`. This is what the default cells below run.\n",
    "- **Mock environment (Mode 2) — optional lane**: deterministic simulated backend, fully in-process. Available as commented lines you can uncomment if you want.\n",
    "\n",
    "Both lanes evaluate the **same** trained adapter from Step 5, so the gap between them is a direct sim→VM transfer measurement.\n",
    "\n",
    "## Run order (default = VM env)\n",
    "\n",
    "| Step | What it does |\n",
    "|---|---|\n",
    "| 1 | Clone repo |\n",
    "| 2 | Install training deps (Unsloth + TRL + peft + bitsandbytes + fastapi/uvicorn) |\n",
    "| 3 | Dry-run sanity check |\n",
    "| ⚠️ | **Start `python -m sandbox.launch_no_docker` in a SEPARATE terminal** (cell right above Step 4) |\n",
    "| 4 | (Optional) Mock-env baseline — the default sandbox baseline is produced by Step 6 below |\n",
    "| 5 | GRPO training (~1 hour quick profile) — produces `artifacts/train/trained_adapter/` |\n",
    "| 6 | Compare baseline vs trained on the **VM env** (default; writes both reports in one call) |\n",
    "| 7 | Inspect reports + `policy_used` provenance |\n",
    "| 8 | Display 3 mentor curves (easy / medium / hard) |\n",
    "\n",
    "## Where outputs go\n",
    "\n",
    "- VM env (default) → `artifacts/eval_sandbox/` (baseline_report.json, trained_report.json, reward_curve_{easy,medium,hard}.png)\n",
    "- Mock env (optional) → `artifacts/eval_simple/` (same filenames)\n",
    "- Training → `artifacts/train/trained_adapter/` + `artifacts/train/reward_history.json`\n",
    "\n",
    "For final submission, copy curated files into `results/sandbox/`, `results/simple/`, and `results/training/` (those folders are tracked in git).\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "867af87d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cloning into 'OpenEnv-Customer-Support'...\n",
      "remote: Enumerating objects: 432, done.\u001b[K\n",
      "remote: Counting objects: 100% (103/103), done.\u001b[K\n",
      "remote: Compressing objects: 100% (76/76), done.\u001b[K\n",
      "remote: Total 432 (delta 37), reused 72 (delta 25), pack-reused 329 (from 1)\u001b[K\n",
      "Receiving objects: 100% (432/432), 571.79 KiB | 27.23 MiB/s, done.\n",
      "Resolving deltas: 100% (188/188), done.\n",
      "/data/OpenEnv-Customer-Support\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/user/miniconda/lib/python3.10/site-packages/IPython/core/magics/osm.py:417: UserWarning: This is now an optional IPython functionality, setting dhist requires you to install the `pickleshare` library.\n",
      "  self.shell.db['dhist'] = compress_dhist(dhist)[-100:]\n"
     ]
    }
   ],
   "source": [
    "# Step 1: Clone your repo\n",
    "!git clone https://github.com/anujkamaljain/OpenEnv-Customer-Support.git\n",
    "%cd OpenEnv-Customer-Support"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "77d87c12",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Note: you may need to restart the kernel to use updated packages.\n",
      "Note: you may need to restart the kernel to use updated packages.\n",
      "Note: you may need to restart the kernel to use updated packages.\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "# Step 2: Install training dependencies (clean path)\n",
    "# If Colab asks for runtime restart, restart and rerun from Step 1.\n",
    "%pip install -q -U pip setuptools wheel jedi\n",
    "%pip install -q -U \"pydantic>=2.12,<3\" \"click<8.2\"\n",
    "%pip install -q -U \"trl==0.15.2\" \"transformers==4.51.3\" datasets peft bitsandbytes accelerate matplotlib llm-blender mergekit\n",
    "%pip install -q -U unsloth"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "46380f9e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "🦥 Unsloth: Will patch your computer to enable 2x faster free finetuning.\n",
      "🦥 Unsloth Zoo will now patch everything to make training faster!\n",
      "unsloth: 2026.4.8\n",
      "trl: 0.24.0\n",
      "transformers: 4.57.6\n",
      "[train] iteration=1 episodes=1 avg_step_reward=0.0055\n",
      "[dry-run] collected_rows=40 iterations=1 episodes=1\n"
     ]
    }
   ],
   "source": [
    "# Step 3: Verify training stack + environment (quick sanity check)\n",
    "import importlib.metadata as im\n",
    "from unsloth import FastLanguageModel\n",
    "from trl import GRPOConfig, GRPOTrainer\n",
    "\n",
    "print(\"unsloth:\", im.version(\"unsloth\"))\n",
    "print(\"trl:\", im.version(\"trl\"))\n",
    "print(\"transformers:\", im.version(\"transformers\"))\n",
    "\n",
    "!python train.py --iterations 1 --episodes 1 --k 2 --dry-run"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "feec155c",
   "metadata": {},
   "source": [
    "## ⚠️ Before Step 4 — Start the VM cluster (default lane)\n",
    "\n",
    "The default flow in this notebook trains and evaluates against the **VM environment (Mode 3)**, so the live cluster needs to be running before Step 4 / Step 6.\n",
    "\n",
    "**Open a second terminal on the same machine / HF Space and run:**\n",
    "\n",
    "```bash\n",
    "pip install -U fastapi uvicorn        # one-time\n",
    "python -m sandbox.launch_no_docker     # leave running\n",
    "```\n",
    "\n",
    "Wait until that terminal prints:\n",
    "\n",
    "```\n",
    "[sandbox-no-docker] all services listening (Ctrl+C to stop).\n",
    "```\n",
    "\n",
    "Only **after** that, continue to Step 4 below.\n",
    "\n",
    "> **Just want the Mock env (Mode 2) instead?** You can skip this prereq — every cell below has a commented-out Mock-env command you can uncomment. Mock env runs entirely in-process and needs no second terminal.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "2157d4c6",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\n",
      "  \"avg_normalized_reward\": 0.0,\n",
      "  \"avg_raw_reward\": -2.0800000000000005,\n",
      "  \"sla_compliance_rate\": 0.0,\n",
      "  \"tool_efficiency\": 1.0,\n",
      "  \"root_cause_accuracy\": 0.0,\n",
      "  \"long_horizon_consistency\": 0.0,\n",
      "  \"skill_scores\": {\n",
      "    \"investigation_before_action\": 1.0,\n",
      "    \"kb_cross_verification\": 1.0,\n",
      "    \"policy_checking\": 0.0,\n",
      "    \"stakeholder_proactivity\": 0.0,\n",
      "    \"root_cause_accuracy\": 0.0,\n",
      "    \"tone_matching\": 0.0,\n",
      "    \"resource_efficiency\": 1.0,\n",
      "    \"red_herring_dismissal\": 0.0\n",
      "  },\n",
      "  \"per_difficulty\": {\n",
      "    \"easy\": 0.0,\n",
      "    \"medium\": 0.0,\n",
      "    \"hard\": 0.0,\n",
      "    \"nightmare\": 0.0\n",
      "  },\n",
      "  \"reward_history\": [\n",
      "    0.0,\n",
      "    0.0,\n",
      "    0.0,\n",
      "    0.0,\n",
      "    0.0,\n",
      "    0.0,\n",
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      "    0.0,\n",
      "    0.0,\n",
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      "    0.0,\n",
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      "    0.0,\n",
      "    0.0,\n",
      "    0.0,\n",
      "    0.0,\n",
      "    0.0,\n",
      "    0.0\n",
      "  ],\n",
      "  \"raw_reward_history\": [\n",
      "    -1.28,\n",
      "    -1.28,\n",
      "    -1.28,\n",
      "    -1.28,\n",
      "    -1.28,\n",
      "    -1.68,\n",
      "    -1.68,\n",
      "    -1.68,\n",
      "    -1.68,\n",
      "    -1.68,\n",
      "    -2.48,\n",
      "    -2.48,\n",
      "    -2.48,\n",
      "    -2.48,\n",
      "    -2.48,\n",
      "    -2.88,\n",
      "    -2.88,\n",
      "    -2.88,\n",
      "    -2.88,\n",
      "    -2.88\n",
      "  ],\n",
      "  \"per_difficulty_reward_history\": {\n",
      "    \"easy\": [\n",
      "      0.0,\n",
      "      0.0,\n",
      "      0.0,\n",
      "      0.0,\n",
      "      0.0\n",
      "    ],\n",
      "    \"medium\": [\n",
      "      0.0,\n",
      "      0.0,\n",
      "      0.0,\n",
      "      0.0,\n",
      "      0.0\n",
      "    ],\n",
      "    \"hard\": [\n",
      "      0.0,\n",
      "      0.0,\n",
      "      0.0,\n",
      "      0.0,\n",
      "      0.0\n",
      "    ],\n",
      "    \"nightmare\": [\n",
      "      0.0,\n",
      "      0.0,\n",
      "      0.0,\n",
      "      0.0,\n",
      "      0.0\n",
      "    ]\n",
      "  },\n",
      "  \"behavior_examples\": [],\n",
      "  \"policy_used\": \"baseline\",\n",
      "  \"episodes_per_difficulty\": 5\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "# Step 4 (OPTIONAL): Mock-env baseline (Lane A only)\n",
    "#\n",
    "# Default flow: SKIP this cell. Step 6 below runs `--policy compare --sandbox`\n",
    "# which writes BOTH baseline_report.json and trained_report.json to\n",
    "# artifacts/eval_sandbox/ in a single call — so the sandbox baseline is\n",
    "# produced there automatically.\n",
    "#\n",
    "# This cell only runs the Mock-env (Mode 2) baseline, which is useful if you\n",
    "# also want a Lane A reference number. It was executed once in this run, hence\n",
    "# the artifacts/eval_simple/baseline_report.json output below.\n",
    "!python evaluate.py --policy baseline --episodes-per-difficulty 5 --output-dir artifacts/eval_simple\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "08ad923e",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[train] iteration=1 episodes=15 avg_step_reward=-0.0320\n",
      "[train] iteration=2 episodes=15 avg_step_reward=-0.0320\n",
      "[train] iteration=3 episodes=15 avg_step_reward=-0.0320\n",
      "[train] iteration=4 episodes=15 avg_step_reward=-0.0320\n",
      "[train] iteration=5 episodes=15 avg_step_reward=0.0203\n",
      "[train] iteration=6 episodes=15 avg_step_reward=0.0203\n",
      "[train] iteration=7 episodes=15 avg_step_reward=0.0203\n",
      "[train] iteration=8 episodes=15 avg_step_reward=0.0203\n",
      "[train] iteration=9 episodes=15 avg_step_reward=0.0096\n",
      "[train] iteration=10 episodes=15 avg_step_reward=0.0096\n",
      "🦥 Unsloth: Will patch your computer to enable 2x faster free finetuning.\n",
      "🦥 Unsloth Zoo will now patch everything to make training faster!\n",
      "==((====))==  Unsloth 2026.4.8: Fast Qwen2 patching. Transformers: 4.57.6.\n",
      "   \\\\   /|    NVIDIA A10G. Num GPUs = 1. Max memory: 22.301 GB. Platform: Linux.\n",
      "O^O/ \\_/ \\    Torch: 2.10.0+cu128. CUDA: 8.6. CUDA Toolkit: 12.8. Triton: 3.6.0\n",
      "\\        /    Bfloat16 = TRUE. FA [Xformers = 0.0.35. FA2 = False]\n",
      " \"-____-\"     Free license: http://github.com/unslothai/unsloth\n",
      "Unsloth: Fast downloading is enabled - ignore downloading bars which are red colored!\n",
      "model.safetensors: 100%|████████████████████| 2.36G/2.36G [00:04<00:00, 509MB/s]\n",
      "generation_config.json: 100%|██████████████████| 271/271 [00:00<00:00, 4.48MB/s]\n",
      "tokenizer_config.json: 100%|███████████████| 7.36k/7.36k [00:00<00:00, 65.7MB/s]\n",
      "vocab.json: 100%|██████████████████████████| 2.78M/2.78M [00:00<00:00, 35.7MB/s]\n",
      "merges.txt: 100%|██████████████████████████| 1.67M/1.67M [00:00<00:00, 67.2MB/s]\n",
      "added_tokens.json: 100%|███████████████████████| 605/605 [00:00<00:00, 6.06MB/s]\n",
      "special_tokens_map.json: 100%|█████████████████| 614/614 [00:00<00:00, 9.98MB/s]\n",
      "tokenizer.json: 100%|██████████████████████| 11.4M/11.4M [00:00<00:00, 53.6MB/s]\n",
      "unsloth/qwen2.5-3b-instruct-unsloth-bnb-4bit does not have a padding token! Will use pad_token = <|PAD_TOKEN|>.\n",
      "Unsloth 2026.4.8 patched 36 layers with 36 QKV layers, 36 O layers and 36 MLP layers.\n",
      "==((====))==  Unsloth - 2x faster free finetuning | Num GPUs used = 1\n",
      "   \\\\   /|    Num examples = 4,620 | Num Epochs = 1 | Total steps = 2,310\n",
      "O^O/ \\_/ \\    Batch size per device = 4 | Gradient accumulation steps = 2\n",
      "\\        /    Data Parallel GPUs = 1 | Total batch size (4 x 2 x 1) = 8\n",
      " \"-____-\"     Trainable parameters = 29,933,568 of 3,115,872,256 (0.96% trained)\n",
      "  0%|                                                  | 0/2310 [00:00<?, ?it/s]Unsloth: Will smartly offload gradients to save VRAM!\n",
      "[reward] batch=1 total=8 valid_json=62% valid_action=62% available=62% unterminated=38% cap_hit=62% multi_json=50% extra_text=62% avg_len=345 max_len=385\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\": \"follow_runbook_step\", \"step\": \"step=19/40\"}  {\"action_type\": \"follow_runbook_step\", \"step\": \"step=19/40\"}Human: The problem description and so...\n",
      "{'loss': 0.0, 'grad_norm': 0.786236584186554, 'learning_rate': 8e-07, 'num_tokens': 18316.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.5257499754428864, 'rewards/reward_function/std': 0.2788307249546051, 'reward': -0.5257499933242797, 'reward_std': 0.24753945469856262, 'frac_reward_zero_std': 0.0, 'completion_length': 96.0, 'kl': 0.0013083922172275678, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.0}\n",
      "{'loss': 0.0, 'grad_norm': 0.5616268515586853, 'learning_rate': 1.8e-06, 'num_tokens': 35624.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.5937499880790711, 'rewards/reward_function/std': 0.18251472786068917, 'reward': -0.5937499880790711, 'reward_std': 0.1690361499786377, 'frac_reward_zero_std': 0.0, 'completion_length': 96.0, 'kl': 0.002060572028858587, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.0}\n",
      "{'loss': 0.0, 'grad_norm': 0.6383664011955261, 'learning_rate': 1.9965217391304347e-06, 'num_tokens': 53084.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.535875016450882, 'rewards/reward_function/std': 0.25164378583431246, 'reward': -0.535875016450882, 'reward_std': 0.2382510781288147, 'frac_reward_zero_std': 0.0, 'completion_length': 96.0, 'kl': 0.0017914311436470598, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.01}\n",
      "{'loss': 0.0, 'grad_norm': 0.7759972214698792, 'learning_rate': 1.992173913043478e-06, 'num_tokens': 71852.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.5009999871253967, 'rewards/reward_function/std': 0.25312394872307775, 'reward': -0.5009999811649323, 'reward_std': 0.2568219482898712, 'frac_reward_zero_std': 0.0, 'completion_length': 96.0, 'kl': 0.001470864488510415, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.01}\n",
      "  1%|▍                                      | 24/2310 [05:43<6:50:27, 10.77s/it][reward] batch=25 total=200 valid_json=88% valid_action=80% available=68% unterminated=12% cap_hit=80% multi_json=71% extra_text=80% avg_len=375 max_len=533\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\": \"follow_runbook_step\", \"step\": \"step 4/40\", \"runbook_id\": \"R-001\", \"runbook_link\": \"https://example.com/runbook/R-001\", \"step_desc\": \"Perform a...\n",
      "{'loss': 0.0, 'grad_norm': 0.5896883606910706, 'learning_rate': 1.9878260869565215e-06, 'num_tokens': 90688.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.48674999475479125, 'rewards/reward_function/std': 0.26396567821502687, 'reward': -0.48674999475479125, 'reward_std': 0.26705550998449323, 'frac_reward_zero_std': 0.0, 'completion_length': 96.0, 'kl': 0.0020187517628073694, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.01}\n",
      "{'loss': 0.0, 'grad_norm': 0.7638888359069824, 'learning_rate': 1.983478260869565e-06, 'num_tokens': 109972.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.49725000858306884, 'rewards/reward_function/std': 0.3624686419963837, 'reward': -0.49724999666213987, 'reward_std': 0.33101732432842257, 'frac_reward_zero_std': 0.0, 'completion_length': 96.0, 'kl': 0.001876255322713405, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.01}\n",
      "{'loss': 0.0, 'grad_norm': 0.6240159869194031, 'learning_rate': 1.9791304347826084e-06, 'num_tokens': 127964.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.45799999237060546, 'rewards/reward_function/std': 0.27480641901493075, 'reward': -0.45799999833106997, 'reward_std': 0.22041232883930206, 'frac_reward_zero_std': 0.0, 'completion_length': 96.0, 'kl': 0.001695594092598185, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.02}\n",
      "{'loss': 0.0, 'grad_norm': 0.3866925835609436, 'learning_rate': 1.9747826086956522e-06, 'num_tokens': 146456.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.5117499887943268, 'rewards/reward_function/std': 0.3223924279212952, 'reward': -0.5117499947547912, 'reward_std': 0.2848899275064468, 'frac_reward_zero_std': 0.1, 'completion_length': 96.0, 'kl': 0.0021938403486274185, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.02}\n",
      "{'loss': 0.0, 'grad_norm': 0.5199611783027649, 'learning_rate': 1.9704347826086956e-06, 'num_tokens': 165200.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.45774999260902405, 'rewards/reward_function/std': 0.29816787540912626, 'reward': -0.457750004529953, 'reward_std': 0.25768604278564455, 'frac_reward_zero_std': 0.0, 'completion_length': 96.0, 'kl': 0.0015314588439650834, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.02}\n",
      "  2%|▊                                      | 49/2310 [10:09<6:44:28, 10.73s/it][reward] batch=50 total=400 valid_json=86% valid_action=74% available=62% unterminated=14% cap_hit=74% multi_json=66% extra_text=74% avg_len=374 max_len=533\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\": \"follow_runbook_step\", \"step\": \"Analyze tool results and known facts for service degradation patterns.\"} {   \"action_type\": \"follow_runbook_ste...\n",
      "{'loss': 0.0, 'grad_norm': 0.5309507250785828, 'learning_rate': 1.966086956521739e-06, 'num_tokens': 182780.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.47912499904632566, 'rewards/reward_function/std': 0.29551342129707336, 'reward': -0.47912499904632566, 'reward_std': 0.2642749398946762, 'frac_reward_zero_std': 0.0, 'completion_length': 96.0, 'kl': 0.001812054612673819, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.02}\n",
      "{'loss': 0.0, 'grad_norm': 0.6414027214050293, 'learning_rate': 1.9617391304347825e-06, 'num_tokens': 200448.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.5362499833106995, 'rewards/reward_function/std': 0.2611654132604599, 'reward': -0.536249989271164, 'reward_std': 0.23335683047771455, 'frac_reward_zero_std': 0.0, 'completion_length': 96.0, 'kl': 0.0022028488107025622, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.02}\n",
      "{'loss': 0.0, 'grad_norm': 0.5776586532592773, 'learning_rate': 1.957391304347826e-06, 'num_tokens': 217352.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.47549998164176943, 'rewards/reward_function/std': 0.2538186520338058, 'reward': -0.47549999952316285, 'reward_std': 0.24592711180448532, 'frac_reward_zero_std': 0.0, 'completion_length': 96.0, 'kl': 0.002512090920936316, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.03}\n",
      "{'loss': 0.0, 'grad_norm': 0.46132680773735046, 'learning_rate': 1.9530434782608698e-06, 'num_tokens': 234952.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.5868124961853027, 'rewards/reward_function/std': 0.2521439969539642, 'reward': -0.5868124902248383, 'reward_std': 0.23154811263084413, 'frac_reward_zero_std': 0.0, 'completion_length': 96.0, 'kl': 0.0018033678294159471, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.03}\n",
      "{'loss': 0.0, 'grad_norm': 0.5414702296257019, 'learning_rate': 1.9486956521739128e-06, 'num_tokens': 253792.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.43849998712539673, 'rewards/reward_function/std': 0.31843215227127075, 'reward': -0.4384999930858612, 'reward_std': 0.309670752286911, 'frac_reward_zero_std': 0.0, 'completion_length': 96.0, 'kl': 0.0016896007989998906, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.03}\n",
      "  3%|█▏                                     | 74/2310 [14:31<6:34:40, 10.59s/it][reward] batch=75 total=600 valid_json=86% valid_action=74% available=62% unterminated=14% cap_hit=74% multi_json=66% extra_text=74% avg_len=375 max_len=533\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_name\":\"Determine the root cause of the auth service down incident\",\"incident\":\"EASY-001\",\"title\":\"Auth Service Down\"...\n",
      "{'loss': 0.0, 'grad_norm': 0.5042685866355896, 'learning_rate': 1.944347826086956e-06, 'num_tokens': 272792.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.4747499883174896, 'rewards/reward_function/std': 0.302970352768898, 'reward': -0.4747499942779541, 'reward_std': 0.29904247224330904, 'frac_reward_zero_std': 0.0, 'completion_length': 96.0, 'kl': 0.0025409874273464085, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.03}\n",
      "{'loss': 0.0, 'grad_norm': 0.6378306150436401, 'learning_rate': 1.94e-06, 'num_tokens': 290880.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.5087499797344208, 'rewards/reward_function/std': 0.3416545033454895, 'reward': -0.5087499916553497, 'reward_std': 0.3387436896562576, 'frac_reward_zero_std': 0.0, 'completion_length': 96.0, 'kl': 0.0017905393848195671, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.03}\n",
      "{'loss': 0.0, 'grad_norm': 0.6407829523086548, 'learning_rate': 1.9356521739130435e-06, 'num_tokens': 308820.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.40999998450279235, 'rewards/reward_function/std': 0.3461029052734375, 'reward': -0.4099999964237213, 'reward_std': 0.305955371260643, 'frac_reward_zero_std': 0.0, 'completion_length': 96.0, 'kl': 0.0016495651565492154, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.04}\n",
      "{'loss': 0.0, 'grad_norm': 0.6416956186294556, 'learning_rate': 1.931304347826087e-06, 'num_tokens': 327552.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.4217499911785126, 'rewards/reward_function/std': 0.27836624085903167, 'reward': -0.42174999713897704, 'reward_std': 0.271347650885582, 'frac_reward_zero_std': 0.0, 'completion_length': 96.0, 'kl': 0.0018339146859943866, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.04}\n",
      "{'loss': 0.0, 'grad_norm': 0.6425769925117493, 'learning_rate': 1.9269565217391303e-06, 'num_tokens': 346096.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.4564999878406525, 'rewards/reward_function/std': 0.26974187791347504, 'reward': -0.45649999380111694, 'reward_std': 0.2418897733092308, 'frac_reward_zero_std': 0.0, 'completion_length': 96.0, 'kl': 0.0023776611778885126, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.04}\n",
      "  4%|█▋                                     | 99/2310 [18:59<6:34:38, 10.71s/it][reward] batch=100 total=800 valid_json=84% valid_action=72% available=60% unterminated=16% cap_hit=72% multi_json=64% extra_text=72% avg_len=374 max_len=533\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\": \"follow_runbook_step\", \"step\": \"Phase 2 - Fetch User Data and Verify Impact\"} {\"action_type\": \"follow_runbook_step\", \"step\": \"Phase 2 - Fetch U...\n",
      "{'loss': 0.0, 'grad_norm': 0.6594708561897278, 'learning_rate': 1.9226086956521738e-06, 'num_tokens': 364952.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.5049999862909317, 'rewards/reward_function/std': 0.24842679873108864, 'reward': -0.5049999833106995, 'reward_std': 0.20586192309856416, 'frac_reward_zero_std': 0.0, 'completion_length': 96.0, 'kl': 0.002502441906835884, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.04}\n",
      "{'loss': 0.0, 'grad_norm': 0.47511810064315796, 'learning_rate': 1.918260869565217e-06, 'num_tokens': 383384.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.4862500011920929, 'rewards/reward_function/std': 0.28619871735572816, 'reward': -0.48624999523162843, 'reward_std': 0.2601660698652267, 'frac_reward_zero_std': 0.1, 'completion_length': 96.0, 'kl': 0.0027020246954634784, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.05}\n",
      "{'loss': 0.0, 'grad_norm': 0.6292886137962341, 'learning_rate': 1.913913043478261e-06, 'num_tokens': 401620.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.43524999618530275, 'rewards/reward_function/std': 0.31853612065315245, 'reward': -0.43524999618530275, 'reward_std': 0.32319074869155884, 'frac_reward_zero_std': 0.0, 'completion_length': 96.0, 'kl': 0.0025785129284486173, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.05}\n",
      "{'loss': 0.0, 'grad_norm': 0.6837872862815857, 'learning_rate': 1.909565217391304e-06, 'num_tokens': 420224.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.4617499828338623, 'rewards/reward_function/std': 0.22663299441337587, 'reward': -0.4617499828338623, 'reward_std': 0.21048943400382997, 'frac_reward_zero_std': 0.1, 'completion_length': 96.0, 'kl': 0.0027578704582992943, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.05}\n",
      "{'loss': 0.0, 'grad_norm': 0.7691423892974854, 'learning_rate': 1.9052173913043477e-06, 'num_tokens': 438172.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.41774999499320986, 'rewards/reward_function/std': 0.23299205005168916, 'reward': -0.4177500009536743, 'reward_std': 0.20896372199058533, 'frac_reward_zero_std': 0.1, 'completion_length': 96.0, 'kl': 0.002796175249386579, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.05}\n",
      "  5%|██                                    | 124/2310 [23:23<6:25:56, 10.59s/it][reward] batch=125 total=1000 valid_json=83% valid_action=71% available=59% unterminated=17% cap_hit=71% multi_json=62% extra_text=70% avg_len=372 max_len=533\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_index\":38,\"incident\":\"EASY-003\",\"title\":\"Notification Queue Overflow\",\"phase\":\"response\",\"known_facts\":{\"probe_payme...\n",
      "{'loss': 0.0, 'grad_norm': 0.5799518823623657, 'learning_rate': 1.9008695652173911e-06, 'num_tokens': 457208.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.3804999887943268, 'rewards/reward_function/std': 0.3229250907897949, 'reward': -0.3804999887943268, 'reward_std': 0.3184443831443787, 'frac_reward_zero_std': 0.0, 'completion_length': 96.0, 'kl': 0.004575952840968967, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.05}\n",
      "{'loss': 0.0, 'grad_norm': 0.5722466707229614, 'learning_rate': 1.8965217391304348e-06, 'num_tokens': 475964.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.4757500171661377, 'rewards/reward_function/std': 0.29085031151771545, 'reward': -0.4757499873638153, 'reward_std': 0.2606927901506424, 'frac_reward_zero_std': 0.1, 'completion_length': 96.0, 'kl': 0.003729178279172629, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.06}\n",
      "{'loss': 0.0, 'grad_norm': 0.6245904564857483, 'learning_rate': 1.8921739130434782e-06, 'num_tokens': 494332.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.4870000064373016, 'rewards/reward_function/std': 0.2541839674115181, 'reward': -0.4870000064373016, 'reward_std': 0.2631204821169376, 'frac_reward_zero_std': 0.0, 'completion_length': 96.0, 'kl': 0.004017434362322092, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.06}\n",
      "{'loss': 0.0, 'grad_norm': 0.7003613710403442, 'learning_rate': 1.8878260869565216e-06, 'num_tokens': 513200.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.37399998903274534, 'rewards/reward_function/std': 0.29926676154136655, 'reward': -0.37399999499320985, 'reward_std': 0.23880487605929374, 'frac_reward_zero_std': 0.0, 'completion_length': 96.0, 'kl': 0.0029967755544930696, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.06}\n",
      "{'loss': 0.0, 'grad_norm': 0.7920176982879639, 'learning_rate': 1.8834782608695653e-06, 'num_tokens': 531028.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.5083750009536743, 'rewards/reward_function/std': 0.2540113031864166, 'reward': -0.5083749949932098, 'reward_std': 0.21980634927749634, 'frac_reward_zero_std': 0.0, 'completion_length': 96.0, 'kl': 0.0025958482641726733, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.06}\n",
      "  6%|██▍                                   | 149/2310 [27:50<6:24:02, 10.66s/it][reward] batch=150 total=1200 valid_json=84% valid_action=70% available=59% unterminated=16% cap_hit=70% multi_json=61% extra_text=70% avg_len=372 max_len=533\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\": \"follow_runbook_step\", \"step\": \"query_kb\", \"known_facts\": {\"logs:notifications\": [\"notifications status=down\", \"notifications error_rate=1.00\",...\n",
      "{'loss': 0.0, 'grad_norm': 0.4254521429538727, 'learning_rate': 1.8791304347826087e-06, 'num_tokens': 549556.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.37774999141693116, 'rewards/reward_function/std': 0.2956340849399567, 'reward': -0.37775000333786013, 'reward_std': 0.26769958436489105, 'frac_reward_zero_std': 0.1, 'completion_length': 96.0, 'kl': 0.005662910756655037, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.06}\n",
      "{'loss': 0.0, 'grad_norm': 0.49253717064857483, 'learning_rate': 1.8747826086956521e-06, 'num_tokens': 567700.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.3990000009536743, 'rewards/reward_function/std': 0.25194296836853025, 'reward': -0.3990000009536743, 'reward_std': 0.24384087324142456, 'frac_reward_zero_std': 0.0, 'completion_length': 96.0, 'kl': 0.0038694618968293073, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.07}\n",
      "{'loss': 0.0, 'grad_norm': 0.46871694922447205, 'learning_rate': 1.8704347826086955e-06, 'num_tokens': 586612.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.2647499918937683, 'rewards/reward_function/std': 0.24769190549850464, 'reward': -0.26474998891353607, 'reward_std': 0.24002742171287536, 'frac_reward_zero_std': 0.0, 'completion_length': 96.0, 'kl': 0.0039742834400385615, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.07}\n",
      "{'loss': 0.0, 'grad_norm': 0.8961249589920044, 'learning_rate': 1.866086956521739e-06, 'num_tokens': 605084.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.4897499978542328, 'rewards/reward_function/std': 0.2955446481704712, 'reward': -0.4897499859333038, 'reward_std': 0.27435221076011657, 'frac_reward_zero_std': 0.0, 'completion_length': 96.0, 'kl': 0.009599630162119866, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.07}\n",
