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[ { "role": "system", "content": "You are an expert Site Reliability Engineer (SRE) responding to a production incident.\nYou are managing a microservice cluster experiencing failures.\n\nYour goal: restore all services to healthy SLO compliance as efficiently as possible.\n\nStrategy:\n1. First, inspect logs...
{ "episode_id": "grok-4.20-reasoning|easy|7", "model": "grok-4.20-reasoning", "task_id": "easy", "seed": 7, "step": 1, "episode_score": 0.764 }
[ { "role": "system", "content": "You are an expert Site Reliability Engineer (SRE) responding to a production incident.\nYou are managing a microservice cluster experiencing failures.\n\nYour goal: restore all services to healthy SLO compliance as efficiently as possible.\n\nStrategy:\n1. First, inspect logs...
{ "episode_id": "grok-4.20-reasoning|easy|7", "model": "grok-4.20-reasoning", "task_id": "easy", "seed": 7, "step": 2, "episode_score": 0.764 }
[ { "role": "system", "content": "You are an expert Site Reliability Engineer (SRE) responding to a production incident.\nYou are managing a microservice cluster experiencing failures.\n\nYour goal: restore all services to healthy SLO compliance as efficiently as possible.\n\nStrategy:\n1. First, inspect logs...
{ "episode_id": "grok-4.20-reasoning|easy|7", "model": "grok-4.20-reasoning", "task_id": "easy", "seed": 7, "step": 3, "episode_score": 0.764 }
[ { "role": "system", "content": "You are an expert Site Reliability Engineer (SRE) responding to a production incident.\nYou are managing a microservice cluster experiencing failures.\n\nYour goal: restore all services to healthy SLO compliance as efficiently as possible.\n\nStrategy:\n1. First, inspect logs...
{ "episode_id": "grok-4.20-reasoning|easy|7", "model": "grok-4.20-reasoning", "task_id": "easy", "seed": 7, "step": 4, "episode_score": 0.764 }
[ { "role": "system", "content": "You are an expert Site Reliability Engineer (SRE) responding to a production incident.\nYou are managing a microservice cluster experiencing failures.\n\nYour goal: restore all services to healthy SLO compliance as efficiently as possible.\n\nStrategy:\n1. First, inspect logs...
{ "episode_id": "grok-4.20-reasoning|easy|7", "model": "grok-4.20-reasoning", "task_id": "easy", "seed": 7, "step": 5, "episode_score": 0.764 }
[ { "role": "system", "content": "You are an expert Site Reliability Engineer (SRE) responding to a production incident.\nYou are managing a microservice cluster experiencing failures.\n\nYour goal: restore all services to healthy SLO compliance as efficiently as possible.\n\nStrategy:\n1. First, inspect logs...
{ "episode_id": "grok-4.20-reasoning|easy|7", "model": "grok-4.20-reasoning", "task_id": "easy", "seed": 7, "step": 6, "episode_score": 0.764 }
[ { "role": "system", "content": "You are an expert Site Reliability Engineer (SRE) responding to a production incident.\nYou are managing a microservice cluster experiencing failures.\n\nYour goal: restore all services to healthy SLO compliance as efficiently as possible.\n\nStrategy:\n1. First, inspect logs...
{ "episode_id": "grok-4.20-reasoning|easy|7", "model": "grok-4.20-reasoning", "task_id": "easy", "seed": 7, "step