      "{'loss': 0.0, 'grad_norm': 0.4810616374015808, 'learning_rate': 1.8617391304347824e-06, 'num_tokens': 623528.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.335999995470047, 'rewards/reward_function/std': 0.27210991978645327, 'reward': -0.33599998950958254, 'reward_std': 0.1989144504070282, 'frac_reward_zero_std': 0.1, 'completion_length': 96.0, 'kl': 0.004222850070800632, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.07}\n",
      "  8%|██▊                                   | 174/2310 [32:13<6:18:46, 10.64s/it][reward] batch=175 total=1400 valid_json=82% valid_action=68% available=58% unterminated=18% cap_hit=68% multi_json=59% extra_text=68% avg_len=371 max_len=533\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"probe_service\",\"service_name\":\"auth\"} {\"action_type\":\"probe_service\",\"service_name\":\"auth\"}See the following JSON format:  {\"action_type\":\"prob...\n",
      "{'loss': 0.0, 'grad_norm': 0.590896487236023, 'learning_rate': 1.857391304347826e-06, 'num_tokens': 641960.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.3404374957084656, 'rewards/reward_function/std': 0.2847418338060379, 'reward': -0.3404374897480011, 'reward_std': 0.26640318930149076, 'frac_reward_zero_std': 0.0, 'completion_length': 96.0, 'kl': 0.005902339331805706, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.08}\n",
      "{'loss': 0.0, 'grad_norm': 0.6709298491477966, 'learning_rate': 1.8530434782608695e-06, 'num_tokens': 660500.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.26449999809265134, 'rewards/reward_function/std': 0.24367763996124267, 'reward': -0.26450000107288363, 'reward_std': 0.22957426011562349, 'frac_reward_zero_std': 0.0, 'completion_length': 96.0, 'kl': 0.005311389500275254, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.08}\n",
      "{'loss': 0.0, 'grad_norm': 0.6932782530784607, 'learning_rate': 1.8486956521739129e-06, 'num_tokens': 679612.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.25774999260902404, 'rewards/reward_function/std': 0.2607217341661453, 'reward': -0.25774999260902404, 'reward_std': 0.260390305519104, 'frac_reward_zero_std': 0.0, 'completion_length': 96.0, 'kl': 0.0052528852596879, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.08}\n",
      "{'loss': 0.0, 'grad_norm': 0.5298292636871338, 'learning_rate': 1.8443478260869565e-06, 'num_tokens': 698752.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.3092500060796738, 'rewards/reward_function/std': 0.26267255544662477, 'reward': -0.3092499941587448, 'reward_std': 0.23809281289577483, 'frac_reward_zero_std': 0.0, 'completion_length': 96.0, 'kl': 0.005410994472913444, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.08}\n",
      "{'loss': 0.0, 'grad_norm': 0.4877253770828247, 'learning_rate': 1.84e-06, 'num_tokens': 717016.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.3092499941587448, 'rewards/reward_function/std': 0.3088154911994934, 'reward': -0.30924999713897705, 'reward_std': 0.29973934292793275, 'frac_reward_zero_std': 0.0, 'completion_length': 96.0, 'kl': 0.007559988414868712, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.08}\n",
      "  9%|███▎                                  | 199/2310 [36:41<6:11:29, 10.56s/it][reward] batch=200 total=1600 valid_json=81% valid_action=65% available=56% unterminated=19% cap_hit=65% multi_json=56% extra_text=65% avg_len=370 max_len=533\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\": \"follow_runbook_step\", \"step_number\": 9, \"runbook_id\": \"R001\", \"known_fact_source\": \"logs:analytics\", \"step_description\": \"Analyze the error ra...\n",
      "{'loss': 0.0, 'grad_norm': 0.6065305471420288, 'learning_rate': 1.8356521739130436e-06, 'num_tokens': 735024.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.3542500138282776, 'rewards/reward_function/std': 0.28307520151138305, 'reward': -0.3542500138282776, 'reward_std': 0.2542020931839943, 'frac_reward_zero_std': 0.0, 'completion_length': 96.0, 'kl': 0.00744498479180038, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.09}\n",
      "{'loss': 0.0, 'grad_norm': 0.5758519768714905, 'learning_rate': 1.8313043478260868e-06, 'num_tokens': 753280.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.3321249961853027, 'rewards/reward_function/std': 0.29440938830375674, 'reward': -0.33212499022483827, 'reward_std': 0.2788704574108124, 'frac_reward_zero_std': 0.1, 'completion_length': 96.0, 'kl': 0.010098940506577492, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.09}\n",
      "{'loss': 0.0, 'grad_norm': 0.42386430501937866, 'learning_rate': 1.8269565217391302e-06, 'num_tokens': 770580.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.27093750834465025, 'rewards/reward_function/std': 0.24258401691913606, 'reward': -0.270937505364418, 'reward_std': 0.21704849004745483, 'frac_reward_zero_std': 0.0, 'completion_length': 96.0, 'kl': 0.009265025332570075, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.09}\n",
      "{'loss': 0.0, 'grad_norm': 0.4266278147697449, 'learning_rate': 1.8226086956521739e-06, 'num_tokens': 789156.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.22399999499320983, 'rewards/reward_function/std': 0.26987825334072113, 'reward': -0.22399999499320983, 'reward_std': 0.27362160384655, 'frac_reward_zero_std': 0.1, 'completion_length': 96.0, 'kl': 0.011256768461316824, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.09}\n",
      "{'loss': 0.0, 'grad_norm': 0.5071165561676025, 'learning_rate': 1.8182608695652173e-06, 'num_tokens': 807992.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.2144999995827675, 'rewards/reward_function/std': 0.2238784372806549, 'reward': -0.21449999809265136, 'reward_std': 0.19568465948104857, 'frac_reward_zero_std': 0.0, 'completion_length': 96.0, 'kl': 0.012091000657528638, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.1}\n",
      " 10%|███▋                                  | 224/2310 [41:07<6:07:09, 10.56s/it][reward] batch=225 total=1800 valid_json=80% valid_action=63% available=54% unterminated=20% cap_hit=63% multi_json=53% extra_text=63% avg_len=368 max_len=533\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\": \"request_info\", \"fields\": [\"rollback_fix\", \"description\", \"penalty\", \"fix_type\", \"healed_services\", \"message\", \"symptom\", \"success\", \"tool_resu...\n",
      "{'loss': 0.0, 'grad_norm': 0.38583603501319885, 'learning_rate': 1.8139130434782607e-06, 'num_tokens': 826872.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.24799999892711638, 'rewards/reward_function/std': 0.24948788285255433, 'reward': -0.24799999892711638, 'reward_std': 0.22049535810947418, 'frac_reward_zero_std': 0.1, 'completion_length': 96.0, 'kl': 0.010879918513819576, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.1}\n",
      "{'loss': 0.0, 'grad_norm': 0.6040017604827881, 'learning_rate': 1.8095652173913044e-06, 'num_tokens': 845368.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.2905000001192093, 'rewards/reward_function/std': 0.26011694967746735, 'reward': -0.2905000001192093, 'reward_std': 0.23781236112117768, 'frac_reward_zero_std': 0.0, 'completion_length': 96.0, 'kl': 0.012869650591164827, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.1}\n",
      "{'loss': 0.0, 'grad_norm': 0.6704624891281128, 'learning_rate': 1.8052173913043478e-06, 'num_tokens': 862728.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.28637499213218687, 'rewards/reward_function/std': 0.2688725501298904, 'reward': -0.28637499213218687, 'reward_std': 0.2509253293275833, 'frac_reward_zero_std': 0.0, 'completion_length': 96.0, 'kl': 0.013129008561372757, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.1}\n",
      "{'loss': 0.0, 'grad_norm': 0.7347584366798401, 'learning_rate': 1.8008695652173912e-06, 'num_tokens': 882200.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.21799999922513963, 'rewards/reward_function/std': 0.22741107642650604, 'reward': -0.21799999475479126, 'reward_std': 0.185942342877388, 'frac_reward_zero_std': 0.1, 'completion_length': 96.0, 'kl': 0.016053008008748294, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.1}\n",
      "{'loss': 0.0, 'grad_norm': 0.5364418029785156, 'learning_rate': 1.7965217391304349e-06, 'num_tokens': 900624.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.1865000009536743, 'rewards/reward_function/std': 0.1680230252444744, 'reward': -0.1865000009536743, 'reward_std': 0.17316050529479982, 'frac_reward_zero_std': 0.0, 'completion_length': 96.0, 'kl': 0.020984734408557415, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.11}\n",
      " 11%|████                                  | 249/2310 [45:33<6:07:39, 10.70s/it][reward] batch=250 total=2000 valid_json=79% valid_action=60% available=52% unterminated=21% cap_hit=60% multi_json=50% extra_text=60% avg_len=367 max_len=533\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"action\",\"phase\":\"resolution\",\"step\":8,\"available_actions\":[\"notify_stakeholders\",\"resolve\",\"respond\",\"update_kb\",\"verify_fix\",\"write_postmortem...\n",
      "{'loss': 0.0, 'grad_norm': 0.5385122895240784, 'learning_rate': 1.792173913043478e-06, 'num_tokens': 918468.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.22687499821186066, 'rewards/reward_function/std': 0.19994989335536956, 'reward': -0.22687500417232515, 'reward_std': 0.18844940811395644, 'frac_reward_zero_std': 0.0, 'completion_length': 96.0, 'kl': 0.015485625667497515, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.11}\n",
      "{'loss': 0.0, 'grad_norm': 0.3372241258621216, 'learning_rate': 1.7878260869565215e-06, 'num_tokens': 936856.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.1298750013113022, 'rewards/reward_function/std': 0.1621665522456169, 'reward': -0.1298750013113022, 'reward_std': 0.1259118415415287, 'frac_reward_zero_std': 0.2, 'completion_length': 96.0, 'kl': 0.0167454631999135, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.11}\n",
      "{'loss': 0.0, 'grad_norm': 0.729081928730011, 'learning_rate': 1.7834782608695652e-06, 'num_tokens': 954816.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.2955000102519989, 'rewards/reward_function/std': 0.26904145777225497, 'reward': -0.2954999953508377, 'reward_std': 0.1998613014817238, 'frac_reward_zero_std': 0.1, 'completion_length': 96.0, 'kl': 0.02342818919569254, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.11}\n",
      "{'loss': 0.0, 'grad_norm': 0.5063767433166504, 'learning_rate': 1.7791304347826086e-06, 'num_tokens': 973924.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.17175001055002212, 'rewards/reward_function/std': 0.1521523490548134, 'reward': -0.1717500075697899, 'reward_std': 0.13225477263331414, 'frac_reward_zero_std': 0.1, 'completion_length': 96.0, 'kl': 0.02418068591505289, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.11}\n",
      "{'loss': 0.0, 'grad_norm': 0.7930275797843933, 'learning_rate': 1.774782608695652e-06, 'num_tokens': 991892.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.15337500125169753, 'rewards/reward_function/std': 0.10544412583112717, 'reward': -0.15337500125169753, 'reward_std': 0.09883625097572804, 'frac_reward_zero_std': 0.2, 'completion_length': 96.0, 'kl': 0.028445304930210115, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.12}\n",
      " 12%|████▌                                 | 274/2310 [50:00<5:59:57, 10.61s/it][reward] batch=275 total=2200 valid_json=78% valid_action=57% available=50% unterminated=22% cap_hit=57% multi_json=47% extra_text=57% avg_len=367 max_len=545\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\": \"follow_runbook_step\", \"step\": \"8/40\", \"incident\": \"EASY-002\", \"title\": \"Database Connection Pool\", \"phase\": \"response\", \"known_facts\": {\"kb:se...\n",
      "{'loss': 0.0, 'grad_norm': 0.489637166261673, 'learning_rate': 1.7704347826086957e-06, 'num_tokens': 1009904.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.17074999809265137, 'rewards/reward_function/std': 0.18710842728614807, 'reward': -0.17074999809265137, 'reward_std': 0.17294558584690095, 'frac_reward_zero_std': 0.0, 'completion_length': 96.0, 'kl': 0.01867828480899334, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.12}\n",
      "{'loss': 0.0, 'grad_norm': 0.0007447822717949748, 'learning_rate': 1.766086956521739e-06, 'num_tokens': 1028220.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.2242499992251396, 'rewards/reward_function/std': 0.22269161641597748, 'reward': -0.22425000220537186, 'reward_std': 0.1529272250831127, 'frac_reward_zero_std': 0.4, 'completion_length': 96.0, 'kl': 0.026683930587023497, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.12}\n",
      "{'loss': 0.0, 'grad_norm': 0.4236791431903839, 'learning_rate': 1.7617391304347827e-06, 'num_tokens': 1046288.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.15949999839067458, 'rewards/reward_function/std': 0.17035308331251145, 'reward': -0.15949999839067458, 'reward_std': 0.1393450688570738, 'frac_reward_zero_std': 0.2, 'completion_length': 96.0, 'kl': 0.025191080942749976, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.12}\n",
      "{'loss': 0.0, 'grad_norm': 0.0010436361189931631, 'learning_rate': 1.757391304347826e-06, 'num_tokens': 1063388.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.17812500074505805, 'rewards/reward_function/std': 0.21984256505966188, 'reward': -0.17812499776482582, 'reward_std': 0.17233683466911315, 'frac_reward_zero_std': 0.3, 'completion_length': 96.0, 'kl': 0.021340325940400362, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.13}\n",
      "{'loss': 0.0, 'grad_norm': 0.7901561260223389, 'learning_rate': 1.7530434782608694e-06, 'num_tokens': 1080628.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.14624999612569808, 'rewards/reward_function/std': 0.21003259271383284, 'reward': -0.14624999612569808, 'reward_std': 0.1813962735235691, 'frac_reward_zero_std': 0.2, 'completion_length': 96.0, 'kl': 0.024611320905387403, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.13}\n",
      " 13%|████▉                                 | 299/2310 [54:24<5:51:28, 10.49s/it][reward] batch=300 total=2400 valid_json=78% valid_action=55% available=48% unterminated=22% cap_hit=55% multi_json=44% extra_text=55% avg_len=368 max_len=545\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_id\":18,\"incident\":\"MED-006\",\"title\":\"Config Corruption Spread\",\"phase\":\"response\",\"known_facts\":{ \"logs:auth\": [\"aut...\n",
      "{'loss': 0.0, 'grad_norm': 0.5966088771820068, 'learning_rate': 1.748695652173913e-06, 'num_tokens': 1099068.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.13450000286102295, 'rewards/reward_function/std': 0.1635063573718071, 'reward': -0.1344999998807907, 'reward_std': 0.14120697528123854, 'frac_reward_zero_std': 0.0, 'completion_length': 96.0, 'kl': 0.028421086259186268, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.13}\n",
      "{'loss': 0.0, 'grad_norm': 0.7563797831535339, 'learning_rate': 1.7443478260869564e-06, 'num_tokens': 1117028.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.23100000023841857, 'rewards/reward_function/std': 0.27927211225032805, 'reward': -0.23100000023841857, 'reward_std': 0.18698135390877724, 'frac_reward_zero_std': 0.1, 'completion_length': 96.0, 'kl': 0.02830143254250288, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.13}\n",
      "{'loss': 0.0, 'grad_norm': 0.45646950602531433, 'learning_rate': 1.7399999999999999e-06, 'num_tokens': 1135936.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.1275000035762787, 'rewards/reward_function/std': 0.15254499837756158, 'reward': -0.12749999910593032, 'reward_std': 0.11723875850439072, 'frac_reward_zero_std': 0.3, 'completion_length': 96.0, 'kl': 0.03870846796780825, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.13}\n",
      "{'loss': 0.0, 'grad_norm': 0.30970051884651184, 'learning_rate': 1.7356521739130435e-06, 'num_tokens': 1154296.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.13062500208616257, 'rewards/reward_function/std': 0.10531830340623856, 'reward': -0.13062500208616257, 'reward_std': 0.07212056666612625, 'frac_reward_zero_std': 0.5, 'completion_length': 96.0, 'kl': 0.02776570348069072, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.14}\n",
      "{'loss': 0.0, 'grad_norm': 0.4522366225719452, 'learning_rate': 1.731304347826087e-06, 'num_tokens': 1172176.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.11775000095367431, 'rewards/reward_function/std': 0.16312191113829613, 'reward': -0.1177499994635582, 'reward_std': 0.12064153030514717, 'frac_reward_zero_std': 0.3, 'completion_length': 96.0, 'kl': 0.02994410376995802, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.14}\n",
      " 14%|█████▎                                | 324/2310 [58:53<5:49:20, 10.55s/it][reward] batch=325 total=2600 valid_json=77% valid_action=52% available=45% unterminated=23% cap_hit=52% multi_json=42% extra_text=52% avg_len=368 max_len=545\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\": \"follow_runbook_step\", \"step_name\": \"check authentication service status\", \"incident\": \"EASY-001\", \"title\": \"Auth Service Down\", \"phase\": \"resp...\n",
      "{'loss': 0.0, 'grad_norm': 0.6825291514396667, 'learning_rate': 1.7269565217391304e-06, 'num_tokens': 1189560.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.1651250019669533, 'rewards/reward_function/std': 0.1688628986477852, 'reward': -0.1651249960064888, 'reward_std': 0.14167036414146422, 'frac_reward_zero_std': 0.2, 'completion_length': 96.0, 'kl': 0.03110751509666443, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.14}\n",
      "{'loss': 0.0, 'grad_norm': 0.661575198173523, 'learning_rate': 1.722608695652174e-06, 'num_tokens': 1207932.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.10850000083446502, 'rewards/reward_function/std': 0.12356687635183335, 'reward': -0.10850000232458115, 'reward_std': 0.0915109634399414, 'frac_reward_zero_std': 0.3, 'completion_length': 96.0, 'kl': 0.04267288874834776, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.14}\n",
      "{'loss': 0.0, 'grad_norm': 0.4602535367012024, 'learning_rate': 1.7182608695652172e-06, 'num_tokens': 1225236.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.08637500181794167, 'rewards/reward_function/std': 0.11050503253936768, 'reward': -0.08637500181794167, 'reward_std': 0.07861831933259963, 'frac_reward_zero_std': 0.5, 'completion_length': 96.0, 'kl': 0.03363372143357992, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.15}\n",
      "{'loss': 0.0, 'grad_norm': 0.8630015254020691, 'learning_rate': 1.7139130434782606e-06, 'num_tokens': 1242424.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.12681250125169755, 'rewards/reward_function/std': 0.13882044553756714, 'reward': -0.12681250125169755, 'reward_std': 0.09878814592957497, 'frac_reward_zero_std': 0.4, 'completion_length': 96.0, 'kl': 0.0388062346726656, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.15}\n",
      "{'loss': 0.0001, 'grad_norm': 0.7455267906188965, 'learning_rate': 1.7095652173913043e-06, 'num_tokens': 1262080.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.15125000551342965, 'rewards/reward_function/std': 0.14300216659903525, 'reward': -0.15125000551342965, 'reward_std': 0.13543509766459466, 'frac_reward_zero_std': 0.3, 'completion_length': 96.0, 'kl': 0.05067430678755045, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.15}\n",
      " 15%|█████▍                              | 349/2310 [1:03:20<5:51:12, 10.75s/it][reward] batch=350 total=2800 valid_json=77% valid_action=50% available=43% unterminated=23% cap_hit=50% multi_json=39% extra_text=50% avg_len=369 max_len=545\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_index\":33,\"incident\":\"EASY-002\",\"title\":\"Database Connection Pool\",\"phase\":\"response\",\"known_facts\":{\"probe_payments...\n",
      "{'loss': 0.0, 'grad_norm': 0.39130714535713196, 'learning_rate': 1.7052173913043477e-06, 'num_tokens': 1280528.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.08593750596046448, 'rewards/reward_function/std': 0.09785196110606194, 'reward': -0.0859375, 'reward_std': 0.06418193727731705, 'frac_reward_zero_std': 0.4, 'completion_length': 96.0, 'kl': 0.029632025398314, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.15}\n",
      "{'loss': 0.0, 'grad_norm': 0.567486047744751, 'learning_rate': 1.7008695652173911e-06, 'num_tokens': 1297064.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.08187500163912773, 'rewards/reward_function/std': 0.09303783625364304, 'reward': -0.0818749986588955, 'reward_std': 0.08128464072942734, 'frac_reward_zero_std': 0.3, 'completion_length': 96.0, 'kl': 0.033962541818618776, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.15}\n",
      "{'loss': 0.0, 'grad_norm': 0.5773028135299683, 'learning_rate': 1.6965217391304348e-06, 'num_tokens': 1314096.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.09712500125169754, 'rewards/reward_function/std': 0.10106900855898857, 'reward': -0.09712500274181365, 'reward_std': 0.06806367821991444, 'frac_reward_zero_std': 0.3, 'completion_length': 96.0, 'kl': 0.035456125251948835, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.16}\n",
      "{'loss': 0.0, 'grad_norm': 0.8617880940437317, 'learning_rate': 1.6921739130434782e-06, 'num_tokens': 1331552.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.14962499886751174, 'rewards/reward_function/std': 0.14991749674081803, 'reward': -0.14962499737739562, 'reward_std': 0.09065450131893157, 'frac_reward_zero_std': 0.3, 'completion_length': 96.0, 'kl': 0.035232087783515456, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.16}\n",
      "{'loss': 0.0, 'grad_norm': 0.582772970199585, 'learning_rate': 1.6878260869565218e-06, 'num_tokens': 1347956.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.16056250482797624, 'rewards/reward_function/std': 0.14918994829058646, 'reward': -0.16056250482797624, 'reward_std': 0.1249655969440937, 'frac_reward_zero_std': 0.3, 'completion_length': 96.0, 'kl': 0.03753683045506477, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.16}\n",
      " 16%|█████▊                              | 374/2310 [1:07:44<5:37:45, 10.47s/it][reward] batch=375 total=3000 valid_json=78% valid_action=48% available=42% unterminated=22% cap_hit=48% multi_json=37% extra_text=48% avg_len=370 max_len=545\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"probe_service\",\"service_name\":\"auth\",\"incident\":\"EASY-001\",\"title\":\"Auth Service Down\",\"phase\":\"investigation\",\"step\":\"3/40\"} The problem state...\n",
      "{'loss': 0.0, 'grad_norm': 0.4490663707256317, 'learning_rate': 1.6834782608695653e-06, 'num_tokens': 1365096.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.12450000047683715, 'rewards/reward_function/std': 0.1589069187641144, 'reward': -0.12450000047683715, 'reward_std': 0.10166163966059685, 'frac_reward_zero_std': 0.4, 'completion_length': 96.0, 'kl': 0.039127526618540284, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.16}\n",
      "{'loss': 0.0, 'grad_norm': 0.6275895833969116, 'learning_rate': 1.6791304347826085e-06, 'num_tokens': 1383960.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.06775000244379044, 'rewards/reward_function/std': 0.09313808903098106, 'reward': -0.06775000244379044, 'reward_std': 0.06601666361093521, 'frac_reward_zero_std': 0.4, 'completion_length': 96.0, 'kl': 0.0411847934126854, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.16}\n",
      "{'loss': 0.0, 'grad_norm': 0.31114187836647034, 'learning_rate': 1.6747826086956521e-06, 'num_tokens': 1401700.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.09000000357627869, 'rewards/reward_function/std': 0.10620779618620872, 'reward': -0.09000000208616257, 'reward_std': 0.06571116298437119, 'frac_reward_zero_std': 0.5, 'completion_length': 96.0, 'kl': 0.043598192371428014, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.17}\n",
      "{'loss': 0.0, 'grad_norm': 0.0011516371741890907, 'learning_rate': 1.6704347826086955e-06, 'num_tokens': 1418128.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.08774999678134918, 'rewards/reward_function/std': 0.11303331255912781, 'reward': -0.08775000274181366, 'reward_std': 0.07472101822495461, 'frac_reward_zero_std': 0.6, 'completion_length': 96.0, 'kl': 0.03433460853993893, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.17}\n",
      "{'loss': 0.0, 'grad_norm': 0.7783674001693726, 'learning_rate': 1.666086956521739e-06, 'num_tokens': 1436444.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.15268749743700027, 'rewards/reward_function/std': 0.14649019837379457, 'reward': -0.1526875004172325, 'reward_std': 0.1295045167207718, 'frac_reward_zero_std': 0.1, 'completion_length': 96.0, 'kl': 0.03616425795480609, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.17}\n",
      " 17%|██████▏                             | 399/2310 [1:12:08<5:38:52, 10.64s/it][reward] batch=400 total=3200 valid_json=78% valid_action=46% available=40% unterminated=22% cap_hit=46% multi_json=35% extra_text=46% avg_len=372 max_len=562\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_idx\":18,\"incident\":\"EASY-001\",\"title\":\"Auth Service Down\",\"phase\":\"response\",\"known_facts\":{\"kb_service_outage\":{\"hi...\n",
      "{'loss': 0.0, 'grad_norm': 0.7670723795890808, 'learning_rate': 1.6617391304347826e-06, 'num_tokens': 1455180.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.07550000250339509, 'rewards/reward_function/std': 0.08773420676589012, 'reward': -0.07550000548362731, 'reward_std': 0.064093167334795, 'frac_reward_zero_std': 0.3, 'completion_length': 96.0, 'kl': 0.04056600946933031, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.17}\n",
      "{'loss': 0.0, 'grad_norm': 0.7845223546028137, 'learning_rate': 1.657391304347826e-06, 'num_tokens': 1474004.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.11950000151991844, 'rewards/reward_function/std': 0.1064076766371727, 'reward': -0.11950000151991844, 'reward_std': 0.03452771827578545, 'frac_reward_zero_std': 0.4, 'completion_length': 96.0, 'kl': 0.03907858952879906, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.18}\n",
      "{'loss': 0.0, 'grad_norm': 0.5503284335136414, 'learning_rate': 1.6530434782608695e-06, 'num_tokens': 1492996.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.09000000059604644, 'rewards/reward_function/std': 0.08942197486758233, 'reward': -0.09000000208616257, 'reward_std': 0.08408160358667374, 'frac_reward_zero_std': 0.1, 'completion_length': 96.0, 'kl': 0.04504811391234398, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.18}\n",
      "{'loss': 0.0, 'grad_norm': 0.5710313320159912, 'learning_rate': 1.6486956521739131e-06, 'num_tokens': 1511292.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.061000000685453415, 'rewards/reward_function/std': 0.05581746622920036, 'reward': -0.061000000685453415, 'reward_std': 0.038355188071727754, 'frac_reward_zero_std': 0.5, 'completion_length': 96.0, 'kl': 0.043682923167943956, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.18}\n",
      "{'loss': 0.0, 'grad_norm': 0.3526208698749542, 'learning_rate': 1.6443478260869565e-06, 'num_tokens': 1529388.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.0871874988079071, 'rewards/reward_function/std': 0.08074440881609916, 'reward': -0.08718749731779099, 'reward_std': 0.04905081316828728, 'frac_reward_zero_std': 0.6, 'completion_length': 96.0, 'kl': 0.03594384528696537, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.18}\n",
      " 18%|██████▌                             | 424/2310 [1:16:35<5:37:37, 10.74s/it][reward] batch=425 total=3400 valid_json=78% valid_action=44% available=38% unterminated=22% cap_hit=44% multi_json=34% extra_text=44% avg_len=373 max_len=562\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step\":\"step=24/40\",\"incident\":\"EASY-001\",\"title\":\"Auth Service Down\",\"phase\":\"response\",\"known_facts\":{\"kb_service_outage...\n",
      "{'loss': 0.0, 'grad_norm': 0.60688316822052, 'learning_rate': 1.6399999999999998e-06, 'num_tokens': 1548336.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.11025000140070915, 'rewards/reward_function/std': 0.11363307982683182, 'reward': -0.11025000140070915, 'reward_std': 0.0728914976119995, 'frac_reward_zero_std': 0.5, 'completion_length': 96.0, 'kl': 0.04079862534999847, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.18}\n",
      "{'loss': 0.0, 'grad_norm': 0.36397096514701843, 'learning_rate': 1.6356521739130434e-06, 'num_tokens': 1567592.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.10875000208616256, 'rewards/reward_function/std': 0.10265585854649543, 'reward': -0.10874999612569809, 'reward_std': 0.0500166654586792, 'frac_reward_zero_std': 0.3, 'completion_length': 96.0, 'kl': 0.03500596228986978, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.19}\n",
      "{'loss': 0.0001, 'grad_norm': 0.649113118648529, 'learning_rate': 1.6313043478260868e-06, 'num_tokens': 1584828.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.11925000548362732, 'rewards/reward_function/std': 0.13160525336861612, 'reward': -0.11924999952316284, 'reward_std': 0.1051350362598896, 'frac_reward_zero_std': 0.4, 'completion_length': 96.0, 'kl': 0.05596484281122684, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.19}\n",
      "{'loss': 0.0, 'grad_norm': 0.38323554396629333, 'learning_rate': 1.6269565217391303e-06, 'num_tokens': 1603232.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.06237500011920929, 'rewards/reward_function/std': 0.06747832596302032, 'reward': -0.06237500011920929, 'reward_std': 0.053460529446601866, 'frac_reward_zero_std': 0.3, 'completion_length': 96.0, 'kl': 0.03482460081577301, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.19}\n",
      "{'loss': 0.0, 'grad_norm': 0.43621134757995605, 'learning_rate': 1.6226086956521739e-06, 'num_tokens': 1622144.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.09474999755620957, 'rewards/reward_function/std': 0.124569883197546, 'reward': -0.09474999904632568, 'reward_std': 0.09031654074788094, 'frac_reward_zero_std': 0.3, 'completion_length': 96.0, 'kl': 0.04935351889580488, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.19}\n",
      " 19%|██████▉                             | 449/2310 [1:21:04<5:32:45, 10.73s/it][reward] batch=450 total=3600 valid_json=78% valid_action=42% available=37% unterminated=22% cap_hit=42% multi_json=32% extra_text=42% avg_len=374 max_len=562\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_id\":18,\"incident\":\"EASY-003\",\"title\":\"Notification Queue Overflow\",\"phase\":\"response\",\"known_facts\":{\"probe_payments...\n",
      "{'loss': 0.0, 'grad_norm': 0.0006804369040764868, 'learning_rate': 1.6182608695652173e-06, 'num_tokens': 1640912.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.04024999961256981, 'rewards/reward_function/std': 0.031718488037586215, 'reward': -0.04024999961256981, 'reward_std': 0.02569386810064316, 'frac_reward_zero_std': 0.7, 'completion_length': 96.0, 'kl': 0.03785426039248705, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.19}\n",
      "{'loss': 0.0, 'grad_norm': 0.001223144237883389, 'learning_rate': 1.6139130434782607e-06, 'num_tokens': 1659596.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.08125, 'rewards/reward_function/std': 0.07602386698126792, 'reward': -0.08124999850988388, 'reward_std': 0.05221960991621018, 'frac_reward_zero_std': 0.6, 'completion_length': 96.0, 'kl': 0.04599673114717007, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.2}\n",
      "{'loss': 0.0, 'grad_norm': 0.0006964685744605958, 'learning_rate': 1.6095652173913044e-06, 'num_tokens': 1677048.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.10387499630451202, 'rewards/reward_function/std': 0.10696668997406959, 'reward': -0.10387500226497651, 'reward_std': 0.0674930602312088, 'frac_reward_zero_std': 0.5, 'completion_length': 96.0, 'kl': 0.033656233735382554, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.2}\n",
      "{'loss': 0.0, 'grad_norm': 0.587090790271759, 'learning_rate': 1.6052173913043478e-06, 'num_tokens': 1695808.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.08999999985098839, 'rewards/reward_function/std': 0.12498778328299523, 'reward': -0.0900000013411045, 'reward_std': 0.09892142191529274, 'frac_reward_zero_std': 0.4, 'completion_length': 96.0, 'kl': 0.04198525305837393, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.2}\n",
      "{'loss': 0.0, 'grad_norm': 0.33651643991470337, 'learning_rate': 1.6008695652173912e-06, 'num_tokens': 1713072.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.13306249901652337, 'rewards/reward_function/std': 0.12183461412787437, 'reward': -0.13306250497698785, 'reward_std': 0.07874281033873558, 'frac_reward_zero_std': 0.4, 'completion_length': 96.0, 'kl': 0.034346884675323965, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.2}\n",
      " 21%|███████▍                            | 474/2310 [1:25:28<5:08:49, 10.09s/it][reward] batch=475 total=3800 valid_json=78% valid_action=41% available=36% unterminated=22% cap_hit=41% multi_json=31% extra_text=41% avg_len=375 max_len=562\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step\":\"13/40\",\"incident\":\"EASY-001\",\"title\":\"Auth Service Down\",\"phase\":\"response\",\"known_facts\": {\"kb:service outage\": {...\n",
      "{'loss': 0.0, 'grad_norm': 0.4573424160480499, 'learning_rate': 1.5965217391304347e-06, 'num_tokens': 1731756.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.04500000029802322, 'rewards/reward_function/std': 0.06436156630516052, 'reward': -0.04500000029802322, 'reward_std': 0.044505555927753446, 'frac_reward_zero_std': 0.7, 'completion_length': 96.0, 'kl': 0.036233017593622206, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.21}\n",
      "{'loss': 0.0, 'grad_norm': 0.6118329167366028, 'learning_rate': 1.592173913043478e-06, 'num_tokens': 1750208.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.04800000041723251, 'rewards/reward_function/std': 0.04224275574088097, 'reward': -0.04800000041723251, 'reward_std': 0.03286074176430702, 'frac_reward_zero_std': 0.6, 'completion_length': 96.0, 'kl': 0.04157295171171427, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.21}\n",
      "{'loss': 0.0, 'grad_norm': 0.6074392199516296, 'learning_rate': 1.5878260869565217e-06, 'num_tokens': 1769304.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.054500001668930056, 'rewards/reward_function/std': 0.06441250964999198, 'reward': -0.054500001668930056, 'reward_std': 0.05251666307449341, 'frac_reward_zero_std': 0.3, 'completion_length': 96.0, 'kl': 0.045469165034592154, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.21}\n",
      "{'loss': 0.0, 'grad_norm': 0.450501948595047, 'learning_rate': 1.5834782608695652e-06, 'num_tokens': 1788144.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.07074999958276748, 'rewards/reward_function/std': 0.09989410936832428, 'reward': -0.07074999809265137, 'reward_std': 0.06985991038382053, 'frac_reward_zero_std': 0.4, 'completion_length': 96.0, 'kl': 0.04896329175680876, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.21}\n",
      "{'loss': 0.0, 'grad_norm': 0.24518704414367676, 'learning_rate': 1.5791304347826086e-06, 'num_tokens': 1806428.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.1152500033378601, 'rewards/reward_function/std': 0.08227229788899422, 'reward': -0.1152500033378601, 'reward_std': 0.04700000360608101, 'frac_reward_zero_std': 0.5, 'completion_length': 96.0, 'kl': 0.03451073970645666, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.21}\n",
      " 22%|███████▊                            | 499/2310 [1:29:55<5:24:06, 10.74s/it][reward] batch=500 total=4000 valid_json=79% valid_action=39% available=34% unterminated=21% cap_hit=39% multi_json=29% extra_text=39% avg_len=376 max_len=562\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_id\":\"15/40\",\"incident\":\"EASY-001\",\"title\":\"Auth Service Down\",\"phase\":\"response\",\"known_facts\":{\"kb_service_outage\":...\n",
      "{'loss': 0.0, 'grad_norm': 0.0013535821344703436, 'learning_rate': 1.5747826086956522e-06, 'num_tokens': 1825208.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.04168749824166298, 'rewards/reward_function/std': 0.04696205034852028, 'reward': -0.0416874997317791, 'reward_std': 0.03661794513463974, 'frac_reward_zero_std': 0.7, 'completion_length': 96.0, 'kl': 0.0475105382502079, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.22}\n",
      "{'loss': 0.0, 'grad_norm': 0.4741562604904175, 'learning_rate': 1.5704347826086957e-06, 'num_tokens': 1843060.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.0765625, 'rewards/reward_function/std': 0.09360363706946373, 'reward': -0.0765625, 'reward_std': 0.0640824057161808, 'frac_reward_zero_std': 0.6, 'completion_length': 96.0, 'kl': 0.03659920543432236, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.22}\n",
      "{'loss': 0.0, 'grad_norm': 0.0013699167175218463, 'learning_rate': 1.566086956521739e-06, 'num_tokens': 1861632.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.10743750259280205, 'rewards/reward_function/std': 0.1317512162029743, 'reward': -0.10743749663233756, 'reward_std': 0.07324643582105636, 'frac_reward_zero_std': 0.4, 'completion_length': 96.0, 'kl': 0.04466421697288751, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.22}\n",
      "{'loss': 0.0001, 'grad_norm': 0.30064839124679565, 'learning_rate': 1.5617391304347825e-06, 'num_tokens': 1881184.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.03950000107288361, 'rewards/reward_function/std': 0.034684330224990845, 'reward': -0.03950000107288361, 'reward_std': 0.028011110424995423, 'frac_reward_zero_std': 0.6, 'completion_length': 96.0, 'kl': 0.056703976914286615, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.22}\n",
      "{'loss': 0.0001, 'grad_norm': 0.6890431642532349, 'learning_rate': 1.557391304347826e-06, 'num_tokens': 1899164.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.052625001221895215, 'rewards/reward_function/std': 0.053319454193115234, 'reward': -0.052625001221895215, 'reward_std': 0.05145381093025207, 'frac_reward_zero_std': 0.3, 'completion_length': 96.0, 'kl': 0.05222444534301758, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.23}\n",
      " 23%|████████▏                           | 524/2310 [1:34:23<5:12:57, 10.51s/it][reward] batch=525 total=4200 valid_json=79% valid_action=38% available=33% unterminated=21% cap_hit=38% multi_json=28% extra_text=37% avg_len=377 max_len=562\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"available_actions[2]\",\"service_name\":\"database\",\"system_status\":{\"analytics\":\"healthy\",\"auth\":\"healthy\",\"database\":\"healthy\",\"notifications\":\"h...\n",
      "{'loss': 0.0, 'grad_norm': 0.0007223394350148737, 'learning_rate': 1.5530434782608694e-06, 'num_tokens': 1918060.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.049250001460313796, 'rewards/reward_function/std': 0.04814060926437378, 'reward': -0.049250001460313796, 'reward_std': 0.03250000327825546, 'frac_reward_zero_std': 0.5, 'completion_length': 96.0, 'kl': 0.045258731581270695, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.23}\n",
      "{'loss': 0.0, 'grad_norm': 0.0005041408003307879, 'learning_rate': 1.548695652173913e-06, 'num_tokens': 1936456.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.0065000012516975405, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.04046168029308319, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.23}\n",
      "{'loss': 0.0, 'grad_norm': 0.00025176850613206625, 'learning_rate': 1.5443478260869564e-06, 'num_tokens': 1954904.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.0694999985396862, 'rewards/reward_function/std': 0.11152387857437134, 'reward': -0.06950000151991845, 'reward_std': 0.08308035135269165, 'frac_reward_zero_std': 0.7, 'completion_length': 96.0, 'kl': 0.03655369151383638, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.23}\n",
      "{'loss': 0.0, 'grad_norm': 0.38425639271736145, 'learning_rate': 1.5399999999999999e-06, 'num_tokens': 1973904.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.039500000327825545, 'rewards/reward_function/std': 0.025933248549699785, 'reward': -0.039500000327825545, 'reward_std': 0.022516661882400514, 'frac_reward_zero_std': 0.7, 'completion_length': 96.0, 'kl': 0.033810175582766534, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.23}\n",
      "{'loss': 0.0, 'grad_norm': 0.0003569302207324654, 'learning_rate': 1.5356521739130435e-06, 'num_tokens': 1992384.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.026500000804662704, 'rewards/reward_function/std': 0.018384777009487152, 'reward': -0.026500000804662704, 'reward_std': 0.013000001013278962, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.04316792413592339, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.24}\n",
      " 24%|████████▌                           | 549/2310 [1:38:47<5:13:38, 10.69s/it][reward] batch=550 total=4400 valid_json=80% valid_action=36% available=32% unterminated=20% cap_hit=36% multi_json=27% extra_text=36% avg_len=378 max_len=562\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_index\":32,\"incident\":\"EASY-001\",\"title\":\"Auth Service Down\",\"phase\":\"response\",\"known_facts\":{\"kb_service_outage\":{\"...\n",
      "{'loss': 0.0, 'grad_norm': 0.00043280713725835085, 'learning_rate': 1.531304347826087e-06, 'num_tokens': 2010128.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.042500000447034836, 'rewards/reward_function/std': 0.05075731202960014, 'reward': -0.042500000447034836, 'reward_std': 0.03408169895410538, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.04066637195646763, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.24}\n",
      "{'loss': 0.0, 'grad_norm': 0.6853511333465576, 'learning_rate': 1.5269565217391306e-06, 'num_tokens': 2027808.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.08975000530481339, 'rewards/reward_function/std': 0.07226579561829567, 'reward': -0.08975000530481339, 'reward_std': 0.026878859847784042, 'frac_reward_zero_std': 0.5, 'completion_length': 96.0, 'kl': 0.03197914543561638, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.24}\n",
      "{'loss': 0.0, 'grad_norm': 0.6456905603408813, 'learning_rate': 1.5226086956521738e-06, 'num_tokens': 2045936.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.07750000357627869, 'rewards/reward_function/std': 0.07174694165587425, 'reward': -0.07750000357627869, 'reward_std': 0.03520562872290611, 'frac_reward_zero_std': 0.6, 'completion_length': 96.0, 'kl': 0.047199220210313794, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.24}\n",
      "{'loss': 0.0, 'grad_norm': 0.2831449806690216, 'learning_rate': 1.5182608695652172e-06, 'num_tokens': 2064896.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.05874999910593033, 'rewards/reward_function/std': 0.064954474568367, 'reward': -0.058750002086162566, 'reward_std': 0.03755691647529602, 'frac_reward_zero_std': 0.7, 'completion_length': 96.0, 'kl': 0.03994368463754654, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.24}\n",
      "{'loss': 0.0, 'grad_norm': 0.6844345331192017, 'learning_rate': 1.5139130434782609e-06, 'num_tokens': 2081696.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.05862500071525574, 'rewards/reward_function/std': 0.06735320463776588, 'reward': -0.05862500071525574, 'reward_std': 0.04868765845894814, 'frac_reward_zero_std': 0.6, 'completion_length': 96.0, 'kl': 0.04742483776062727, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.25}\n",
      " 25%|████████▉                           | 574/2310 [1:43:15<5:09:43, 10.70s/it][reward] batch=575 total=4600 valid_json=80% valid_action=35% available=31% unterminated=20% cap_hit=35% multi_json=26% extra_text=35% avg_len=380 max_len=562\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_id\":23,\"incident\":\"EASY-001\",\"title\":\"Auth Service Down\",\"phase\":\"response\",\"known_facts\":{\"kb_service_outage\":{\"que...\n",
      "{'loss': 0.0001, 'grad_norm': 0.7674360275268555, 'learning_rate': 1.5095652173913043e-06, 'num_tokens': 2100120.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.03175000101327896, 'rewards/reward_function/std': 0.0332340195775032, 'reward': -0.03175000101327896, 'reward_std': 0.023500001430511473, 'frac_reward_zero_std': 0.7, 'completion_length': 96.0, 'kl': 0.05791176538914442, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.25}\n",
      "{'loss': 0.0, 'grad_norm': 0.4542863667011261, 'learning_rate': 1.5052173913043477e-06, 'num_tokens': 2119156.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.029750001430511475, 'rewards/reward_function/std': 0.027577165514230728, 'reward': -0.029750001430511475, 'reward_std': 0.01950000151991844, 'frac_reward_zero_std': 0.7, 'completion_length': 96.0, 'kl': 0.0453600836917758, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.25}\n",
      "{'loss': 0.0, 'grad_norm': 0.0003578294417820871, 'learning_rate': 1.5008695652173914e-06, 'num_tokens': 2138232.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.06843750327825546, 'rewards/reward_function/std': 0.06700388044118881, 'reward': -0.06843750327825546, 'reward_std': 0.02736630439758301, 'frac_reward_zero_std': 0.7, 'completion_length': 96.0, 'kl': 0.044448052905499934, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.25}\n",
      "{'loss': 0.0001, 'grad_norm': 0.4195054769515991, 'learning_rate': 1.4965217391304348e-06, 'num_tokens': 2156688.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.04737499952316284, 'rewards/reward_function/std': 0.04167545363306999, 'reward': -0.04737499952316284, 'reward_std': 0.03221540078520775, 'frac_reward_zero_std': 0.6, 'completion_length': 96.0, 'kl': 0.05316440053284168, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.26}\n",
      "{'loss': 0.0001, 'grad_norm': 0.3061019480228424, 'learning_rate': 1.4921739130434782e-06, 'num_tokens': 2175720.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.030250000208616255, 'rewards/reward_function/std': 0.01832631304860115, 'reward': -0.030250000208616255, 'reward_std': 0.010500001162290573, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.061914829164743425, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.26}\n",
      " 26%|█████████▎                          | 599/2310 [1:47:45<5:05:17, 10.71s/it][reward] batch=600 total=4800 valid_json=81% valid_action=34% available=30% unterminated=19% cap_hit=34% multi_json=25% extra_text=34% avg_len=381 max_len=562\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_number\":34,\"incident\":\"MED-008\",\"title\":\"Batch Job Runaway\",\"phase\":\"response\",\"known_facts\":{\"logs:analytics\":[\"ana...\n",
      "{'loss': 0.0001, 'grad_norm': 0.3437215983867645, 'learning_rate': 1.4878260869565216e-06, 'num_tokens': 2193572.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.07574999779462814, 'rewards/reward_function/std': 0.073198102414608, 'reward': -0.07575000375509262, 'reward_std': 0.04914556369185448, 'frac_reward_zero_std': 0.6, 'completion_length': 96.0, 'kl': 0.05708658341318369, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.26}\n",
      "{'loss': 0.0, 'grad_norm': 0.0006741529214195907, 'learning_rate': 1.483478260869565e-06, 'num_tokens': 2211776.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.039499999955296516, 'rewards/reward_function/std': 0.030119146779179574, 'reward': -0.039499998465180396, 'reward_std': 0.015610611252486705, 'frac_reward_zero_std': 0.7, 'completion_length': 96.0, 'kl': 0.04279786217957735, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.26}\n",
      "{'loss': 0.0001, 'grad_norm': 1.080680251121521, 'learning_rate': 1.4791304347826085e-06, 'num_tokens': 2230064.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.06625000089406967, 'rewards/reward_function/std': 0.11307389959692955, 'reward': -0.06625000089406967, 'reward_std': 0.07721458300948143, 'frac_reward_zero_std': 0.7, 'completion_length': 96.0, 'kl': 0.06051167510449886, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.26}\n",
      "{'loss': 0.0, 'grad_norm': 0.00032879196805879474, 'learning_rate': 1.4747826086956521e-06, 'num_tokens': 2248632.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.05424999892711639, 'rewards/reward_function/std': 0.05924836993217468, 'reward': -0.05425000265240669, 'reward_std': 0.03526620864868164, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.04309176150709391, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.27}\n",
      "{'loss': 0.0, 'grad_norm': 0.0008009172161109746, 'learning_rate': 1.4704347826086956e-06, 'num_tokens': 2265568.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.05937500074505806, 'rewards/reward_function/std': 0.08535717129707336, 'reward': -0.059375, 'reward_std': 0.0566046729683876, 'frac_reward_zero_std': 0.7, 'completion_length': 96.0, 'kl': 0.04543772377073765, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.27}\n",
      " 27%|█████████▋                          | 624/2310 [1:52:11<4:57:27, 10.59s/it][reward] batch=625 total=5000 valid_json=81% valid_action=33% available=29% unterminated=19% cap_hit=33% multi_json=24% extra_text=33% avg_len=382 max_len=562\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"probe_service\",\"service_name\":\"auth\",\"incident\":\"EASY-001\",\"title\":\"Auth Service Down\",\"phase\":\"investigation\",\"step\":3,\"incident\":\"EASY-001\"} ...\n",
      "{'loss': 0.0, 'grad_norm': 0.3622671067714691, 'learning_rate': 1.466086956521739e-06, 'num_tokens': 2283280.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.05675000175833702, 'rewards/reward_function/std': 0.08984380066394806, 'reward': -0.0567500002682209, 'reward_std': 0.06147179901599884, 'frac_reward_zero_std': 0.6, 'completion_length': 96.0, 'kl': 0.04211417771875858, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.27}\n",
      "{'loss': 0.0, 'grad_norm': 0.00027795511414296925, 'learning_rate': 1.4617391304347826e-06, 'num_tokens': 2301640.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.03125, 'rewards/reward_function/std': 0.03181980848312378, 'reward': -0.03125, 'reward_std': 0.02249999940395355, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.037207570672035215, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.27}\n",
      "{'loss': 0.0, 'grad_norm': 0.00016670515469741076, 'learning_rate': 1.457391304347826e-06, 'num_tokens': 2319492.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.138875000923872, 'rewards/reward_function/std': 0.18212733566761016, 'reward': -0.13887500390410423, 'reward_std': 0.1424477517604828, 'frac_reward_zero_std': 0.4, 'completion_length': 96.0, 'kl': 0.047870784997940063, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.27}\n",
      "{'loss': 0.0001, 'grad_norm': 0.002779327565804124, 'learning_rate': 1.4530434782608697e-06, 'num_tokens': 2338060.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.09325000271201134, 'rewards/reward_function/std': 0.11518407166004181, 'reward': -0.09325000271201134, 'reward_std': 0.07500555515289306, 'frac_reward_zero_std': 0.7, 'completion_length': 96.0, 'kl': 0.05522861871868372, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.28}\n",
      "{'loss': 0.0, 'grad_norm': 0.5114290714263916, 'learning_rate': 1.448695652173913e-06, 'num_tokens': 2355720.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.08837499916553497, 'rewards/reward_function/std': 0.08588675856590271, 'reward': -0.08837500363588333, 'reward_std': 0.06937140375375747, 'frac_reward_zero_std': 0.4, 'completion_length': 96.0, 'kl': 0.047680317610502246, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.28}\n",
      " 28%|██████████                          | 649/2310 [1:56:37<4:55:13, 10.66s/it][reward] batch=650 total=5200 valid_json=82% valid_action=32% available=28% unterminated=18% cap_hit=32% multi_json=24% extra_text=32% avg_len=383 max_len=562\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_id\":12,\"incident\":\"EASY-002\",\"title\":\"Database Connection Pool\",\"phase\":\"response\",\"known_facts\":{\"kb_service_outage...\n",
      "{'loss': 0.0001, 'grad_norm': 0.0009471125085838139, 'learning_rate': 1.4443478260869563e-06, 'num_tokens': 2374028.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.05035095326602459, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.28}\n",
      "{'loss': 0.0, 'grad_norm': 0.2358754426240921, 'learning_rate': 1.44e-06, 'num_tokens': 2393072.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.03625000044703484, 'rewards/reward_function/std': 0.023089974373579025, 'reward': -0.03625000044703484, 'reward_std': 0.006500000506639481, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.03950597234070301, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.28}\n",
      "{'loss': 0.0, 'grad_norm': 0.00015405825979541987, 'learning_rate': 1.4356521739130434e-06, 'num_tokens': 2411680.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.0065000012516975405, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.0348238755017519, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.29}\n",
      "{'loss': 0.0, 'grad_norm': 0.4053081274032593, 'learning_rate': 1.4313043478260868e-06, 'num_tokens': 2429720.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.08787499964237214, 'rewards/reward_function/std': 0.09109845981001854, 'reward': -0.08787500113248825, 'reward_std': 0.050167393684387204, 'frac_reward_zero_std': 0.6, 'completion_length': 96.0, 'kl': 0.048960013687610625, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.29}\n",
      "{'loss': 0.0, 'grad_norm': 0.0002144951286027208, 'learning_rate': 1.4269565217391305e-06, 'num_tokens': 2448112.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.035749999433755876, 'rewards/reward_function/std': 0.03429146409034729, 'reward': -0.035749999433755876, 'reward_std': 0.022624357044696806, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.04229086972773075, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.29}\n",
      " 29%|██████████▌                         | 674/2310 [2:01:05<4:52:31, 10.73s/it][reward] batch=675 total=5400 valid_json=82% valid_action=31% available=27% unterminated=18% cap_hit=31% multi_json=23% extra_text=31% avg_len=384 max_len=562\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step\":11/40,\"incident\":\"EASY-002\",\"title\":\"Database Connection Pool\",\"phase\":\"response\",\"known_facts\":{\"kb_service_outage...\n",
      "{'loss': 0.0, 'grad_norm': 0.39122772216796875, 'learning_rate': 1.422608695652174e-06, 'num_tokens': 2466520.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.07000000253319741, 'rewards/reward_function/std': 0.08400029093027114, 'reward': -0.07000000253319741, 'reward_std': 0.046478256583213806, 'frac_reward_zero_std': 0.6, 'completion_length': 96.0, 'kl': 0.043380810879170895, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.29}\n",
      "{'loss': 0.0, 'grad_norm': 0.00021475482208188623, 'learning_rate': 1.4182608695652173e-06, 'num_tokens': 2486392.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.03783474937081337, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.29}\n",
      "{'loss': 0.0001, 'grad_norm': 0.4960995316505432, 'learning_rate': 1.413913043478261e-06, 'num_tokens': 2504392.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.10075000002980232, 'rewards/reward_function/std': 0.10859001278877259, 'reward': -0.10075000002980232, 'reward_std': 0.07452179789543152, 'frac_reward_zero_std': 0.4, 'completion_length': 96.0, 'kl': 0.05402778126299381, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.3}\n",
      "{'loss': 0.0, 'grad_norm': 0.00026910300948657095, 'learning_rate': 1.4095652173913042e-06, 'num_tokens': 2522804.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.029250000417232514, 'rewards/reward_function/std': 0.020353545993566514, 'reward': -0.029249999672174454, 'reward_std': 0.01347615048289299, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.0464980011805892, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.3}\n",
      "{'loss': 0.0, 'grad_norm': 0.9149165749549866, 'learning_rate': 1.4052173913043476e-06, 'num_tokens': 2539804.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.05949999988079071, 'rewards/reward_function/std': 0.06288842856884003, 'reward': -0.05950000137090683, 'reward_std': 0.03210287839174271, 'frac_reward_zero_std': 0.7, 'completion_length': 96.0, 'kl': 0.03881321214139462, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.3}\n",
      " 30%|██████████▉                         | 699/2310 [2:05:32<4:45:24, 10.63s/it][reward] batch=700 total=5600 valid_json=83% valid_action=30% available=27% unterminated=17% cap_hit=30% multi_json=22% extra_text=30% avg_len=385 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_index\":39,\"incident\":\"MED-005\",\"title\":\"Database Replication Lag\",\"phase\":\"response\",\"known_facts\":{\"kb_service_outa...\n",
      "{'loss': 0.0001, 'grad_norm': 0.0018569737439975142, 'learning_rate': 1.4008695652173913e-06, 'num_tokens': 2557200.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.1134999968111515, 'rewards/reward_function/std': 0.15594713389873505, 'reward': -0.11349999979138374, 'reward_std': 0.11741185933351517, 'frac_reward_zero_std': 0.5, 'completion_length': 96.0, 'kl': 0.061215872690081594, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.3}\n",
      "{'loss': 0.0, 'grad_norm': 0.25432318449020386, 'learning_rate': 1.3965217391304347e-06, 'num_tokens': 2576644.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.03450000062584877, 'rewards/reward_function/std': 0.025154397636651993, 'reward': -0.03450000062584877, 'reward_std': 0.014515610784292221, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.04539925307035446, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.31}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0017092087073251605, 'learning_rate': 1.3921739130434781e-06, 'num_tokens': 2596252.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.026500000804662704, 'rewards/reward_function/std': 0.018384777009487152, 'reward': -0.026500000804662704, 'reward_std': 0.013000001013278962, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.052478982135653496, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.31}\n",
      "{'loss': 0.0001, 'grad_norm': 0.829146683216095, 'learning_rate': 1.3878260869565217e-06, 'num_tokens': 2614292.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.03756250143051147, 'rewards/reward_function/std': 0.04967425614595413, 'reward': -0.03756250143051147, 'reward_std': 0.035125001519918445, 'frac_reward_zero_std': 0.7, 'completion_length': 96.0, 'kl': 0.06621303111314773, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.31}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0004055211611557752, 'learning_rate': 1.3834782608695652e-06, 'num_tokens': 2632980.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.0065000012516975405, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.05215442553162575, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.31}\n",
      " 31%|███████████▎                        | 724/2310 [2:09:58<4:40:45, 10.62s/it][reward] batch=725 total=5800 valid_json=83% valid_action=30% available=26% unterminated=17% cap_hit=30% multi_json=21% extra_text=29% avg_len=385 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_idx\":25,\"incident\":\"EASY-002\",\"title\":\"Database Connection Pool\",\"phase\":\"response\",\"known_facts\":{\"kb_service_outag...\n",
      "{'loss': 0.0, 'grad_norm': 0.0009512066608294845, 'learning_rate': 1.3791304347826088e-06, 'num_tokens': 2650892.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.0682500034570694, 'rewards/reward_function/std': 0.05193471908569336, 'reward': -0.06824999749660492, 'reward_std': 0.004618803039193153, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.04687150772660971, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.31}\n",
      "{'loss': 0.0001, 'grad_norm': 0.6239930391311646, 'learning_rate': 1.3747826086956522e-06, 'num_tokens': 2669428.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.03500000014901161, 'rewards/reward_function/std': 0.028305521607398985, 'reward': -0.03500000014901161, 'reward_std': 0.017000000923871994, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.060917525365948674, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.32}\n",
      "{'loss': 0.0001, 'grad_norm': 0.6076062917709351, 'learning_rate': 1.3704347826086955e-06, 'num_tokens': 2688076.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.05975000038743019, 'rewards/reward_function/std': 0.08654512465000153, 'reward': -0.05975000038743019, 'reward_std': 0.057099568843841556, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.05692210160195828, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.32}\n",
      "{'loss': 0.0, 'grad_norm': 0.7832534909248352, 'learning_rate': 1.366086956521739e-06, 'num_tokens': 2706036.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.055500001460313794, 'rewards/reward_function/std': 0.046813621371984485, 'reward': -0.055500001460313794, 'reward_std': 0.031475210934877394, 'frac_reward_zero_std': 0.7, 'completion_length': 96.0, 'kl': 0.04877532459795475, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.32}\n",
      "{'loss': 0.0001, 'grad_norm': 0.00036020184052176774, 'learning_rate': 1.3617391304347825e-06, 'num_tokens': 2724404.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.04900000020861626, 'rewards/reward_function/std': 0.06328747868537903, 'reward': -0.04900000020861626, 'reward_std': 0.04167246222496033, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.05359769500792026, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.32}\n",
      " 32%|███████████▋                        | 749/2310 [2:14:22<4:36:00, 10.61s/it][reward] batch=750 total=6000 valid_json=84% valid_action=29% available=26% unterminated=16% cap_hit=29% multi_json=21% extra_text=29% avg_len=386 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_index\":13,\"incident\":\"EASY-003\",\"title\":\"Notification Queue Overflow\",\"phase\":\"response\",\"known_facts\":{\"probe_payme...\n",
      "{'loss': 0.0001, 'grad_norm': 0.3863578736782074, 'learning_rate': 1.357391304347826e-06, 'num_tokens': 2743028.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.02774999961256981, 'rewards/reward_function/std': 0.01855797991156578, 'reward': -0.02774999961256981, 'reward_std': 0.012637318298220634, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.07417731769382954, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.32}\n",
      "{'loss': 0.0001, 'grad_norm': 0.00023255082487594336, 'learning_rate': 1.3530434782608696e-06, 'num_tokens': 2761564.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.0065000012516975405, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.06075267978012562, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.33}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0009584258077666163, 'learning_rate': 1.348695652173913e-06, 'num_tokens': 2779720.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.06425000131130218, 'rewards/reward_function/std': 0.07578709647059441, 'reward': -0.06425000131130218, 'reward_std': 0.05015942007303238, 'frac_reward_zero_std': 0.6, 'completion_length': 96.0, 'kl': 0.056097572669386864, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.33}\n",
      "{'loss': 0.0, 'grad_norm': 0.00079404964344576, 'learning_rate': 1.3443478260869564e-06, 'num_tokens': 2798912.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.04867161400616169, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.33}\n",
      "{'loss': 0.0001, 'grad_norm': 0.9147540330886841, 'learning_rate': 1.34e-06, 'num_tokens': 2816264.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.07399999871850013, 'rewards/reward_function/std': 0.08812566697597504, 'reward': -0.07399999871850013, 'reward_std': 0.06758084371685982, 'frac_reward_zero_std': 0.6, 'completion_length': 96.0, 'kl': 0.05699060186743736, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.33}\n",
      " 34%|████████████                        | 774/2310 [2:18:49<4:32:04, 10.63s/it][reward] batch=775 total=6200 valid_json=84% valid_action=28% available=25% unterminated=16% cap_hit=28% multi_json=20% extra_text=28% avg_len=387 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_idx\":8,\"incident\":\"MED-005\",\"title\":\"Database Replication Lag\",\"phase\":\"response\",\"known_facts\":{\"kb_service_outage\"...\n",
      "{'loss': 0.0001, 'grad_norm': 0.003238603938370943, 'learning_rate': 1.3356521739130435e-06, 'num_tokens': 2834980.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.0065000012516975405, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.0638559989631176, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.34}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0005153693491593003, 'learning_rate': 1.3313043478260867e-06, 'num_tokens': 2852824.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.041062498837709425, 'rewards/reward_function/std': 0.05071400403976441, 'reward': -0.041062498837709425, 'reward_std': 0.034658655524253845, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.054878111369907855, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.34}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0007719127461314201, 'learning_rate': 1.3269565217391304e-06, 'num_tokens': 2870988.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.048624999821186066, 'rewards/reward_function/std': 0.07765014991164207, 'reward': -0.048625001311302186, 'reward_std': 0.05449550524353981, 'frac_reward_zero_std': 0.7, 'completion_length': 96.0, 'kl': 0.06875973679125309, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.34}\n",
      "{'loss': 0.0, 'grad_norm': 0.0003298769879620522, 'learning_rate': 1.3226086956521738e-06, 'num_tokens': 2890168.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.04650000035762787, 'rewards/reward_function/std': 0.04906846582889557, 'reward': -0.04650000035762787, 'reward_std': 0.030599567294120788, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.042281072773039344, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.34}\n",
      "{'loss': 0.0, 'grad_norm': 0.0007925881072878838, 'learning_rate': 1.3182608695652172e-06, 'num_tokens': 2908832.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.047797002270817755, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.34}\n",
      " 35%|████████████▍                       | 799/2310 [2:23:16<4:30:57, 10.76s/it][reward] batch=800 total=6400 valid_json=85% valid_action=27% available=24% unterminated=15% cap_hit=27% multi_json=20% extra_text=27% avg_len=388 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_index\":6,\"incident\":\"EASY-003\",\"title\":\"Notification Queue Overflow\",\"phase\":\"response\",\"known_facts\":{\"probe_paymen...\n",
      "{'loss': 0.0001, 'grad_norm': 0.0002442525583319366, 'learning_rate': 1.3139130434782609e-06, 'num_tokens': 2926948.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.0652499996125698, 'rewards/reward_function/std': 0.07479672729969025, 'reward': -0.0652499996125698, 'reward_std': 0.04348581284284592, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.05320892818272114, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.35}\n",
      "{'loss': 0.0001, 'grad_norm': 0.40800297260284424, 'learning_rate': 1.3095652173913043e-06, 'num_tokens': 2945404.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.06525000184774399, 'rewards/reward_function/std': 0.07526680752635002, 'reward': -0.06525000184774399, 'reward_std': 0.05322168916463852, 'frac_reward_zero_std': 0.6, 'completion_length': 96.0, 'kl': 0.06968351267278194, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.35}\n",
      "{'loss': 0.0001, 'grad_norm': 0.44015002250671387, 'learning_rate': 1.3052173913043477e-06, 'num_tokens': 2963328.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.04349999949336052, 'rewards/reward_function/std': 0.04029504582285881, 'reward': -0.04350000023841858, 'reward_std': 0.02313731946051121, 'frac_reward_zero_std': 0.7, 'completion_length': 96.0, 'kl': 0.06041373200714588, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.35}\n",
      "{'loss': 0.0001, 'grad_norm': 0.000432057335274294, 'learning_rate': 1.3008695652173914e-06, 'num_tokens': 2981108.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.06425000131130218, 'rewards/reward_function/std': 0.09292393699288368, 'reward': -0.06425000131130218, 'reward_std': 0.06060512065887451, 'frac_reward_zero_std': 0.7, 'completion_length': 96.0, 'kl': 0.05566380526870489, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.35}\n",
      "{'loss': 0.0001, 'grad_norm': 1.0585178136825562, 'learning_rate': 1.2965217391304348e-06, 'num_tokens': 2997580.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.05125000029802322, 'rewards/reward_function/std': 0.043864171206951144, 'reward': -0.05125000029802322, 'reward_std': 0.021693868190050127, 'frac_reward_zero_std': 0.7, 'completion_length': 96.0, 'kl': 0.05032322872430086, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.35}\n",
      " 36%|████████████▊                       | 824/2310 [2:27:42<4:23:03, 10.62s/it][reward] batch=825 total=6600 valid_json=85% valid_action=27% available=24% unterminated=15% cap_hit=27% multi_json=19% extra_text=27% avg_len=389 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"incident\":\"EASY-003\",\"title\":\"Notification Queue Overflow\",\"step\":\"29/40\",\"phase\":\"response\",\"known_facts\":{\"probe_paymen...\n",
      "{'loss': 0.0001, 'grad_norm': 0.0006525214994326234, 'learning_rate': 1.2921739130434782e-06, 'num_tokens': 3015344.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.03306249976158142, 'rewards/reward_function/std': 0.036946332454681395, 'reward': -0.03306249976158142, 'reward_std': 0.026125001907348632, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.054218371957540513, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.36}\n",
      "{'loss': 0.0, 'grad_norm': 0.45615407824516296, 'learning_rate': 1.2878260869565216e-06, 'num_tokens': 3033872.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.041000000387430194, 'rewards/reward_function/std': 0.04387005642056465, 'reward': -0.041000000387430194, 'reward_std': 0.028742314875125886, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.047542058117687705, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.36}\n",
      "{'loss': 0.0, 'grad_norm': 0.00023895637423265725, 'learning_rate': 1.283478260869565e-06, 'num_tokens': 3052172.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.0065000012516975405, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.04959729686379433, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.36}\n",
      "{'loss': 0.0, 'grad_norm': 0.44499078392982483, 'learning_rate': 1.2791304347826087e-06, 'num_tokens': 3072056.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.0065000012516975405, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.04996049515902996, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.36}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0007600468234159052, 'learning_rate': 1.2747826086956521e-06, 'num_tokens': 3089380.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.05862500071525574, 'rewards/reward_function/std': 0.04719772636890411, 'reward': -0.058625003695487975, 'reward_std': 0.049284708499908444, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.05067063756287098, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.37}\n",
      " 37%|█████████████▏                      | 849/2310 [2:32:10<4:17:59, 10.60s/it][reward] batch=850 total=6800 valid_json=85% valid_action=26% available=23% unterminated=15% cap_hit=26% multi_json=19% extra_text=26% avg_len=390 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"probe_service\",\"service_name\":\"Database Connection Pool\",\"incident\":\"EASY-002\",\"title\":\"Database Connection Pool\",\"phase\":\"investigation\",\"step...\n",
      "{'loss': 0.0001, 'grad_norm': 0.5881934762001038, 'learning_rate': 1.2704347826086956e-06, 'num_tokens': 3107584.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.04256250038743019, 'rewards/reward_function/std': 0.027103206515312193, 'reward': -0.04256250038743019, 'reward_std': 0.013795477151870728, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.05240553580224514, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.37}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0003341024275869131, 'learning_rate': 1.2660869565217392e-06, 'num_tokens': 3125736.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.029250000417232514, 'rewards/reward_function/std': 0.020353545993566514, 'reward': -0.029249999672174454, 'reward_std': 0.013476151227951049, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.06684742532670498, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.37}\n",
      "{'loss': 0.0, 'grad_norm': 0.40849000215530396, 'learning_rate': 1.2617391304347826e-06, 'num_tokens': 3144864.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.0065000012516975405, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.044345113635063174, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.37}\n",
      "{'loss': 0.0001, 'grad_norm': 0.4713941216468811, 'learning_rate': 1.2573913043478259e-06, 'num_tokens': 3163496.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.026500000804662704, 'rewards/reward_function/std': 0.018384777009487152, 'reward': -0.026500000804662704, 'reward_std': 0.01300000175833702, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.060134034045040606, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.37}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0007047194521874189, 'learning_rate': 1.2530434782608695e-06, 'num_tokens': 3182116.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.04537500143051147, 'rewards/reward_function/std': 0.039981025457382205, 'reward': -0.04537500143051147, 'reward_std': 0.03204774856567383, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.05756371319293976, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.38}\n",
      " 38%|█████████████▌                      | 874/2310 [2:36:37<4:20:28, 10.88s/it][reward] batch=875 total=7000 valid_json=85% valid_action=25% available=23% unterminated=15% cap_hit=25% multi_json=18% extra_text=25% avg_len=390 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_index\":27,\"incident\":\"EASY-001\",\"title\":\"Auth Service Down\",\"phase\":\"response\",\"known_facts\":{\"kb_service_outage\":{\"...\n",
      "{'loss': 0.0001, 'grad_norm': 0.0006218215567059815, 'learning_rate': 1.248695652173913e-06, 'num_tokens': 3201640.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.05312088131904602, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.38}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0008164670434780419, 'learning_rate': 1.2443478260869563e-06, 'num_tokens': 3219192.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.034999999403953555, 'rewards/reward_function/std': 0.01686924546957016, 'reward': -0.034999999403953555, 'reward_std': 0.003999999538064003, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.05732406415045262, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.38}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0006657104240730405, 'learning_rate': 1.24e-06, 'num_tokens': 3237000.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.032999999821186066, 'rewards/reward_function/std': 0.013897585868835449, 'reward': -0.032999999821186066, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.07585008181631565, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.38}\n",
      "{'loss': 0.0001, 'grad_norm': 0.40482908487319946, 'learning_rate': 1.2356521739130434e-06, 'num_tokens': 3255940.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.029750000685453415, 'rewards/reward_function/std': 0.02122805118560791, 'reward': -0.029750000685453415, 'reward_std': 0.014005554467439651, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.07038266435265542, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.39}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0006604777881875634, 'learning_rate': 1.2313043478260868e-06, 'num_tokens': 3275300.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.03606249913573265, 'rewards/reward_function/std': 0.022559643536806107, 'reward': -0.03606249913573265, 'reward_std': 0.006125000119209289, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.051380427554249763, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.39}\n",
      " 39%|██████████████                      | 899/2310 [2:41:05<4:12:34, 10.74s/it][reward] batch=900 total=7200 valid_json=86% valid_action=25% available=22% unterminated=14% cap_hit=25% multi_json=18% extra_text=25% avg_len=391 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_idx\":4,\"incident\":\"EASY-002\",\"title\":\"Database Connection Pool\",\"phase\":\"response\",\"known_facts\":{},\"system_status\":...\n",
      "{'loss': 0.0001, 'grad_norm': 0.501953125, 'learning_rate': 1.2269565217391305e-06, 'num_tokens': 3293184.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.04612499997019768, 'rewards/reward_function/std': 0.05164671242237091, 'reward': -0.04612499848008156, 'reward_std': 0.03284623473882675, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.06001455411314964, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.39}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0007042675279080868, 'learning_rate': 1.222608695652174e-06, 'num_tokens': 3310916.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.040250000357627866, 'rewards/reward_function/std': 0.038119176030159, 'reward': -0.04024999886751175, 'reward_std': 0.02396351397037506, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.05811250358819962, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.39}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0008197316201403737, 'learning_rate': 1.2182608695652171e-06, 'num_tokens': 3330212.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.05071071088314057, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.39}\n",
      "{'loss': 0.0, 'grad_norm': 0.4064784348011017, 'learning_rate': 1.2139130434782608e-06, 'num_tokens': 3349128.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.04300000071525574, 'rewards/reward_function/std': 0.03592054843902588, 'reward': -0.04300000071525574, 'reward_std': 0.020000000298023225, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.04689928088337183, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.4}\n",
      "{'loss': 0.0, 'grad_norm': 0.0007077863556332886, 'learning_rate': 1.2095652173913042e-06, 'num_tokens': 3367772.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.029749999940395355, 'rewards/reward_function/std': 0.013456279039382934, 'reward': -0.029749999940395355, 'reward_std': 0.006500000506639481, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.04771909397095442, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.4}\n",
      " 40%|██████████████▍                     | 924/2310 [2:45:33<4:05:43, 10.64s/it][reward] batch=925 total=7400 valid_json=86% valid_action=24% available=22% unterminated=14% cap_hit=24% multi_json=17% extra_text=24% avg_len=391 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_index\":5,\"incident\":\"MED-008\",\"title\":\"Batch Job Runaway\",\"phase\":\"response\",\"known_facts\":{\"logs_analytics\":[\"analy...\n",
      "{'loss': 0.0001, 'grad_norm': 0.0004711797519121319, 'learning_rate': 1.2052173913043478e-06, 'num_tokens': 3385968.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.033000001311302186, 'rewards/reward_function/std': 0.030420439690351485, 'reward': -0.033000001311302186, 'reward_std': 0.020505556464195253, 'frac_reward_zero_std': 0.7, 'completion_length': 96.0, 'kl': 0.06547662913799286, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.4}\n",
      "{'loss': 0.0, 'grad_norm': 0.0001548782311147079, 'learning_rate': 1.2008695652173913e-06, 'num_tokens': 3404256.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.03631250038743019, 'rewards/reward_function/std': 0.04613872095942497, 'reward': -0.03631250038743019, 'reward_std': 0.032625002413988115, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.047832634672522543, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.4}\n",
      "{'loss': 0.0001, 'grad_norm': 0.46633946895599365, 'learning_rate': 1.1965217391304347e-06, 'num_tokens': 3422512.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.030624999105930327, 'rewards/reward_function/std': 0.015389584004878998, 'reward': -0.030624999105930327, 'reward_std': 0.007930689305067063, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.051371299847960475, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.4}\n",
      "{'loss': 0.0001, 'grad_norm': 0.8565566539764404, 'learning_rate': 1.1921739130434783e-06, 'num_tokens': 3439292.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.05599999874830246, 'rewards/reward_function/std': 0.05047459006309509, 'reward': -0.05600000098347664, 'reward_std': 0.024871823191642762, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.06449094787240028, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.41}\n",
      "{'loss': 0.0001, 'grad_norm': 0.3762865662574768, 'learning_rate': 1.1878260869565218e-06, 'num_tokens': 3457540.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.0065000012516975405, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.06972343921661377, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.41}\n",
      " 41%|██████████████▊                     | 949/2310 [2:50:00<4:00:24, 10.60s/it][reward] batch=950 total=7600 valid_json=86% valid_action=24% available=21% unterminated=14% cap_hit=24% multi_json=17% extra_text=24% avg_len=392 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_index\":13,\"incident\":\"EASY-001\",\"title\":\"Auth Service Down\",\"phase\":\"response\",\"known_facts\":{\"kb_service_outage\":{\"...\n",
      "{'loss': 0.0001, 'grad_norm': 0.00041681303991936147, 'learning_rate': 1.1834782608695652e-06, 'num_tokens': 3476084.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.0369999997317791, 'rewards/reward_function/std': 0.04808325991034508, 'reward': -0.0369999997317791, 'reward_std': 0.03399999812245369, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.06619712598621845, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.41}\n",
      "{'loss': 0.0001, 'grad_norm': 0.44981738924980164, 'learning_rate': 1.1791304347826086e-06, 'num_tokens': 3494920.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.03125, 'rewards/reward_function/std': 0.03181980848312378, 'reward': -0.03125, 'reward_std': 0.02249999940395355, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.06318828836083412, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.41}\n",
      "{'loss': 0.0001, 'grad_norm': 0.001839499338530004, 'learning_rate': 1.174782608695652e-06, 'num_tokens': 3512508.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.03399999961256981, 'rewards/reward_function/std': 0.02468201592564583, 'reward': -0.03400000110268593, 'reward_std': 0.022255630046129227, 'frac_reward_zero_std': 0.7, 'completion_length': 96.0, 'kl': 0.08445580080151557, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.42}\n",
      "{'loss': 0.0001, 'grad_norm': 0.6168746948242188, 'learning_rate': 1.1704347826086955e-06, 'num_tokens': 3530948.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.030812499672174455, 'rewards/reward_function/std': 0.02722003757953644, 'reward': -0.030812499672174455, 'reward_std': 0.0216250017285347, 'frac_reward_zero_std': 0.6, 'completion_length': 96.0, 'kl': 0.08065112270414829, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.42}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0005680128815583885, 'learning_rate': 1.1660869565217391e-06, 'num_tokens': 3549604.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.07606057487428189, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.42}\n",
      " 42%|███████████████▏                    | 974/2310 [2:54:27<3:59:56, 10.78s/it][reward] batch=975 total=7800 valid_json=87% valid_action=23% available=21% unterminated=13% cap_hit=23% multi_json=16% extra_text=23% avg_len=392 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_index\":14,\"incident\":\"EASY-001\",\"title\":\"Auth Service Down\",\"phase\":\"response\",\"known_facts\":{\"kb_service_outage\":{\"...\n",
      "{'loss': 0.0001, 'grad_norm': 0.0009405435994267464, 'learning_rate': 1.1617391304347825e-06, 'num_tokens': 3567824.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.0530625008046627, 'rewards/reward_function/std': 0.06647422611713409, 'reward': -0.0530625008046627, 'reward_std': 0.04273312240839004, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.0814849279820919, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.42}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0004492110456340015, 'learning_rate': 1.157391304347826e-06, 'num_tokens': 3585452.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.03250000104308128, 'rewards/reward_function/std': 0.02954593449831009, 'reward': -0.032500000298023225, 'reward_std': 0.01997615247964859, 'frac_reward_zero_std': 0.7, 'completion_length': 96.0, 'kl': 0.07332050688564777, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.42}\n",
      "{'loss': 0.0001, 'grad_norm': 0.5758230686187744, 'learning_rate': 1.1530434782608696e-06, 'num_tokens': 3603692.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.06293750256299972, 'rewards/reward_function/std': 0.06703115701675415, 'reward': -0.06293750256299972, 'reward_std': 0.03613055646419525, 'frac_reward_zero_std': 0.7, 'completion_length': 96.0, 'kl': 0.08924637511372566, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.43}\n",
      "{'loss': 0.0001, 'grad_norm': 0.535807192325592, 'learning_rate': 1.148695652173913e-06, 'num_tokens': 3619120.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.05456250011920929, 'rewards/reward_function/std': 0.06576356813311576, 'reward': -0.05456250011920929, 'reward_std': 0.048824422806501386, 'frac_reward_zero_std': 0.6, 'completion_length': 96.0, 'kl': 0.09046152457594872, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.43}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0006449138163588941, 'learning_rate': 1.1443478260869567e-06, 'num_tokens': 3637172.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.04962499812245369, 'rewards/reward_function/std': 0.07571400329470634, 'reward': -0.04962500110268593, 'reward_std': 0.05251698270440101, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.060014506056904796, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.43}\n",
      " 43%|███████████████▌                    | 999/2310 [2:58:53<3:53:00, 10.66s/it][reward] batch=1000 total=8000 valid_json=87% valid_action=23% available=20% unterminated=13% cap_hit=23% multi_json=16% extra_text=23% avg_len=393 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step\":\"42/50\",\"incident\":\"MED-005\",\"title\":\"Database Replication Lag\",\"phase\":\"response\",\"known_facts\":{\"kb_service_outag...\n",
      "{'loss': 0.0001, 'grad_norm': 0.0014392577577382326, 'learning_rate': 1.1399999999999999e-06, 'num_tokens': 3656460.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.0065000012516975405, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.08851424157619477, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.43}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0011917941737920046, 'learning_rate': 1.1356521739130433e-06, 'num_tokens': 3675492.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.03474999964237213, 'rewards/reward_function/std': 0.04171930253505707, 'reward': -0.03474999964237213, 'reward_std': 0.029500001668930055, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.06292392835021018, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.44}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0005697738961316645, 'learning_rate': 1.131304347826087e-06, 'num_tokens': 3693976.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.021249999478459358, 'rewards/reward_function/std': 0.00353553406894207, 'reward': -0.021249999478459358, 'reward_std': 0.002500000037252903, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.07004670724272728, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.44}\n",
      "{'loss': 0.0001, 'grad_norm': 0.5450700521469116, 'learning_rate': 1.1269565217391304e-06, 'num_tokens': 3711544.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.03274999856948853, 'rewards/reward_function/std': 0.036062443256378175, 'reward': -0.03274999856948853, 'reward_std': 0.025499999523162842, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.07378631979227065, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.44}\n",
      "{'loss': 0.0001, 'grad_norm': 0.001566321705467999, 'learning_rate': 1.1226086956521738e-06, 'num_tokens': 3729356.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.04125000014901161, 'rewards/reward_function/std': 0.050610121339559555, 'reward': -0.04125000014901161, 'reward_std': 0.042500002682209014, 'frac_reward_zero_std': 0.7, 'completion_length': 96.0, 'kl': 0.08964153341948985, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.44}\n",
      " 44%|███████████████▌                   | 1024/2310 [3:03:21<3:47:10, 10.60s/it][reward] batch=1025 total=8200 valid_json=87% valid_action=22% available=20% unterminated=13% cap_hit=22% multi_json=16% extra_text=22% avg_len=393 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_id\":23,\"incident\":\"EASY-002\",\"title\":\"Database Connection Pool\",\"phase\":\"response\",\"known_facts\":{\"kb_service_outage...\n",
      "{'loss': 0.0001, 'grad_norm': 0.5037672519683838, 'learning_rate': 1.1182608695652174e-06, 'num_tokens': 3746892.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.045375002175569536, 'rewards/reward_function/std': 0.05015993043780327, 'reward': -0.045375002175569536, 'reward_std': 0.03204775005578995, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.07024580985307693, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.44}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0014685805654153228, 'learning_rate': 1.1139130434782609e-06, 'num_tokens': 3763748.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.03899999856948853, 'rewards/reward_function/std': 0.01706290990114212, 'reward': -0.03900000005960465, 'reward_std': 0.017679968476295473, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.07887134440243244, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.45}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0005319375777617097, 'learning_rate': 1.1095652173913043e-06, 'num_tokens': 3781872.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.032999999821186066, 'rewards/reward_function/std': 0.013897585868835449, 'reward': -0.032999999821186066, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.06976211220026016, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.45}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0008239784510806203, 'learning_rate': 1.105217391304348e-06, 'num_tokens': 3800600.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.0065000012516975405, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.09508960247039795, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.45}\n",
      "{'loss': 0.0001, 'grad_norm': 0.598626434803009, 'learning_rate': 1.1008695652173912e-06, 'num_tokens': 3818708.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.05174999982118607, 'rewards/reward_function/std': 0.08980256244540215, 'reward': -0.05174999982118607, 'reward_std': 0.06350000053644181, 'frac_reward_zero_std': 0.7, 'completion_length': 96.0, 'kl': 0.06412300150841474, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.45}\n",
      " 45%|███████████████▉                   | 1049/2310 [3:07:47<3:44:41, 10.69s/it][reward] batch=1050 total=8400 valid_json=87% valid_action=22% available=19% unterminated=13% cap_hit=22% multi_json=15% extra_text=22% avg_len=393 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"${action}\",\"incident\":\"${incident}\",\"title\":\"${title}\",\"phase\":\"${phase}\",\"step\":\"${step}\",\"system_status\":{\"analytics\":\"${analytics_status}\",\"...\n",
      "{'loss': 0.0001, 'grad_norm': 0.9302705526351929, 'learning_rate': 1.0965217391304346e-06, 'num_tokens': 3835720.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.06806250214576721, 'rewards/reward_function/std': 0.0900605320930481, 'reward': -0.06806250214576721, 'reward_std': 0.07292364910244942, 'frac_reward_zero_std': 0.6, 'completion_length': 96.0, 'kl': 0.09145775176584721, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.45}\n",
      "{'loss': 0.0001, 'grad_norm': 0.000733077758923173, 'learning_rate': 1.0921739130434782e-06, 'num_tokens': 3854576.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.06454174406826496, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.46}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0009926245547831059, 'learning_rate': 1.0878260869565217e-06, 'num_tokens': 3873116.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.06870567426085472, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.46}\n",
      "{'loss': 0.0001, 'grad_norm': 0.5058377981185913, 'learning_rate': 1.083478260869565e-06, 'num_tokens': 3890648.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.04675000011920929, 'rewards/reward_function/std': 0.05989143252372742, 'reward': -0.04675000160932541, 'reward_std': 0.04006957858800888, 'frac_reward_zero_std': 0.7, 'completion_length': 96.0, 'kl': 0.07678329721093177, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.46}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0020123885478824377, 'learning_rate': 1.0791304347826087e-06, 'num_tokens': 3909212.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.0065000012516975405, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.0748000219464302, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.46}\n",
      " 46%|████████████████▎                  | 1074/2310 [3:12:13<3:42:45, 10.81s/it][reward] batch=1075 total=8600 valid_json=87% valid_action=21% available=19% unterminated=13% cap_hit=21% multi_json=15% extra_text=21% avg_len=394 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_idx\":5,\"incident\":\"EASY-002\",\"title\":\"Database Connection Pool\",\"phase\":\"response\",\"known_facts\":{\"kb:service outage...\n",
      "{'loss': 0.0001, 'grad_norm': 0.0008778339251875877, 'learning_rate': 1.0747826086956521e-06, 'num_tokens': 3927348.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.06576345060020686, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.47}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0007318121497519314, 'learning_rate': 1.0704347826086958e-06, 'num_tokens': 3946140.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.026500000804662704, 'rewards/reward_function/std': 0.018384777009487152, 'reward': -0.026500000804662704, 'reward_std': 0.013000001013278962, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.07003887556493282, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.47}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0012153313728049397, 'learning_rate': 1.0660869565217392e-06, 'num_tokens': 3964516.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.029749999940395355, 'rewards/reward_function/std': 0.013456279039382934, 'reward': -0.029749999940395355, 'reward_std': 0.006500000506639481, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.09365007057785987, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.47}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0006307705771178007, 'learning_rate': 1.0617391304347824e-06, 'num_tokens': 3982140.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.04074999988079071, 'rewards/reward_function/std': 0.07377385422587394, 'reward': -0.04074999988079071, 'reward_std': 0.052450704574584964, 'frac_reward_zero_std': 0.7, 'completion_length': 96.0, 'kl': 0.0822230912744999, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.47}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0004520100192166865, 'learning_rate': 1.057391304347826e-06, 'num_tokens': 4000440.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.026500000804662704, 'rewards/reward_function/std': 0.018384777009487152, 'reward': -0.026500000804662704, 'reward_std': 0.01300000175833702, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.07868371568620205, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.47}\n",
      " 48%|████████████████▋                  | 1099/2310 [3:16:41<3:36:31, 10.73s/it][reward] batch=1100 total=8800 valid_json=88% valid_action=21% available=19% unterminated=12% cap_hit=21% multi_json=15% extra_text=21% avg_len=394 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_index\":21,\"incident\":\"EASY-001\",\"title\":\"Auth Service Down\",\"phase\":\"response\",\"known_facts\":{\"kb_service_outage\":{\"...\n",
      "{'loss': 0.0001, 'grad_norm': 0.001472518895752728, 'learning_rate': 1.0530434782608695e-06, 'num_tokens': 4020352.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.0713862981647253, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.48}\n",
      "{'loss': 0.0001, 'grad_norm': 0.49343180656433105, 'learning_rate': 1.048695652173913e-06, 'num_tokens': 4039496.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.03300000205636024, 'rewards/reward_function/std': 0.036769554018974304, 'reward': -0.03300000205636024, 'reward_std': 0.02600000277161598, 'frac_reward_zero_std': 0.6, 'completion_length': 96.0, 'kl': 0.08711553737521172, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.48}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0013563535176217556, 'learning_rate': 1.0443478260869566e-06, 'num_tokens': 4056188.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.050750000029802324, 'rewards/reward_function/std': 0.060112493485212325, 'reward': -0.050750000029802324, 'reward_std': 0.038254264742136, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.08482521921396255, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.48}\n",
      "{'loss': 0.0001, 'grad_norm': 0.000953373615629971, 'learning_rate': 1.04e-06, 'num_tokens': 4075564.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.05813234075903893, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.48}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0011549839982762933, 'learning_rate': 1.0356521739130434e-06, 'num_tokens': 4094076.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.03375000059604645, 'rewards/reward_function/std': 0.021392589807510375, 'reward': -0.03374999910593033, 'reward_std': 0.011870832741260528, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.06055382490158081, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.48}\n",
      " 49%|█████████████████                  | 1124/2310 [3:21:07<3:29:27, 10.60s/it][reward] batch=1125 total=9000 valid_json=88% valid_action=20% available=18% unterminated=12% cap_hit=20% multi_json=14% extra_text=20% avg_len=394 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_index\":21,\"incident\":\"EASY-002\",\"title\":\"Database Connection Pool\",\"phase\":\"response\",\"known_facts\":{\"kb_service_out...\n",
      "{'loss': 0.0001, 'grad_norm': 0.0006372772622853518, 'learning_rate': 1.031304347826087e-06, 'num_tokens': 4112304.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.039249999821186064, 'rewards/reward_function/std': 0.05444722175598145, 'reward': -0.039249999821186064, 'reward_std': 0.03850000239908695, 'frac_reward_zero_std': 0.7, 'completion_length': 96.0, 'kl': 0.10888761729001999, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.49}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0006585269584320486, 'learning_rate': 1.0269565217391305e-06, 'num_tokens': 4130296.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.006500000506639481, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.06169004589319229, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.49}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0011367612751200795, 'learning_rate': 1.0226086956521737e-06, 'num_tokens': 4148892.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.07599099520593881, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.49}\n",
      "{'loss': 0.0001, 'grad_norm': 0.000512919039465487, 'learning_rate': 1.0182608695652173e-06, 'num_tokens': 4167044.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.04412499964237213, 'rewards/reward_function/std': 0.044875028729438785, 'reward': -0.04412500262260437, 'reward_std': 0.028047949075698853, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.06969065088778734, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.49}\n",
      "{'loss': 0.0001, 'grad_norm': 0.001463618827983737, 'learning_rate': 1.0139130434782608e-06, 'num_tokens': 4185856.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.029749999940395355, 'rewards/reward_function/std': 0.013456279039382934, 'reward': -0.029749999940395355, 'reward_std': 0.006500000506639481, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.06127146519720554, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.5}\n",
      " 50%|█████████████████▍                 | 1149/2310 [3:25:33<3:26:25, 10.67s/it][reward] batch=1150 total=9200 valid_json=88% valid_action=20% available=18% unterminated=12% cap_hit=20% multi_json=14% extra_text=20% avg_len=395 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_idx\":43,\"incident\":\"MED-008\",\"title\":\"Batch Job Runaway\",\"phase\":\"response\",\"known_facts\":{\"kb_service_outage\":{\"hit...\n",
      "{'loss': 0.0001, 'grad_norm': 0.0013026823289692402, 'learning_rate': 1.0095652173913042e-06, 'num_tokens': 4204776.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.08209252692759036, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.5}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0006799691473133862, 'learning_rate': 1.0052173913043478e-06, 'num_tokens': 4224556.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.06930409148335456, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.5}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0007701274589635432, 'learning_rate': 1.0008695652173913e-06, 'num_tokens': 4242680.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.04518750011920929, 'rewards/reward_function/std': 0.03998119235038757, 'reward': -0.04518750309944153, 'reward_std': 0.02257245182991028, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.06250527873635292, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.5}\n",
      "{'loss': 0.0001, 'grad_norm': 0.30428546667099, 'learning_rate': 9.965217391304347e-07, 'num_tokens': 4261468.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.026500000804662704, 'rewards/reward_function/std': 0.018384777009487152, 'reward': -0.026500000804662704, 'reward_std': 0.01300000175833702, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.0603462740778923, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.5}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0004936655168421566, 'learning_rate': 9.921739130434781e-07, 'num_tokens': 4278720.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023874999210238456, 'rewards/reward_function/std': 0.010960155352950095, 'reward': -0.023874999210238456, 'reward_std': 0.00775000024586916, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.07012623753398657, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.51}\n",
      " 51%|█████████████████▊                 | 1174/2310 [3:29:59<3:23:32, 10.75s/it][reward] batch=1175 total=9400 valid_json=88% valid_action=20% available=18% unterminated=12% cap_hit=20% multi_json=14% extra_text=20% avg_len=395 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"probe_service\",\"service_name\":\"auth\",\"incident\":\"EASY-001\",\"title\":\"Auth Service Down\",\"phase\":\"investigation\",\"step\":\"1/40\",\"known_facts\":{\"sy...\n",
      "{'loss': 0.0001, 'grad_norm': 0.3999772369861603, 'learning_rate': 9.878260869565218e-07, 'num_tokens': 4297184.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.0065000012516975405, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.07567891515791417, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.51}\n",
      "{'loss': 0.0001, 'grad_norm': 0.001572554698213935, 'learning_rate': 9.834782608695652e-07, 'num_tokens': 4315524.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.031062500178813936, 'rewards/reward_function/std': 0.03128947913646698, 'reward': -0.031062500178813936, 'reward_std': 0.022124999761581422, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.06350188739597798, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.51}\n",
      "{'loss': 0.0001, 'grad_norm': 0.495740681886673, 'learning_rate': 9.791304347826086e-07, 'num_tokens': 4333008.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.05075000077486038, 'rewards/reward_function/std': 0.0418952576816082, 'reward': -0.05075000077486038, 'reward_std': 0.01552116423845291, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.07567041255533695, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.51}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0014220227021723986, 'learning_rate': 9.74782608695652e-07, 'num_tokens': 4350820.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.03274999856948853, 'rewards/reward_function/std': 0.036062443256378175, 'reward': -0.03274999856948853, 'reward_std': 0.025499999523162842, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.06992847360670566, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.52}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0006579588516615331, 'learning_rate': 9.704347826086957e-07, 'num_tokens': 4369056.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.0065000012516975405, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.08193344697356224, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.52}\n",
      " 52%|██████████████████▏                | 1199/2310 [3:34:25<3:18:05, 10.70s/it][reward] batch=1200 total=9600 valid_json=88% valid_action=19% available=17% unterminated=12% cap_hit=19% multi_json=14% extra_text=19% avg_len=395 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_index\":4,\"incident\":\"MED-005\",\"title\":\"Database Replication Lag\",\"phase\":\"response\",\"known_facts\":{\"kb_service_outag...\n",
      "{'loss': 0.0001, 'grad_norm': 0.0008522826828993857, 'learning_rate': 9.660869565217391e-07, 'num_tokens': 4387872.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.0065000012516975405, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.07963206171989441, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.52}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0004991055466234684, 'learning_rate': 9.617391304347825e-07, 'num_tokens': 4407492.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.06802961975336075, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.52}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0017054593190550804, 'learning_rate': 9.57391304347826e-07, 'num_tokens': 4424656.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.0338749997317791, 'rewards/reward_function/std': 0.03924442976713181, 'reward': -0.0338749997317791, 'reward_std': 0.02774999961256981, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.051686845161020754, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.52}\n",
      "{'loss': 0.0001, 'grad_norm': 0.7384173274040222, 'learning_rate': 9.530434782608695e-07, 'num_tokens': 4441468.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.0065000012516975405, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.06335943378508091, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.53}\n",
      "{'loss': 0.0001, 'grad_norm': 0.002236288972198963, 'learning_rate': 9.48695652173913e-07, 'num_tokens': 4459224.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.07400615960359573, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.53}\n",
      " 53%|██████████████████▌                | 1224/2310 [3:38:52<3:12:41, 10.65s/it][reward] batch=1225 total=9800 valid_json=89% valid_action=19% available=17% unterminated=11% cap_hit=19% multi_json=13% extra_text=19% avg_len=396 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step\":\"11/40\",\"incident\":\"EASY-002\",\"title\":\"Database Connection Pool\",\"phase\":\"response\",\"known_facts\":{\"kb_service_outa...\n",
      "{'loss': 0.0001, 'grad_norm': 0.001063500763848424, 'learning_rate': 9.443478260869565e-07, 'num_tokens': 4477592.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.06497060731053353, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.53}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0012125344946980476, 'learning_rate': 9.399999999999999e-07, 'num_tokens': 4494904.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.08742975667119027, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.53}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0008666735957376659, 'learning_rate': 9.356521739130434e-07, 'num_tokens': 4512160.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.0458749994635582, 'rewards/reward_function/std': 0.05906466916203499, 'reward': -0.0458749994635582, 'reward_std': 0.0387500025331974, 'frac_reward_zero_std': 0.7, 'completion_length': 96.0, 'kl': 0.0736402902752161, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.53}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0006596767925657332, 'learning_rate': 9.31304347826087e-07, 'num_tokens': 4529688.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.026500000059604643, 'rewards/reward_function/std': 0.012035662680864334, 'reward': -0.026500000059604643, 'reward_std': 0.007505553960800171, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.06837566085159778, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.54}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0006492267712019384, 'learning_rate': 9.269565217391304e-07, 'num_tokens': 4547724.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.03374999910593033, 'rewards/reward_function/std': 0.038890871405601504, 'reward': -0.03374999910593033, 'reward_std': 0.02750000059604645, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.0723028913140297, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.54}\n",
      " 54%|██████████████████▉                | 1249/2310 [3:43:16<3:09:05, 10.69s/it][reward] batch=1250 total=10000 valid_json=89% valid_action=19% available=17% unterminated=11% cap_hit=19% multi_json=13% extra_text=19% avg_len=396 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_idx\":38,\"incident\":\"MED-008\",\"title\":\"Batch Job Runaway\",\"phase\":\"response\",\"known_facts\":{\"kb_service_outage\":{\"hit...\n",
      "{'loss': 0.0001, 'grad_norm': 0.0008143231389112771, 'learning_rate': 9.226086956521739e-07, 'num_tokens': 4567388.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.07775955200195313, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.54}\n",
      "{'loss': 0.0001, 'grad_norm': 0.001403562375344336, 'learning_rate': 9.182608695652174e-07, 'num_tokens': 4585808.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.006500000506639481, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.08286369293928146, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.54}\n",
      "{'loss': 0.0001, 'grad_norm': 0.40323778986930847, 'learning_rate': 9.139130434782608e-07, 'num_tokens': 4604028.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.039500001817941666, 'rewards/reward_function/std': 0.022648667544126512, 'reward': -0.039500001817941666, 'reward_std': 0.013000002503395081, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.08299068920314312, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.55}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0005749915726482868, 'learning_rate': 9.095652173913043e-07, 'num_tokens': 4621884.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.04674999937415123, 'rewards/reward_function/std': 0.05278845727443695, 'reward': -0.04674999937415123, 'reward_std': 0.02750000059604645, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.06759165450930596, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.55}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0010946550173684955, 'learning_rate': 9.052173913043478e-07, 'num_tokens': 4639884.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.037000001221895215, 'rewards/reward_function/std': 0.02880106046795845, 'reward': -0.0369999997317791, 'reward_std': 0.016412115842103957, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.082481649518013, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.55}\n",
      " 55%|███████████████████▎               | 1274/2310 [3:47:45<3:03:45, 10.64s/it][reward] batch=1275 total=10200 valid_json=89% valid_action=18% available=16% unterminated=11% cap_hit=18% multi_json=13% extra_text=18% avg_len=396 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_id\":\"21/40\",\"incident\":\"EASY-001\",\"title\":\"Auth Service Down\",\"phase\":\"response\",\"known_facts\":{\"kb_service_outage\":...\n",
      "{'loss': 0.0001, 'grad_norm': 0.0005579387652687728, 'learning_rate': 9.008695652173912e-07, 'num_tokens': 4657416.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.052453428879380225, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.55}\n",
      "{'loss': 0.0001, 'grad_norm': 0.000928780937101692, 'learning_rate': 8.965217391304347e-07, 'num_tokens': 4676056.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.056987667083740236, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.55}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0006216601468622684, 'learning_rate': 8.921739130434782e-07, 'num_tokens': 4694332.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.0771436981856823, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.56}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0007838602759875357, 'learning_rate': 8.878260869565218e-07, 'num_tokens': 4713656.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.006500000506639481, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.07756300717592239, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.56}\n",
      "{'loss': 0.0001, 'grad_norm': 0.000657960947137326, 'learning_rate': 8.834782608695652e-07, 'num_tokens': 4730648.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.06912500113248825, 'rewards/reward_function/std': 0.11733507215976716, 'reward': -0.06912500113248825, 'reward_std': 0.07954775094985962, 'frac_reward_zero_std': 0.7, 'completion_length': 96.0, 'kl': 0.07422699369490146, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.56}\n",
      " 56%|███████████████████▋               | 1299/2310 [3:52:10<3:00:31, 10.71s/it][reward] batch=1300 total=10400 valid_json=89% valid_action=18% available=16% unterminated=11% cap_hit=18% multi_json=13% extra_text=18% avg_len=397 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_index\":8,\"incident\":\"EASY-003\",\"title\":\"Notification Queue Overflow\",\"phase\":\"response\",\"known_facts\":{\"kb_service_o...\n",
      "{'loss': 0.0001, 'grad_norm': 0.000964183418545872, 'learning_rate': 8.791304347826086e-07, 'num_tokens': 4749256.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.029750000685453415, 'rewards/reward_function/std': 0.02122805118560791, 'reward': -0.029750000685453415, 'reward_std': 0.014005555212497712, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.08775781169533729, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.56}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0007756598060950637, 'learning_rate': 8.747826086956522e-07, 'num_tokens': 4766836.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.03625000044703484, 'rewards/reward_function/std': 0.02549194172024727, 'reward': -0.03625000044703484, 'reward_std': 0.014005554467439651, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.06393648870289326, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.56}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0018101978348568082, 'learning_rate': 8.704347826086956e-07, 'num_tokens': 4786592.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.07680459469556808, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.57}\n",
      "{'loss': 0.0001, 'grad_norm': 0.001072523882612586, 'learning_rate': 8.660869565217391e-07, 'num_tokens': 4805812.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.0569110244512558, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.57}\n",
      "{'loss': 0.0001, 'grad_norm': 0.4557446539402008, 'learning_rate': 8.617391304347825e-07, 'num_tokens': 4823592.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.029750000685453415, 'rewards/reward_function/std': 0.02122805118560791, 'reward': -0.029750000685453415, 'reward_std': 0.014005555212497712, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.07560917250812053, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.57}\n",
      " 57%|████████████████████               | 1324/2310 [3:56:39<2:55:13, 10.66s/it][reward] batch=1325 total=10600 valid_json=89% valid_action=18% available=16% unterminated=11% cap_hit=18% multi_json=12% extra_text=18% avg_len=397 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_index\":37,\"incident\":\"EASY-002\",\"title\":\"Database Connection Pool\",\"phase\":\"response\",\"known_facts\":{\"kb:service out...\n",
      "{'loss': 0.0001, 'grad_norm': 0.0007817354635335505, 'learning_rate': 8.57391304347826e-07, 'num_tokens': 4841620.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.08865109160542488, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.57}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0005903330165892839, 'learning_rate': 8.530434782608695e-07, 'num_tokens': 4859960.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.07000605873763562, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.58}\n",
      "{'loss': 0.0001, 'grad_norm': 0.45894548296928406, 'learning_rate': 8.48695652173913e-07, 'num_tokens': 4876496.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.026500000804662704, 'rewards/reward_function/std': 0.018384777009487152, 'reward': -0.026500000804662704, 'reward_std': 0.013000002503395081, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.1084769107401371, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.58}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0010054409503936768, 'learning_rate': 8.443478260869566e-07, 'num_tokens': 4894128.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.03306249976158142, 'rewards/reward_function/std': 0.036946332454681395, 'reward': -0.03306249976158142, 'reward_std': 0.026125001907348632, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.07624740973114967, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.58}\n",
      "{'loss': 0.0001, 'grad_norm': 0.00038984211278147995, 'learning_rate': 8.399999999999999e-07, 'num_tokens': 4912184.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.0065000012516975405, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.07161085568368435, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.58}\n",
      " 58%|████████████████████▍              | 1349/2310 [4:01:05<2:47:16, 10.44s/it][reward] batch=1350 total=10800 valid_json=89% valid_action=17% available=15% unterminated=11% cap_hit=17% multi_json=12% extra_text=17% avg_len=397 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_id\":18,\"incident\":\"EASY-001\",\"title\":\"Auth Service Down\",\"phase\":\"response\",\"known_facts\":{\"kb_service_outage\":{\"hit...\n",
      "{'loss': 0.0001, 'grad_norm': 0.0014599405694752932, 'learning_rate': 8.356521739130434e-07, 'num_tokens': 4930044.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.03956250101327896, 'rewards/reward_function/std': 0.05533110946416855, 'reward': -0.03956250101327896, 'reward_std': 0.03912500366568565, 'frac_reward_zero_std': 0.7, 'completion_length': 96.0, 'kl': 0.0730517078191042, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.58}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0016636489890515804, 'learning_rate': 8.31304347826087e-07, 'num_tokens': 4949104.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.07102972194552422, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.59}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0007993429899215698, 'learning_rate': 8.269565217391304e-07, 'num_tokens': 4967384.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.08665984980762005, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.59}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0004826794611290097, 'learning_rate': 8.226086956521738e-07, 'num_tokens': 4985692.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.05187500193715096, 'rewards/reward_function/std': 0.054423820972442624, 'reward': -0.05187500193715096, 'reward_std': 0.032047749310731885, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.07333250381052495, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.59}\n",
      "{'loss': 0.0001, 'grad_norm': 0.48876073956489563, 'learning_rate': 8.182608695652174e-07, 'num_tokens': 5003232.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.02799999937415123, 'rewards/reward_function/std': 0.022627416998147964, 'reward': -0.02799999937415123, 'reward_std': 0.016000000387430192, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.06709025613963604, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.59}\n",
      " 59%|████████████████████▊              | 1374/2310 [4:05:32<2:48:34, 10.81s/it][reward] batch=1375 total=11000 valid_json=90% valid_action=17% available=15% unterminated=10% cap_hit=17% multi_json=12% extra_text=17% avg_len=397 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_index\":43,\"incident\":\"MED-005\",\"title\":\"Database Replication Lag\",\"phase\":\"response\",\"known_facts\":{\"kb_service_outa...\n",
      "{'loss': 0.0001, 'grad_norm': 0.00032995801302604377, 'learning_rate': 8.139130434782609e-07, 'num_tokens': 5023108.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.026500000059604643, 'rewards/reward_function/std': 0.012035662680864334, 'reward': -0.026500000059604643, 'reward_std': 0.007505553960800171, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.07157229147851467, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.6}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0010831283871084452, 'learning_rate': 8.095652173913043e-07, 'num_tokens': 5041140.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.07902341969311237, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.6}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0003978174354415387, 'learning_rate': 8.052173913043477e-07, 'num_tokens': 5058744.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.0639851737767458, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.6}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0011537028476595879, 'learning_rate': 8.008695652173913e-07, 'num_tokens': 5076208.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.0065000012516975405, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.10111410543322563, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.6}\n",
      "{'loss': 0.0001, 'grad_norm': 0.00046238891081884503, 'learning_rate': 7.965217391304347e-07, 'num_tokens': 5095128.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.07515128031373024, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.6}\n",
      " 61%|█████████████████████▏             | 1399/2310 [4:09:59<2:40:20, 10.56s/it][reward] batch=1400 total=11200 valid_json=90% valid_action=17% available=15% unterminated=10% cap_hit=17% multi_json=12% extra_text=17% avg_len=397 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_idx\":38,\"incident\":\"EASY-001\",\"title\":\"Auth Service Down\",\"phase\":\"response\",\"known_facts\":{\"kb_service_outage\":{\"hi...\n",
      "{'loss': 0.0001, 'grad_norm': 0.0013172568287700415, 'learning_rate': 7.921739130434782e-07, 'num_tokens': 5113740.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.07764776088297368, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.61}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0016557653434574604, 'learning_rate': 7.878260869565218e-07, 'num_tokens': 5132392.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.07243694253265857, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.61}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0008446565479971468, 'learning_rate': 7.834782608695651e-07, 'num_tokens': 5150460.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.029749999940395355, 'rewards/reward_function/std': 0.013456279039382934, 'reward': -0.029749999940395355, 'reward_std': 0.006500000506639481, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.07237363643944264, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.61}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0026095081120729446, 'learning_rate': 7.791304347826086e-07, 'num_tokens': 5168616.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.042750000953674316, 'rewards/reward_function/std': 0.03512563705444336, 'reward': -0.042750000953674316, 'reward_std': 0.014005555212497712, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.06924341768026351, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.61}\n",
      "{'loss': 0.0001, 'grad_norm': 0.002609189599752426, 'learning_rate': 7.747826086956522e-07, 'num_tokens': 5186532.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.07202703654766082, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.61}\n",
      " 62%|█████████████████████▌             | 1424/2310 [4:14:28<2:39:15, 10.79s/it][reward] batch=1425 total=11400 valid_json=90% valid_action=16% available=15% unterminated=10% cap_hit=16% multi_json=12% extra_text=16% avg_len=398 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_index\":15,\"incident\":\"EASY-001\",\"title\":\"Auth Service Down\",\"phase\":\"response\",\"known_facts\":{\"kb_service_outage\":{\"...\n",
      "{'loss': 0.0001, 'grad_norm': 0.00040629267459735274, 'learning_rate': 7.704347826086957e-07, 'num_tokens': 5205608.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.006500000506639481, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.08122757747769356, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.62}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0007778310100547969, 'learning_rate': 7.66086956521739e-07, 'num_tokens': 5222768.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.07162117511034012, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.62}\n",
      "{'loss': 0.0001, 'grad_norm': 0.000724154117051512, 'learning_rate': 7.617391304347826e-07, 'num_tokens': 5239844.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.031062500178813936, 'rewards/reward_function/std': 0.03128947913646698, 'reward': -0.031062500178813936, 'reward_std': 0.022124999761581422, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.08005243167281151, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.62}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0006877570995129645, 'learning_rate': 7.573913043478261e-07, 'num_tokens': 5258400.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.006500000506639481, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.07146865837275981, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.62}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0021600453183054924, 'learning_rate': 7.530434782608695e-07, 'num_tokens': 5276540.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.026500000059604643, 'rewards/reward_function/std': 0.012035662680864334, 'reward': -0.026500000059604643, 'reward_std': 0.007505553960800171, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.08787164948880673, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.63}\n",
      " 63%|█████████████████████▉             | 1449/2310 [4:18:55<2:33:09, 10.67s/it][reward] batch=1450 total=11600 valid_json=90% valid_action=16% available=14% unterminated=10% cap_hit=16% multi_json=11% extra_text=16% avg_len=398 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_id\":28,\"incident\":\"EASY-001\",\"title\":\"Auth Service Down\",\"phase\":\"response\",\"known_facts\":{\"kb_service_outage\":{\"hit...\n",
      "{'loss': 0.0001, 'grad_norm': 0.0007228258764371276, 'learning_rate': 7.48695652173913e-07, 'num_tokens': 5294100.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.03431250080466271, 'rewards/reward_function/std': 0.040481867641210555, 'reward': -0.03431250080466271, 'reward_std': 0.028625001013278962, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.08278648667037487, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.63}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0006510657840408385, 'learning_rate': 7.443478260869565e-07, 'num_tokens': 5312516.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.06796920076012611, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.63}\n",
      "{'loss': 0.0001, 'grad_norm': 0.000335950666340068, 'learning_rate': 7.4e-07, 'num_tokens': 5331212.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.059982436895370486, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.63}\n",
      "{'loss': 0.0001, 'grad_norm': 0.00034197766217403114, 'learning_rate': 7.356521739130434e-07, 'num_tokens': 5349936.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.05174026191234589, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.63}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0006820409325882792, 'learning_rate': 7.31304347826087e-07, 'num_tokens': 5368016.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.06884948462247849, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.64}\n",
      " 64%|██████████████████████▎            | 1474/2310 [4:23:21<2:29:46, 10.75s/it][reward] batch=1475 total=11800 valid_json=90% valid_action=16% available=14% unterminated=10% cap_hit=16% multi_json=11% extra_text=16% avg_len=398 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_idx\":19,\"incident\":\"EASY-001\",\"title\":\"Auth Service Down\",\"phase\":\"response\",\"known_facts\":{\"kb_service_outage\":{\"hi...\n",
      "{'loss': 0.0001, 'grad_norm': 0.0006549403769895434, 'learning_rate': 7.269565217391304e-07, 'num_tokens': 5386768.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.04125000014901161, 'rewards/reward_function/std': 0.0537549652159214, 'reward': -0.04125000014901161, 'reward_std': 0.03700555562973022, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.0679080631583929, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.64}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0008951962809078395, 'learning_rate': 7.226086956521738e-07, 'num_tokens': 5405336.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.006500000506639481, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.0708772674202919, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.64}\n",
      "{'loss': 0.0001, 'grad_norm': 0.31857267022132874, 'learning_rate': 7.182608695652174e-07, 'num_tokens': 5422232.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.033000001311302186, 'rewards/reward_function/std': 0.030420439690351485, 'reward': -0.033000001311302186, 'reward_std': 0.026000005006790162, 'frac_reward_zero_std': 0.6, 'completion_length': 96.0, 'kl': 0.05130856707692146, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.64}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0007335556438192725, 'learning_rate': 7.139130434782609e-07, 'num_tokens': 5440820.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.0065000012516975405, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.06828635148704051, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.65}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0007086272817105055, 'learning_rate': 7.095652173913042e-07, 'num_tokens': 5459548.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.06823286898434162, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.65}\n",
      " 65%|██████████████████████▋            | 1499/2310 [4:27:49<2:22:45, 10.56s/it][reward] batch=1500 total=12000 valid_json=90% valid_action=16% available=14% unterminated=10% cap_hit=16% multi_json=11% extra_text=16% avg_len=398 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"fetch_logs\",\"incident\":\"EASY-002\",\"title\":\"Database Connection Pool\",\"phase\":\"investigation\",\"step\":\"1/40\",\"known_facts\":{\"system_status\":{\"aut...\n",
      "{'loss': 0.0001, 'grad_norm': 0.0004961705999448895, 'learning_rate': 7.052173913043477e-07, 'num_tokens': 5477216.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.05198632627725601, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.65}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0011151102371513844, 'learning_rate': 7.008695652173913e-07, 'num_tokens': 5494328.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.0065000012516975405, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.07693573608994483, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.65}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0006464712787419558, 'learning_rate': 6.965217391304348e-07, 'num_tokens': 5512740.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.06677970252931117, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.65}\n",
      "{'loss': 0.0001, 'grad_norm': 0.5901532173156738, 'learning_rate': 6.921739130434782e-07, 'num_tokens': 5530808.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.05656249970197678, 'rewards/reward_function/std': 0.08929348066449165, 'reward': -0.05656249970197678, 'reward_std': 0.06012500301003456, 'frac_reward_zero_std': 0.7, 'completion_length': 96.0, 'kl': 0.06409745216369629, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.66}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0014333281433209777, 'learning_rate': 6.878260869565217e-07, 'num_tokens': 5549200.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.07909895330667496, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.66}\n",
      " 66%|███████████████████████            | 1524/2310 [4:32:17<2:21:02, 10.77s/it][reward] batch=1525 total=12200 valid_json=90% valid_action=15% available=14% unterminated=10% cap_hit=15% multi_json=11% extra_text=15% avg_len=398 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_idx\":10,\"incident\":\"EASY-001\",\"title\":\"Auth Service Down\",\"phase\":\"response\",\"known_facts\":{\"kb:service outage\":{\"hi...\n",
      "{'loss': 0.0001, 'grad_norm': 0.0010233657667413354, 'learning_rate': 6.834782608695652e-07, 'num_tokens': 5567692.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.006500000506639481, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.05263904184103012, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.66}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0010152010945603251, 'learning_rate': 6.791304347826086e-07, 'num_tokens': 5586572.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.06699990071356296, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.66}\n",
      "{'loss': 0.0001, 'grad_norm': 0.004020181484520435, 'learning_rate': 6.747826086956522e-07, 'num_tokens': 5605592.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.06682665348052978, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.66}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0006049540243111551, 'learning_rate': 6.704347826086956e-07, 'num_tokens': 5623796.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.06801494285464287, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.67}\n",
      "{'loss': 0.0001, 'grad_norm': 1.006455659866333, 'learning_rate': 6.66086956521739e-07, 'num_tokens': 5642064.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.0065000012516975405, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.05328525844961405, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.67}\n",
      " 67%|███████████████████████▍           | 1549/2310 [4:36:46<2:17:01, 10.80s/it][reward] batch=1550 total=12400 valid_json=90% valid_action=15% available=13% unterminated=10% cap_hit=15% multi_json=11% extra_text=15% avg_len=399 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"incident\":\"EASY-003\",\"title\":\"Notification Queue Overflow\",\"phase\":\"response\",\"step\":\"21/40\",\"known_facts\":{\"kb_service_o...\n",
      "{'loss': 0.0001, 'grad_norm': 0.000507724063936621, 'learning_rate': 6.617391304347826e-07, 'num_tokens': 5660716.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.06361021064221858, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.67}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0007053265580907464, 'learning_rate': 6.573913043478261e-07, 'num_tokens': 5679032.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.0065000012516975405, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.06575540006160736, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.67}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0005733480793423951, 'learning_rate': 6.530434782608696e-07, 'num_tokens': 5697260.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.04375, 'rewards/reward_function/std': 0.06717514395713806, 'reward': -0.04375, 'reward_std': 0.047500002384185794, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.06046438924968243, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.68}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0006228472338989377, 'learning_rate': 6.486956521739129e-07, 'num_tokens': 5715460.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.06994297727942467, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.68}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0007236719247885048, 'learning_rate': 6.443478260869565e-07, 'num_tokens': 5733932.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.03875000067055225, 'rewards/reward_function/std': 0.04361312910914421, 'reward': -0.03874999918043613, 'reward_std': 0.02956402376294136, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.07422131188213825, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.68}\n",
      " 68%|███████████████████████▊           | 1574/2310 [4:41:11<2:11:39, 10.73s/it][reward] batch=1575 total=12600 valid_json=91% valid_action=15% available=13% unterminated=9% cap_hit=15% multi_json=10% extra_text=15% avg_len=399 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_index\":19,\"incident\":\"MED-005\",\"title\":\"Database Replication Lag\",\"phase\":\"response\",\"known_facts\":{\"kb_service_outa...\n",
      "{'loss': 0.0, 'grad_norm': 0.00044238389818929136, 'learning_rate': 6.4e-07, 'num_tokens': 5752236.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.04438589736819267, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.68}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0006304762209765613, 'learning_rate': 6.356521739130434e-07, 'num_tokens': 5770960.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.006500000506639481, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.05997875779867172, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.68}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0007878270116634667, 'learning_rate': 6.313043478260869e-07, 'num_tokens': 5789752.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.06685173697769642, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.69}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0010780271841213107, 'learning_rate': 6.269565217391304e-07, 'num_tokens': 5808792.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.07491604872047901, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.69}\n",
      "{'loss': 0.0001, 'grad_norm': 0.00018134938727598637, 'learning_rate': 6.226086956521739e-07, 'num_tokens': 5826308.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.03375000059604645, 'rewards/reward_function/std': 0.019608671963214874, 'reward': -0.03374999910593033, 'reward_std': 0.009912114590406418, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.057979881390929223, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.69}\n",
      " 69%|████████████████████████▏          | 1599/2310 [4:45:39<2:05:42, 10.61s/it][reward] batch=1600 total=12800 valid_json=91% valid_action=15% available=13% unterminated=9% cap_hit=15% multi_json=10% extra_text=15% avg_len=399 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_index\":1,\"incident\":\"EASY-003\",\"title\":\"Notification Queue Overflow\",\"phase\":\"investigation\",\"known_facts\":{\"system_...\n",
      "{'loss': 0.0001, 'grad_norm': 0.0004477225011214614, 'learning_rate': 6.182608695652174e-07, 'num_tokens': 5844304.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.08351811319589615, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.69}\n",
      "{'loss': 0.0001, 'grad_norm': 0.4807443618774414, 'learning_rate': 6.139130434782609e-07, 'num_tokens': 5863972.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.006500000506639481, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.09476986899971962, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.69}\n",
      "{'loss': 0.0, 'grad_norm': 0.00034122797660529613, 'learning_rate': 6.095652173913043e-07, 'num_tokens': 5883440.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.04841453656554222, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.7}\n",
      "{'loss': 0.0001, 'grad_norm': 0.533785343170166, 'learning_rate': 6.052173913043478e-07, 'num_tokens': 5899608.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.047499998658895495, 'rewards/reward_function/std': 0.07778174281120301, 'reward': -0.047499998658895495, 'reward_std': 0.054999998211860655, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.0669001329690218, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.7}\n",
      "{'loss': 0.0, 'grad_norm': 0.0003429901844356209, 'learning_rate': 6.008695652173913e-07, 'num_tokens': 5918260.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.04824105966836214, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.7}\n",
      " 70%|████████████████████████▌          | 1624/2310 [4:50:08<2:02:40, 10.73s/it][reward] batch=1625 total=13000 valid_json=91% valid_action=14% available=13% unterminated=9% cap_hit=14% multi_json=10% extra_text=14% avg_len=399 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_index\":22,\"incident\":\"MED-006\",\"title\":\"Config Corruption Spread\",\"phase\":\"response\",\"known_facts\":{\"kb_service_outa...\n",
      "{'loss': 0.0001, 'grad_norm': 0.4709349274635315, 'learning_rate': 5.965217391304348e-07, 'num_tokens': 5936664.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.026500000804662704, 'rewards/reward_function/std': 0.018384777009487152, 'reward': -0.026500000804662704, 'reward_std': 0.013000002503395081, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.054390110448002814, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.7}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0016846592770889401, 'learning_rate': 5.921739130434781e-07, 'num_tokens': 5955160.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.07642613165080547, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.71}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0006770311738364398, 'learning_rate': 5.878260869565217e-07, 'num_tokens': 5973688.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.0065000012516975405, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.06671650595963001, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.71}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0004967901040799916, 'learning_rate': 5.834782608695652e-07, 'num_tokens': 5992240.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.006500000506639481, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.0687664695084095, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.71}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0015466558979824185, 'learning_rate': 5.791304347826087e-07, 'num_tokens': 6010276.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.03374999910593033, 'rewards/reward_function/std': 0.038890871405601504, 'reward': -0.03374999910593033, 'reward_std': 0.02750000059604645, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.07473231349140405, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.71}\n",
      " 71%|████████████████████████▉          | 1649/2310 [4:54:35<1:58:18, 10.74s/it][reward] batch=1650 total=13200 valid_json=91% valid_action=14% available=13% unterminated=9% cap_hit=14% multi_json=10% extra_text=14% avg_len=399 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_idx\":7,\"incident\":\"MED-006\",\"title\":\"Config Corruption Spread\",\"phase\":\"response\",\"known_facts\":{\"kb:service outage\"...\n",
      "{'loss': 0.0001, 'grad_norm': 0.0014356911415234208, 'learning_rate': 5.747826086956521e-07, 'num_tokens': 6029780.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.07531070858240127, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.71}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0031612536404281855, 'learning_rate': 5.704347826086956e-07, 'num_tokens': 6047024.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.03374999910593033, 'rewards/reward_function/std': 0.038890871405601504, 'reward': -0.03374999910593033, 'reward_std': 0.02750000059604645, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.06827296540141106, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.72}\n",
      "{'loss': 0.0001, 'grad_norm': 0.762201726436615, 'learning_rate': 5.660869565217391e-07, 'num_tokens': 6065588.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.029750001430511475, 'rewards/reward_function/std': 0.027577165514230728, 'reward': -0.029750001430511475, 'reward_std': 0.0195000022649765, 'frac_reward_zero_std': 0.7, 'completion_length': 96.0, 'kl': 0.08189176768064499, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.72}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0017570550553500652, 'learning_rate': 5.617391304347826e-07, 'num_tokens': 6082088.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.040250000357627866, 'rewards/reward_function/std': 0.038119176030159, 'reward': -0.04024999886751175, 'reward_std': 0.02396351397037506, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.08247952871024608, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.72}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0006147786043584347, 'learning_rate': 5.573913043478261e-07, 'num_tokens': 6100476.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.026500000059604643, 'rewards/reward_function/std': 0.012035662680864334, 'reward': -0.026500000059604643, 'reward_std': 0.007505553960800171, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.06306316740810872, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.72}\n",
      " 72%|█████████████████████████▎         | 1674/2310 [4:59:02<1:52:27, 10.61s/it][reward] batch=1675 total=13400 valid_json=91% valid_action=14% available=12% unterminated=9% cap_hit=14% multi_json=10% extra_text=14% avg_len=399 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_idx\":37,\"incident\":\"EASY-001\",\"title\":\"Auth Service Down\",\"phase\":\"response\",\"known_facts\":{\"kb_service_outage\":{\"hi...\n",
      "{'loss': 0.0001, 'grad_norm': 0.000505457806866616, 'learning_rate': 5.530434782608695e-07, 'num_tokens': 6117580.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.05694037638604641, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.73}\n",
      "{'loss': 0.0001, 'grad_norm': 0.00018003172590397298, 'learning_rate': 5.486956521739131e-07, 'num_tokens': 6136380.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.05947031378746033, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.73}\n",
      "{'loss': 0.0, 'grad_norm': 0.00034008250804618, 'learning_rate': 5.443478260869565e-07, 'num_tokens': 6154168.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.03374999910593033, 'rewards/reward_function/std': 0.038890871405601504, 'reward': -0.03374999910593033, 'reward_std': 0.02750000059604645, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.04520025663077831, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.73}\n",
      "{'loss': 0.0001, 'grad_norm': 0.00034068123204633594, 'learning_rate': 5.4e-07, 'num_tokens': 6172812.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.05736253596842289, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.73}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0012500992743298411, 'learning_rate': 5.356521739130434e-07, 'num_tokens': 6189688.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.027249999344348907, 'rewards/reward_function/std': 0.02050609588623047, 'reward': -0.027249999344348907, 'reward_std': 0.014499999582767487, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.07438396476209164, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.73}\n",
      " 74%|█████████████████████████▋         | 1699/2310 [5:03:30<1:48:25, 10.65s/it][reward] batch=1700 total=13600 valid_json=91% valid_action=14% available=12% unterminated=9% cap_hit=14% multi_json=10% extra_text=14% avg_len=400 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"probe_service\",\"service_name\":\"auth\",\"incident\":\"EASY-001\",\"title\":\"Auth Service Down\",\"phase\":\"investigation\",\"step\":4,\"known_facts\":{\"probe:a...\n",
      "{'loss': 0.0001, 'grad_norm': 0.0011444053379818797, 'learning_rate': 5.313043478260869e-07, 'num_tokens': 6208388.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.08212722837924957, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.74}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0017971635097637773, 'learning_rate': 5.269565217391304e-07, 'num_tokens': 6227708.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.03737500086426735, 'rewards/reward_function/std': 0.040443389862775805, 'reward': -0.03737499937415123, 'reward_std': 0.027397070825099946, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.080589272454381, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.74}\n",
      "{'loss': 0.0001, 'grad_norm': 0.4125523865222931, 'learning_rate': 5.226086956521739e-07, 'num_tokens': 6246192.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.026500000804662704, 'rewards/reward_function/std': 0.018384777009487152, 'reward': -0.026500000804662704, 'reward_std': 0.013000001013278962, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.0672257300466299, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.74}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0007824284257367253, 'learning_rate': 5.182608695652174e-07, 'num_tokens': 6265372.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.06506583429872989, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.74}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0007189594907686114, 'learning_rate': 5.139130434782608e-07, 'num_tokens': 6284404.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.006500000506639481, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.05719359666109085, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.74}\n",
      " 75%|██████████████████████████         | 1724/2310 [5:07:58<1:44:31, 10.70s/it][reward] batch=1725 total=13800 valid_json=91% valid_action=14% available=12% unterminated=9% cap_hit=14% multi_json=10% extra_text=14% avg_len=400 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_id\":21,\"incident\":\"EASY-001\",\"title\":\"Auth Service Down\",\"phase\":\"response\",\"known_facts\":{\"kb:service outage\":{\"hit...\n",
      "{'loss': 0.0001, 'grad_norm': 0.0006396487005986273, 'learning_rate': 5.095652173913043e-07, 'num_tokens': 6302468.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.059259255230426786, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.75}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0006429634522646666, 'learning_rate': 5.052173913043479e-07, 'num_tokens': 6320684.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.032624998688697816, 'rewards/reward_function/std': 0.03570888936519623, 'reward': -0.032624998688697816, 'reward_std': 0.02524999976158142, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.062168309837579726, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.75}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0010130039881914854, 'learning_rate': 5.008695652173913e-07, 'num_tokens': 6339128.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.0752568494528532, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.75}\n",
      "{'loss': 0.0001, 'grad_norm': 0.5529752373695374, 'learning_rate': 4.965217391304347e-07, 'num_tokens': 6357844.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.006500000506639481, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.06489580497145653, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.75}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0010075501631945372, 'learning_rate': 4.921739130434783e-07, 'num_tokens': 6376264.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.06074282005429268, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.76}\n",
      " 76%|██████████████████████████▌        | 1749/2310 [5:12:24<1:40:29, 10.75s/it][reward] batch=1750 total=14000 valid_json=91% valid_action=14% available=12% unterminated=9% cap_hit=14% multi_json=9% extra_text=13% avg_len=400 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"incident\":\"EASY-001\",\"title\":\"Auth Service Down\",\"step\":\"36/40\",\"phase\":\"response\",\"known_facts\":{\"kb_service_outage\":{\"h...\n",
      "{'loss': 0.0001, 'grad_norm': 0.000817520369309932, 'learning_rate': 4.878260869565217e-07, 'num_tokens': 6395548.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.06089872159063816, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.76}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0003056068962905556, 'learning_rate': 4.834782608695652e-07, 'num_tokens': 6413136.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.06157846376299858, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.76}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0014421906089410186, 'learning_rate': 4.791304347826086e-07, 'num_tokens': 6430832.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.006500000506639481, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.06380757018923759, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.76}\n",
      "{'loss': 0.0001, 'grad_norm': 0.00038517065695486963, 'learning_rate': 4.747826086956522e-07, 'num_tokens': 6448736.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.06090495716780424, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.76}\n",
      "{'loss': 0.0001, 'grad_norm': 0.001977320294827223, 'learning_rate': 4.704347826086956e-07, 'num_tokens': 6465048.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.050785374641418454, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.77}\n",
      " 77%|██████████████████████████▉        | 1774/2310 [5:16:49<1:34:51, 10.62s/it][reward] batch=1775 total=14200 valid_json=92% valid_action=13% available=12% unterminated=8% cap_hit=13% multi_json=9% extra_text=13% avg_len=400 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_index\":2,\"incident\":\"MED-007\",\"title\":\"Rate Limiting Storm\",\"phase\":\"investigation\",\"known_facts\":{\"kb:service outag...\n",
      "{'loss': 0.0001, 'grad_norm': 0.0022460962645709515, 'learning_rate': 4.6608695652173914e-07, 'num_tokens': 6483136.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.06480010598897934, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.77}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0006166137172840536, 'learning_rate': 4.6173913043478257e-07, 'num_tokens': 6500520.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.09206060022115707, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.77}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0004101877857465297, 'learning_rate': 4.573913043478261e-07, 'num_tokens': 6519384.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.029750000685453415, 'rewards/reward_function/std': 0.02122805118560791, 'reward': -0.029750000685453415, 'reward_std': 0.014005554467439651, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.07300805523991585, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.77}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0008734515868127346, 'learning_rate': 4.5304347826086953e-07, 'num_tokens': 6537852.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.0065000012516975405, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.08254181053489447, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.77}\n",
      "{'loss': 0.0001, 'grad_norm': 0.9918549656867981, 'learning_rate': 4.48695652173913e-07, 'num_tokens': 6555584.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.03374999985098839, 'rewards/reward_function/std': 0.032541758567094806, 'reward': -0.03374999985098839, 'reward_std': 0.02200555205345154, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.07800154685974121, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.78}\n",
      " 78%|███████████████████████████▎       | 1799/2310 [5:21:17<1:31:17, 10.72s/it][reward] batch=1800 total=14400 valid_json=92% valid_action=13% available=12% unterminated=8% cap_hit=13% multi_json=9% extra_text=13% avg_len=400 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_index\":29,\"incident\":\"EASY-003\",\"title\":\"Notification Queue Overflow\",\"phase\":\"response\",\"known_facts\":{\"probe_payme...\n",
      "{'loss': 0.0001, 'grad_norm': 0.3347957730293274, 'learning_rate': 4.443478260869565e-07, 'num_tokens': 6573548.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.026500000059604643, 'rewards/reward_function/std': 0.012035662680864334, 'reward': -0.026500000059604643, 'reward_std': 0.007505553960800171, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.07751737385988236, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.78}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0011926773004233837, 'learning_rate': 4.3999999999999997e-07, 'num_tokens': 6591232.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.026500000059604643, 'rewards/reward_function/std': 0.012035662680864334, 'reward': -0.026500000059604643, 'reward_std': 0.007505553960800171, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.057386471331119536, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.78}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0007728177588433027, 'learning_rate': 4.356521739130435e-07, 'num_tokens': 6609284.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.06832541823387146, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.78}\n",
      "{'loss': 0.0001, 'grad_norm': 0.3925538957118988, 'learning_rate': 4.3130434782608693e-07, 'num_tokens': 6627380.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.045375002175569536, 'rewards/reward_function/std': 0.05015993043780327, 'reward': -0.045375002175569536, 'reward_std': 0.03204775005578995, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.08822621628642083, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.79}\n",
      "{'loss': 0.0001, 'grad_norm': 0.00030106797930784523, 'learning_rate': 4.269565217391304e-07, 'num_tokens': 6644640.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.026500000059604643, 'rewards/reward_function/std': 0.012035662680864334, 'reward': -0.026500000059604643, 'reward_std': 0.007505553960800171, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.06918209157884121, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.79}\n",
      " 79%|███████████████████████████▋       | 1824/2310 [5:25:43<1:25:52, 10.60s/it][reward] batch=1825 total=14600 valid_json=92% valid_action=13% available=12% unterminated=8% cap_hit=13% multi_json=9% extra_text=13% avg_len=400 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"${selected_action}\", \"incident\":\"${incident}\", \"title\":\"${short_title}\", \"phase\":\"${phase}\", \"step\":\"${step}\", \"system_status\":{\"analytics\":\"${...\n",
      "{'loss': 0.0001, 'grad_norm': 1.0353889465332031, 'learning_rate': 4.226086956521739e-07, 'num_tokens': 6661984.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.026500000804662704, 'rewards/reward_function/std': 0.018384777009487152, 'reward': -0.026500000804662704, 'reward_std': 0.013000002503395081, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.06810829192399978, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.79}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0005915648071095347, 'learning_rate': 4.1826086956521737e-07, 'num_tokens': 6679616.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.0065000012516975405, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.05336128100752831, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.79}\n",
      "{'loss': 0.0001, 'grad_norm': 0.000582568405661732, 'learning_rate': 4.1391304347826085e-07, 'num_tokens': 6698520.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.0065000012516975405, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.06609372347593308, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.79}\n",
      "{'loss': 0.0001, 'grad_norm': 0.001562106772325933, 'learning_rate': 4.0956521739130433e-07, 'num_tokens': 6716768.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.05570797398686409, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.8}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0007124166586436331, 'learning_rate': 4.0521739130434776e-07, 'num_tokens': 6735252.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.05071090385317802, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.8}\n",
      " 80%|████████████████████████████       | 1849/2310 [5:30:10<1:20:35, 10.49s/it][reward] batch=1850 total=14800 valid_json=92% valid_action=13% available=11% unterminated=8% cap_hit=13% multi_json=9% extra_text=13% avg_len=401 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_index\":38,\"incident\":\"EASY-003\",\"title\":\"Notification Queue Overflow\",\"phase\":\"response\",\"known_facts\":{\"probe_payme...\n",
      "{'loss': 0.0001, 'grad_norm': 0.000551195174921304, 'learning_rate': 4.008695652173913e-07, 'num_tokens': 6753056.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.07000792883336544, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.8}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0033854662906378508, 'learning_rate': 3.965217391304347e-07, 'num_tokens': 6771836.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.06796352453529834, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.8}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0003480668237898499, 'learning_rate': 3.9217391304347826e-07, 'num_tokens': 6790660.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.06947238072752952, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.81}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0010029192781075835, 'learning_rate': 3.8782608695652174e-07, 'num_tokens': 6808432.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.0065000012516975405, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.05859607979655266, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.81}\n",
      "{'loss': 0.0001, 'grad_norm': 0.001276957569643855, 'learning_rate': 3.834782608695652e-07, 'num_tokens': 6826296.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.031062500178813936, 'rewards/reward_function/std': 0.03128947913646698, 'reward': -0.031062500178813936, 'reward_std': 0.02212500125169754, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.06823216937482357, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.81}\n",
      " 81%|████████████████████████████▍      | 1874/2310 [5:34:36<1:18:01, 10.74s/it][reward] batch=1875 total=15000 valid_json=92% valid_action=13% available=11% unterminated=8% cap_hit=13% multi_json=9% extra_text=13% avg_len=401 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_id\":21,\"incident\":\"MED-005\",\"title\":\"Database Replication Lag\",\"phase\":\"response\",\"known_facts\":{\"kb_service_outage\"...\n",
      "{'loss': 0.0001, 'grad_norm': 0.0004155272035859525, 'learning_rate': 3.791304347826087e-07, 'num_tokens': 6845424.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.059089292958378795, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.81}\n",
      "{'loss': 0.0001, 'grad_norm': 0.28455254435539246, 'learning_rate': 3.7478260869565213e-07, 'num_tokens': 6862032.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.029750000685453415, 'rewards/reward_function/std': 0.02122805118560791, 'reward': -0.029750000685453415, 'reward_std': 0.014005554467439651, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.059298361837863925, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.81}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0008828025893308222, 'learning_rate': 3.7043478260869566e-07, 'num_tokens': 6880744.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.04049999937415123, 'rewards/reward_function/std': 0.05798275470733642, 'reward': -0.04049999937415123, 'reward_std': 0.04100000113248825, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.08288379609584809, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.82}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0003901406889781356, 'learning_rate': 3.660869565217391e-07, 'num_tokens': 6899244.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.03524999916553497, 'rewards/reward_function/std': 0.043133515119552615, 'reward': -0.03524999916553497, 'reward_std': 0.030500000715255736, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.07558519653975963, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.82}\n",
      "{'loss': 0.0001, 'grad_norm': 0.005976124666631222, 'learning_rate': 3.617391304347826e-07, 'num_tokens': 6917432.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.07987963669002056, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.82}\n",
      " 82%|████████████████████████████▊      | 1899/2310 [5:39:03<1:11:43, 10.47s/it][reward] batch=1900 total=15200 valid_json=92% valid_action=13% available=11% unterminated=8% cap_hit=13% multi_json=9% extra_text=12% avg_len=401 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"incident\":\"EASY-001\",\"title\":\"Auth Service Down\",\"step\":\"30/40\",\"phase\":\"response\",\"known_facts\":{\"kb_service_outage\":{\"h...\n",
      "{'loss': 0.0001, 'grad_norm': 0.001689607510343194, 'learning_rate': 3.5739130434782605e-07, 'num_tokens': 6935880.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.06371955499053002, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.82}\n",
      "{'loss': 0.0001, 'grad_norm': 0.002456593792885542, 'learning_rate': 3.5304347826086953e-07, 'num_tokens': 6954404.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.006500000506639481, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.08238747157156467, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.82}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0006208003615029156, 'learning_rate': 3.48695652173913e-07, 'num_tokens': 6972980.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.03737500086426735, 'rewards/reward_function/std': 0.040443389862775805, 'reward': -0.03737499937415123, 'reward_std': 0.027397070825099946, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.06826906725764274, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.83}\n",
      "{'loss': 0.0001, 'grad_norm': 0.00046640270738862455, 'learning_rate': 3.443478260869565e-07, 'num_tokens': 6991220.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.05282717552036047, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.83}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0002578989078756422, 'learning_rate': 3.4000000000000003e-07, 'num_tokens': 7009008.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.05854595191776753, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.83}\n",
      " 83%|█████████████████████████████▏     | 1924/2310 [5:43:28<1:06:31, 10.34s/it][reward] batch=1925 total=15400 valid_json=92% valid_action=12% available=11% unterminated=8% cap_hit=12% multi_json=9% extra_text=12% avg_len=401 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_index\":32,\"incident\":\"EASY-002\",\"title\":\"Database Connection Pool\",\"phase\":\"response\",\"known_facts\":{\"kb_service_out...\n",
      "{'loss': 0.0001, 'grad_norm': 0.0004885423695668578, 'learning_rate': 3.3565217391304345e-07, 'num_tokens': 7026912.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.07350008562207222, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.83}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0005779778002761304, 'learning_rate': 3.3130434782608694e-07, 'num_tokens': 7045032.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.040250000357627866, 'rewards/reward_function/std': 0.038119176030159, 'reward': -0.040250000357627866, 'reward_std': 0.03500555455684662, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.06715814471244812, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.84}\n",
      "{'loss': 0.0001, 'grad_norm': 0.00037827581400051713, 'learning_rate': 3.269565217391304e-07, 'num_tokens': 7063880.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.0065000012516975405, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.08900907970964908, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.84}\n",
      "{'loss': 0.0001, 'grad_norm': 0.00036976925912313163, 'learning_rate': 3.226086956521739e-07, 'num_tokens': 7082120.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.03724999874830246, 'rewards/reward_function/std': 0.04879036843776703, 'reward': -0.03724999874830246, 'reward_std': 0.03449999988079071, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.06434324868023396, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.84}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0005983110750094056, 'learning_rate': 3.182608695652174e-07, 'num_tokens': 7099960.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.0065000012516975405, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.06376575417816639, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.84}\n",
      " 84%|█████████████████████████████▌     | 1949/2310 [5:47:54<1:04:46, 10.77s/it][reward] batch=1950 total=15600 valid_json=92% valid_action=12% available=11% unterminated=8% cap_hit=12% multi_json=8% extra_text=12% avg_len=401 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_index\":23,\"incident\":\"EASY-003\",\"title\":\"Notification Queue Overflow\",\"phase\":\"response\",\"known_facts\":{\"kb_service_...\n",
      "{'loss': 0.0001, 'grad_norm': 0.36947667598724365, 'learning_rate': 3.1391304347826086e-07, 'num_tokens': 7118252.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.03324999958276749, 'rewards/reward_function/std': 0.03747665882110596, 'reward': -0.03324999958276749, 'reward_std': 0.026500001549720764, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.06850594952702523, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.84}\n",
      "{'loss': 0.0001, 'grad_norm': 0.00021226471289992332, 'learning_rate': 3.095652173913043e-07, 'num_tokens': 7136828.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.029749999940395355, 'rewards/reward_function/std': 0.013456279039382934, 'reward': -0.029749999940395355, 'reward_std': 0.006500000506639481, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.06614253092557192, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.85}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0009885356994345784, 'learning_rate': 3.052173913043478e-07, 'num_tokens': 7153760.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.026500000059604643, 'rewards/reward_function/std': 0.012035662680864334, 'reward': -0.026500000059604643, 'reward_std': 0.007505553960800171, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.05844971053302288, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.85}\n",
      "{'loss': 0.0001, 'grad_norm': 1.068019986152649, 'learning_rate': 3.0086956521739125e-07, 'num_tokens': 7171768.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.03374999910593033, 'rewards/reward_function/std': 0.038890871405601504, 'reward': -0.03374999910593033, 'reward_std': 0.02750000059604645, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.058763888850808146, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.85}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0006105656502768397, 'learning_rate': 2.965217391304348e-07, 'num_tokens': 7188728.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.05749999955296516, 'rewards/reward_function/std': 0.10606601536273956, 'reward': -0.05749999955296516, 'reward_std': 0.075, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.059740423783659936, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.85}\n",
      " 85%|███████████████████████████████▌     | 1974/2310 [5:52:21<59:22, 10.60s/it][reward] batch=1975 total=15800 valid_json=92% valid_action=12% available=11% unterminated=8% cap_hit=12% multi_json=8% extra_text=12% avg_len=401 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_index\":14,\"incident\":\"EASY-003\",\"title\":\"Notification Queue Overflow\",\"phase\":\"response\",\"known_facts\":{\"probe_payme...\n",
      "{'loss': 0.0001, 'grad_norm': 0.0009561355109326541, 'learning_rate': 2.9217391304347826e-07, 'num_tokens': 7207520.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.07220648862421512, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.85}\n",
      "{'loss': 0.0001, 'grad_norm': 0.3017783761024475, 'learning_rate': 2.8782608695652174e-07, 'num_tokens': 7226400.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.04174999967217445, 'rewards/reward_function/std': 0.05516917780041695, 'reward': -0.04174999967217445, 'reward_std': 0.03800555467605591, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.08104048855602741, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.86}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0012290810700505972, 'learning_rate': 2.834782608695652e-07, 'num_tokens': 7245820.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.06841716635972261, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.86}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0004403639177326113, 'learning_rate': 2.7913043478260865e-07, 'num_tokens': 7263836.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.05405005179345608, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.86}\n",
      "{'loss': 0.0001, 'grad_norm': 0.00045338552445173264, 'learning_rate': 2.747826086956522e-07, 'num_tokens': 7282520.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.07353823781013488, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.86}\n",
      " 87%|████████████████████████████████     | 1999/2310 [5:56:47<54:13, 10.46s/it][reward] batch=2000 total=16000 valid_json=92% valid_action=12% available=11% unterminated=8% cap_hit=12% multi_json=8% extra_text=12% avg_len=401 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_index\":11,\"incident\":\"EASY-001\",\"title\":\"Auth Service Down\",\"phase\":\"response\",\"known_facts\":{\"kb_service_outage\":{\"...\n",
      "{'loss': 0.0, 'grad_norm': 0.0008651971002109349, 'learning_rate': 2.704347826086956e-07, 'num_tokens': 7300476.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.047444927506148815, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.87}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0005082900170236826, 'learning_rate': 2.6608695652173915e-07, 'num_tokens': 7318248.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.006500000506639481, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.056617047637701035, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.87}\n",
      "{'loss': 0.0001, 'grad_norm': 0.00038005327223800123, 'learning_rate': 2.617391304347826e-07, 'num_tokens': 7335712.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.006500000506639481, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.05543181803077459, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.87}\n",
      "{'loss': 0.0001, 'grad_norm': 0.001382765476591885, 'learning_rate': 2.5739130434782606e-07, 'num_tokens': 7353416.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.054704383760690686, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.87}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0009219273342750967, 'learning_rate': 2.530434782608696e-07, 'num_tokens': 7371736.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.006500000506639481, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.0749396689236164, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.87}\n",
      " 88%|████████████████████████████████▍    | 2024/2310 [6:01:13<51:02, 10.71s/it][reward] batch=2025 total=16200 valid_json=92% valid_action=12% available=10% unterminated=8% cap_hit=12% multi_json=8% extra_text=12% avg_len=402 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_index\":24,\"incident\":\"EASY-002\",\"title\":\"Database Connection Pool\",\"phase\":\"response\",\"known_facts\":{\"kb_service_out...\n",
      "{'loss': 0.0001, 'grad_norm': 0.0004515242762863636, 'learning_rate': 2.48695652173913e-07, 'num_tokens': 7390268.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.06094248481094837, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.88}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0009692899184301496, 'learning_rate': 2.443478260869565e-07, 'num_tokens': 7408660.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.0065000012516975405, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.07955246120691299, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.88}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0015855759847909212, 'learning_rate': 2.4e-07, 'num_tokens': 7427296.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.07077945861965418, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.88}\n",
      "{'loss': 0.0001, 'grad_norm': 0.00027030264027416706, 'learning_rate': 2.3565217391304346e-07, 'num_tokens': 7446124.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.05802340526133776, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.88}\n",
      "{'loss': 0.0001, 'grad_norm': 0.002427824540063739, 'learning_rate': 2.3130434782608697e-07, 'num_tokens': 7464968.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.006500000506639481, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.07206071838736534, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.89}\n",
      " 89%|████████████████████████████████▊    | 2049/2310 [6:05:41<46:10, 10.62s/it][reward] batch=2050 total=16400 valid_json=92% valid_action=12% available=10% unterminated=8% cap_hit=12% multi_json=8% extra_text=12% avg_len=402 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"incident\":\"MED-006\",\"title\":\"Config Corruption Spread\",\"phase\":\"response\",\"step\":29/50,\"known_facts\":{\"kb_service_outage\"...\n",
      "{'loss': 0.0001, 'grad_norm': 0.0010366198839619756, 'learning_rate': 2.2695652173913045e-07, 'num_tokens': 7481316.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.0065000012516975405, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.06432465650141239, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.89}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0012580407783389091, 'learning_rate': 2.226086956521739e-07, 'num_tokens': 7499184.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.05571919940412044, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.89}\n",
      "{'loss': 0.0001, 'grad_norm': 0.00031723265419714153, 'learning_rate': 2.1826086956521738e-07, 'num_tokens': 7517988.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.06111114621162415, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.89}\n",
      "{'loss': 0.0, 'grad_norm': 0.7338440418243408, 'learning_rate': 2.1391304347826086e-07, 'num_tokens': 7535820.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.03374999910593033, 'rewards/reward_function/std': 0.038890871405601504, 'reward': -0.03374999910593033, 'reward_std': 0.02750000059604645, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.04928552396595478, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.89}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0023978909011930227, 'learning_rate': 2.0956521739130434e-07, 'num_tokens': 7553488.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.021249999478459358, 'rewards/reward_function/std': 0.00353553406894207, 'reward': -0.021249999478459358, 'reward_std': 0.002500000037252903, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.07215863876044751, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.9}\n",
      " 90%|█████████████████████████████████▏   | 2074/2310 [6:10:09<42:29, 10.81s/it][reward] batch=2075 total=16600 valid_json=93% valid_action=12% available=10% unterminated=7% cap_hit=12% multi_json=8% extra_text=11% avg_len=402 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_index\":20,\"incident\":\"EASY-002\",\"title\":\"Database Connection Pool\",\"phase\":\"response\",\"known_facts\":{\"kb_service_out...\n",
      "{'loss': 0.0, 'grad_norm': 0.00036950234789401293, 'learning_rate': 2.0521739130434782e-07, 'num_tokens': 7572752.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.04902274310588837, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.9}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0007167088915593922, 'learning_rate': 2.0086956521739128e-07, 'num_tokens': 7590324.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.022749999165534975, 'rewards/reward_function/std': 0.007778174430131912, 'reward': -0.022749999165534975, 'reward_std': 0.005499999597668647, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.07860102467238902, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.9}\n",
      "{'loss': 0.0001, 'grad_norm': 0.3771393597126007, 'learning_rate': 1.9652173913043476e-07, 'num_tokens': 7608320.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.0065000012516975405, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.08181612603366376, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.9}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0012570660328492522, 'learning_rate': 1.9217391304347824e-07, 'num_tokens': 7626692.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.06455907709896565, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.9}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0010865271324291825, 'learning_rate': 1.8782608695652172e-07, 'num_tokens': 7646048.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.08076473884284496, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.91}\n",
      " 91%|█████████████████████████████████▌   | 2099/2310 [6:14:35<38:02, 10.82s/it][reward] batch=2100 total=16800 valid_json=93% valid_action=11% available=10% unterminated=7% cap_hit=11% multi_json=8% extra_text=11% avg_len=402 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"probe_service\",\"service_name\":\"notifications\",\"incident\":\"EASY-003\",\"title\":\"Notification Queue Overflow\",\"phase\":\"investigation\",\"step\":\"4/40\"...\n",
      "{'loss': 0.0001, 'grad_norm': 0.0009367448510602117, 'learning_rate': 1.8347826086956523e-07, 'num_tokens': 7664988.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.0685199923813343, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.91}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0012517898576334119, 'learning_rate': 1.791304347826087e-07, 'num_tokens': 7683492.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.05699831284582615, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.91}\n",
      "{'loss': 0.0, 'grad_norm': 0.5338076949119568, 'learning_rate': 1.7478260869565216e-07, 'num_tokens': 7700912.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.05025000050663948, 'rewards/reward_function/std': 0.0792108066380024, 'reward': -0.05025000050663948, 'reward_std': 0.05500555634498596, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.044417840987443925, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.91}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0013085019309073687, 'learning_rate': 1.7043478260869564e-07, 'num_tokens': 7718608.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.02106249928474426, 'rewards/reward_function/std': 0.003005203977227211, 'reward': -0.02106249928474426, 'reward_std': 0.0021250000223517417, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.08743663653731346, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.92}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0010717168916016817, 'learning_rate': 1.6608695652173912e-07, 'num_tokens': 7736500.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.06577848196029663, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.92}\n",
      " 92%|██████████████████████████████████   | 2124/2310 [6:19:02<33:13, 10.72s/it][reward] batch=2125 total=17000 valid_json=93% valid_action=11% available=10% unterminated=7% cap_hit=11% multi_json=8% extra_text=11% avg_len=402 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step\":13,\"incident\":\"EASY-002\",\"title\":\"Database Connection Pool\",\"phase\":\"response\",\"known_facts\":{\"kb_service_outage\":{...\n",
      "{'loss': 0.0001, 'grad_norm': 0.5885031223297119, 'learning_rate': 1.617391304347826e-07, 'num_tokens': 7752512.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.03374999910593033, 'rewards/reward_function/std': 0.038890871405601504, 'reward': -0.03374999910593033, 'reward_std': 0.02750000059604645, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.06095378287136555, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.92}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0007903235382400453, 'learning_rate': 1.5739130434782609e-07, 'num_tokens': 7770372.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.09486135318875313, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.92}\n",
      "{'loss': 0.0, 'grad_norm': 0.0010412947740405798, 'learning_rate': 1.5304347826086954e-07, 'num_tokens': 7788476.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.04663255102932453, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.92}\n",
      "{'loss': 0.0001, 'grad_norm': 0.5494466423988342, 'learning_rate': 1.4869565217391302e-07, 'num_tokens': 7807112.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.03825000002980232, 'rewards/reward_function/std': 0.04773735329508781, 'reward': -0.038249998539686206, 'reward_std': 0.03327063098549843, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.06226510964334011, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.93}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0008266430231742561, 'learning_rate': 1.443478260869565e-07, 'num_tokens': 7826012.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.06750949174165725, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.93}\n",
      " 93%|██████████████████████████████████▍  | 2149/2310 [6:23:27<28:36, 10.66s/it][reward] batch=2150 total=17200 valid_json=93% valid_action=11% available=10% unterminated=7% cap_hit=11% multi_json=8% extra_text=11% avg_len=402 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"${selected_action}\",\"incident\":\"incident\",\"title\":\"${title}\",\"phase\":\"${phase}\",\"step\":\"${step}\",\"system_status\":{\"analytics\":\"${system_status[...\n",
      "{'loss': 0.0001, 'grad_norm': 0.5196650624275208, 'learning_rate': 1.4e-07, 'num_tokens': 7844464.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.006500000506639481, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.07491411603987216, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.93}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0005863645346835256, 'learning_rate': 1.356521739130435e-07, 'num_tokens': 7862032.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.07788356691598892, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.93}\n",
      "{'loss': 0.0001, 'grad_norm': 0.6590086817741394, 'learning_rate': 1.3130434782608697e-07, 'num_tokens': 7880144.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.025812498480081558, 'rewards/reward_function/std': 0.0164402324706316, 'reward': -0.025812498480081558, 'reward_std': 0.011624999903142452, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.0841116413474083, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.94}\n",
      "{'loss': 0.0001, 'grad_norm': 0.00038817222230136395, 'learning_rate': 1.2695652173913043e-07, 'num_tokens': 7898784.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.07403229586780072, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.94}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0007863694336265326, 'learning_rate': 1.226086956521739e-07, 'num_tokens': 7915192.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.02524999976158142, 'rewards/reward_function/std': 0.014849242568016053, 'reward': -0.02524999976158142, 'reward_std': 0.010500000417232513, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.05295865647494793, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.94}\n",
      " 94%|██████████████████████████████████▊  | 2174/2310 [6:27:54<24:19, 10.73s/it][reward] batch=2175 total=17400 valid_json=93% valid_action=11% available=10% unterminated=7% cap_hit=11% multi_json=8% extra_text=11% avg_len=402 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_index\":30,\"incident\":\"EASY-001\",\"title\":\"Auth Service Down\",\"phase\":\"response\",\"known_facts\":{\"kb_service_outage\":{\"...\n",
      "{'loss': 0.0001, 'grad_norm': 0.0006389964837580919, 'learning_rate': 1.1826086956521739e-07, 'num_tokens': 7934348.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.07083539739251137, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.94}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0004074758035130799, 'learning_rate': 1.1391304347826087e-07, 'num_tokens': 7952384.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.0701636377722025, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.94}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0022662528790533543, 'learning_rate': 1.0956521739130434e-07, 'num_tokens': 7969376.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.02450000010430813, 'rewards/reward_function/std': 0.012727922573685647, 'reward': -0.02450000010430813, 'reward_std': 0.009000001288950444, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.06993397176265717, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.95}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0005497467936947942, 'learning_rate': 1.0521739130434783e-07, 'num_tokens': 7987772.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.06992629803717136, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.95}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0005912369233556092, 'learning_rate': 1.008695652173913e-07, 'num_tokens': 8005708.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.06812813021242618, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.95}\n",
      " 95%|███████████████████████████████████▏ | 2199/2310 [6:32:19<19:24, 10.49s/it][reward] batch=2200 total=17600 valid_json=93% valid_action=11% available=10% unterminated=7% cap_hit=11% multi_json=8% extra_text=11% avg_len=402 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step\":19,\"phase\":\"response\",\"incident\":\"EASY-002\",\"title\":\"Database Connection Pool\",\"known_facts\":{\"kb_service_outage\":{...\n",
      "{'loss': 0.0001, 'grad_norm': 0.0006492593674920499, 'learning_rate': 9.652173913043478e-08, 'num_tokens': 8022492.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.04375, 'rewards/reward_function/std': 0.06717514395713806, 'reward': -0.04375, 'reward_std': 0.047500002384185794, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.07318217456340789, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.95}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0006218600901775062, 'learning_rate': 9.217391304347826e-08, 'num_tokens': 8039540.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.05067138858139515, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.95}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0005720194894820452, 'learning_rate': 8.782608695652173e-08, 'num_tokens': 8058132.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.006500000506639481, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.06061717756092548, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.96}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0006063504843041301, 'learning_rate': 8.347826086956522e-08, 'num_tokens': 8076944.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.08084120228886604, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.96}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0004181595577392727, 'learning_rate': 7.91304347826087e-08, 'num_tokens': 8094896.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.02631249949336052, 'rewards/reward_function/std': 0.017854446172714235, 'reward': -0.02631249949336052, 'reward_std': 0.01262500137090683, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.07620105184614659, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.96}\n",
      " 96%|███████████████████████████████████▌ | 2224/2310 [6:36:47<15:14, 10.64s/it][reward] batch=2225 total=17800 valid_json=93% valid_action=11% available=10% unterminated=7% cap_hit=11% multi_json=7% extra_text=11% avg_len=402 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_index\":9,\"incident\":\"EASY-003\",\"title\":\"Notification Queue Overflow\",\"phase\":\"response\",\"known_facts\":{\"kb_service_o...\n",
      "{'loss': 0.0001, 'grad_norm': 0.001940796384587884, 'learning_rate': 7.478260869565217e-08, 'num_tokens': 8112616.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.031062500178813936, 'rewards/reward_function/std': 0.03128947913646698, 'reward': -0.031062500178813936, 'reward_std': 0.02212500125169754, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.067563696205616, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.96}\n",
      "{'loss': 0.0001, 'grad_norm': 0.00040765857556834817, 'learning_rate': 7.043478260869565e-08, 'num_tokens': 8130560.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.023250000178813936, 'rewards/reward_function/std': 0.009192388504743576, 'reward': -0.023250000178813936, 'reward_std': 0.006500000506639481, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.07031785249710083, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.97}\n",
      "{'loss': 0.0001, 'grad_norm': 0.00041684904135763645, 'learning_rate': 6.608695652173913e-08, 'num_tokens': 8149724.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.06228766404092312, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.97}\n",
      "{'loss': 0.0001, 'grad_norm': 0.2927829921245575, 'learning_rate': 6.173913043478261e-08, 'num_tokens': 8168060.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.029750000685453415, 'rewards/reward_function/std': 0.02122805118560791, 'reward': -0.029750000685453415, 'reward_std': 0.014005554467439651, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.05745327398180962, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.97}\n",
      "{'loss': 0.0, 'grad_norm': 0.001100561348721385, 'learning_rate': 5.7391304347826084e-08, 'num_tokens': 8185492.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.04932343252003193, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.97}\n",
      " 97%|████████████████████████████████████ | 2249/2310 [6:41:15<10:50, 10.66s/it][reward] batch=2250 total=18000 valid_json=93% valid_action=11% available=9% unterminated=7% cap_hit=11% multi_json=7% extra_text=11% avg_len=403 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_index\":28,\"incident\":\"EASY-003\",\"title\":\"Notification Queue Overflow\",\"phase\":\"response\",\"known_facts\":{\"kb_service_...\n",
      "{'loss': 0.0001, 'grad_norm': 0.0012516065035015345, 'learning_rate': 5.3043478260869565e-08, 'num_tokens': 8204600.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.07811262048780918, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.97}\n",
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      "{'loss': 0.0001, 'grad_norm': 0.0004846584633924067, 'learning_rate': 4.4347826086956513e-08, 'num_tokens': 8240940.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.04699999913573265, 'rewards/reward_function/std': 0.07636753022670746, 'reward': -0.04699999913573265, 'reward_std': 0.053999999165534975, 'frac_reward_zero_std': 0.8, 'completion_length': 96.0, 'kl': 0.07103382907807827, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.98}\n",
      "{'loss': 0.0001, 'grad_norm': 0.00027777234208770096, 'learning_rate': 4e-08, 'num_tokens': 8259392.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.05432143248617649, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.98}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0006155996234156191, 'learning_rate': 3.5652173913043475e-08, 'num_tokens': 8277700.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.06679725162684917, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.98}\n",
      " 98%|████████████████████████████████████▍| 2274/2310 [6:45:42<06:22, 10.64s/it][reward] batch=2275 total=18200 valid_json=93% valid_action=11% available=9% unterminated=7% cap_hit=11% multi_json=7% extra_text=11% avg_len=403 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"check_monitoring\",\"incident\":\"MED-004\",\"title\":\"Payment Gateway Cascade\",\"phase\":\"investigation\",\"step\":\"2/50\",\"known_facts\":{\"kb:service outag...\n",
      "{'loss': 0.0001, 'grad_norm': 0.0004708134802058339, 'learning_rate': 3.1304347826086956e-08, 'num_tokens': 8295204.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.080002910643816, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.98}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0003978588501922786, 'learning_rate': 2.6956521739130433e-08, 'num_tokens': 8312608.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.05594564750790596, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.99}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0009048223728314042, 'learning_rate': 2.2608695652173914e-08, 'num_tokens': 8331708.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.06294719390571117, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.99}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0006198711926117539, 'learning_rate': 1.826086956521739e-08, 'num_tokens': 8349728.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.06972367726266385, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.99}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0014033681945875287, 'learning_rate': 1.3913043478260869e-08, 'num_tokens': 8368156.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.05424999892711639, 'rewards/reward_function/std': 0.06628456115722656, 'reward': -0.05425000190734863, 'reward_std': 0.042200908064842224, 'frac_reward_zero_std': 0.9, 'completion_length': 96.0, 'kl': 0.06068238280713558, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 0.99}\n",
      "100%|████████████████████████████████████▊| 2299/2310 [6:50:06<01:57, 10.71s/it][reward] batch=2300 total=18400 valid_json=93% valid_action=10% available=9% unterminated=7% cap_hit=10% multi_json=7% extra_text=10% avg_len=403 max_len=569\n",
      "[reward] warning: noisy outputs detected; prefer exactly one compact JSON object.\n",
      "[reward] sample completion:  {\"action_type\":\"follow_runbook_step\",\"step_idx\":14,\"incident\":\"EASY-001\",\"title\":\"Auth Service Down\",\"phase\":\"response\",\"known_facts\":{\"kb_service_outage\":{\"hi...\n",
      "{'loss': 0.0001, 'grad_norm': 0.0016758933197706938, 'learning_rate': 9.565217391304346e-09, 'num_tokens': 8387012.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.05686571039259434, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 1.0}\n",
      "{'loss': 0.0001, 'grad_norm': 0.000599659513682127, 'learning_rate': 5.217391304347826e-09, 'num_tokens': 8404664.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.05471272654831409, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 1.0}\n",
      "{'loss': 0.0001, 'grad_norm': 0.0021446547470986843, 'learning_rate': 8.695652173913043e-10, 'num_tokens': 8422872.0, 'completions/mean_length': 96.0, 'completions/min_length': 96.0, 'completions/max_length': 96.0, 'completions/clipped_ratio': 1.0, 'completions/mean_terminated_length': 0.0, 'completions/min_terminated_length': 0.0, 'completions/max_terminated_length': 0.0, 'rewards/reward_function/mean': -0.019999999552965164, 'rewards/reward_function/std': 0.0, 'reward': -0.019999999552965164, 'reward_std': 0.0, 'frac_reward_zero_std': 1.0, 'completion_length': 96.0, 'kl': 0.0710818562656641, 'clip_ratio/low_mean': 0.0, 'clip_ratio/low_min': 0.0, 'clip_ratio/high_mean': 0.0, 'clip_ratio/high_max': 0.0, 'clip_ratio/region_mean': 0.0, 'epoch': 1.0}\n",
      "{'train_runtime': 24725.0195, 'train_samples_per_second': 0.187, 'train_steps_per_second': 0.093, 'train_loss': 5.5451174732092925e-05, 'epoch': 1.0}\n",
      "100%|█████████████████████████████████████| 2310/2310 [6:52:05<00:00, 10.70s/it]\n",
      "[train] launching checkpoint evaluation subprocess for artifacts/train/trained_adapter\n",
      "  [checkpoint-eval stdout]       0.0\n",
      "  [checkpoint-eval stdout]     ],\n",
      "  [checkpoint-eval stdout]     \"nightmare\": [\n",
      "  [checkpoint-eval stdout]       0.0\n",
      "  [checkpoint-eval stdout]     ]\n",
      "  [checkpoint-eval stdout]   },\n",
      "  [checkpoint-eval stdout]   \"behavior_examples\": [],\n",
      "  [checkpoint-eval stdout]   \"policy_used\": \"trained_checkpoint\",\n",
      "  [checkpoint-eval stdout]   \"episodes_per_difficulty\": 1\n",
      "  [checkpoint-eval stdout] }\n",
      "[train] checkpoint eval complete: policy_used=trained_checkpoint avg_norm=0.104\n",
      "============================================================\n",
      "BEFORE TRAINING -> AFTER TRAINING\n",
      "============================================================\n",
      "Normalized Reward:  0.000 -> 0.104  (1041.7x)\n",
      "Raw Cumulative:     -2.080 -> -0.568\n",
      "SLA Compliance:     0% -> 0%\n",
      "Root Cause Accuracy:0% -> 25%\n",
      "Tool Efficiency:    1.00 -> 0.49\n",
      "Long-Horizon Consistency: 0.00 -> 0.19\n",
      "  investigation_before_action: 100% -> 50%\n",
      "  kb_cross_verification: 100% -> 50%\n",
      "  policy_checking: 0% -> 100%\n",
      "  stakeholder_proactivity: 0% -> 50%\n",
      "  root_cause_accuracy: 0% -> 25%\n",
      "  tone_matching: 0% -> 75%\n",
      "  resource_efficiency: 100% -> 100%\n",
      "  red_herring_dismissal: 0% -> 25%\n",
      "[train] trained_report.policy_used=trained_checkpoint\n"
     ]
    }
   ],
   "source": [
    "# Step 5: GRPO training (BOTH lanes share this checkpoint)\n",
    "#\n",
    "# Quick profile (~1 hour on A10/T4). After this, artifacts/train/trained_adapter/\n",
    "# exists, and both Step 6 (VM env, default) and the optional Mock-env path\n",
    "# can evaluate the SAME checkpoint.\n",
    "#\n",
    "# Step 5a (commented): faster quick profile\n",
    "# !python -u train.py --iterations 6 --episodes 8 --k 2 --eval-episodes 1 --seed 7 --max-completion-length 96 --output-dir artifacts/train\n",
    "\n",
    "# Step 5b: STRONGER profile (this is what was actually executed below)\n",
    "!python -u train.py --iterations 10 --episodes 15 --k 4 --eval-episodes 1 --seed 7 --max-completion-length 96 --output-dir artifacts/train\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "26597aaf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping import of cpp extensions due to incompatible torch version. Please upgrade to torch >= 2.11.0 (found 2.10.0+cu128).\n",
      "Loading checkpoint shards: 100%|██████████████████| 2/2 [00:04<00:00,  2.38s/it]\n",
      "The following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.\n",
      "============================================================\n",
      "BEFORE TRAINING -> AFTER TRAINING\n",
      "============================================================\n",
      "Normalized Reward:  0.000 -> 0.214  (2138.0x)\n",
      "Raw Cumulative:     -2.080 -> -0.220\n",
      "SLA Compliance:     0% -> 0%\n",
      "Root Cause Accuracy:0% -> 33%\n",
      "Tool Efficiency:    1.00 -> 0.70\n",
      "Long-Horizon Consistency: 0.00 -> 0.25\n",
      "  investigation_before_action: 100% -> 83%\n",
      "  kb_cross_verification: 100% -> 58%\n",
      "  policy_checking: 0% -> 92%\n",
      "  stakeholder_proactivity: 0% -> 33%\n",
      "  root_cause_accuracy: 0% -> 33%\n",
      "  tone_matching: 0% -> 58%\n",
      "  resource_efficiency: 100% -> 100%\n",
      "  red_herring_dismissal: 0% -> 17%\n",
      "\n",
      "Structured behavior diffs:\n",
      "- Investigation strategy: check_monitoring-before-fix 100% -> 83%.\n",
      "- KB trust vs verification: kb_cross_verification 100% -> 58%.\n",
      "- Long-horizon execution: consistency 0.00 -> 0.25.\n"
     ]
    }
   ],
   "source": [
    "# Step 6: Compare baseline vs trained on VM env (Mode 3) — DEFAULT LANE\n",
    "#\n",
    "# REQUIRES: `python -m sandbox.launch_no_docker` running in another terminal\n",
    "# (see prereq cell above). Mentor-friendly stage curves: --episodes-per-difficulty\n",
    "# controls how many stages are plotted on each easy/medium/hard graph.\n",
    "#\n",
    "# Writes:\n",
    "#   artifacts/eval_sandbox/baseline_report.json\n",
    "#   artifacts/eval_sandbox/trained_report.json\n",
    "#   artifacts/eval_sandbox/reward_curve_{easy,medium,hard}.png\n",
    "#\n",
    "# --- OPTIONAL: Mock-env (Lane A) compare. Uncomment if you also want Lane A. ---\n",
    "# !python -u evaluate.py --policy compare --compare-trained-policy trained_checkpoint --checkpoint-dir artifacts/train/trained_adapter --checkpoint-base-model Qwen/Qwen2.5-3B-Instruct --episodes-per-difficulty 7 --plot --output-dir artifacts/eval_simple\n",
    "\n",
    "!OPENENV_SANDBOX_CLUSTER_URL=http://127.0.0.1 OPENENV_SANDBOX_CHAOS_URL=http://127.0.0.1:6660 python -u evaluate.py --policy compare --compare-trained-policy trained_checkpoint --checkpoint-dir artifacts/train/trained_adapter --checkpoint-base-model Qwen/Qwen2.5-3B-Instruct --episodes-per-difficulty 3 --plot --sandbox --output-dir artifacts/eval_sandbox\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "6d39f940",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Track: sandbox\n",
      "policy_used: trained_checkpoint\n",
      "Baseline raw: -2.0799999999999996 norm: 0.0\n",
      "Trained  raw: -0.22000000000000006 norm: 0.2137962962962963\n"
     ]
    }
   ],
   "source": [
    "# Step 7: Inspect reports\n",
    "#\n",
    "# TRACK = \"sandbox\" -> VM env  (Mode 3) results from Step 6  (default)\n",
    "# TRACK = \"simple\"  -> Mock env (Mode 2) results from optional Mock path\n",
    "import json\n",
    "from pathlib import Path\n",
    "TRACK = \"sandbox\"  # change to \"simple\" only if you uncommented the Mock-env compare\n",
    "report_dir = Path(\"artifacts/eval_simple\" if TRACK == \"simple\" else \"artifacts/eval_sandbox\")\n",
    "\n",
    "b = json.loads((report_dir / \"baseline_report.json\").read_text())\n",
    "t = json.loads((report_dir / \"trained_report.json\").read_text())\n",
    "print(\"Track:\", TRACK)\n",
    "print(\"policy_used:\", t.get(\"policy_used\"))\n",
    "print(\"Baseline raw:\", b[\"avg_raw_reward\"], \"norm:\", b[\"avg_normalized_reward\"])\n",
    "print(\"Trained  raw:\", t[\"avg_raw_reward\"], \"norm:\", t[\"avg_normalized_reward\"])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "ba427b61",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "reward_curve_easy.png\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "reward_curve_medium.png\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "reward_curve_hard.png\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Step 8: Display mentor graphs (easy/medium/hard)\n",
    "#\n",
    "# TRACK = \"sandbox\" -> VM env  curves from Step 6  (default)\n",
    "# TRACK = \"simple\"  -> Mock env curves from the optional Mock-env compare\n",
    "from pathlib import Path\n",
    "from IPython.display import Image, display\n",
    "\n",
    "TRACK = \"sandbox\"  # change to \"simple\" only if you uncommented the Mock-env compare\n",
    "curve_dir = Path(\"artifacts/eval_simple\" if TRACK == \"simple\" else \"artifacts/eval_sandbox\")\n",
    "curves = [\n",
    "    curve_dir / \"reward_curve_easy.png\",\n",
    "    curve_dir / \"reward_curve_medium.png\",\n",
    "    curve_dir / \"reward_curve_hard.png\",\n",
    "]\n",
    "missing = [str(p) for p in curves if not p.exists()]\n",
    "if missing:\n",
    "    print(\"Run Step 6 with --plot first. Missing:\")\n",
    "    for p in missing:\n",
    "        print(\" -\", p)\n",
    "else:\n",
    "    for curve in curves:\n",
    "        print(curve.name)\n",
    "        display(Image(filename=str(curve)))\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}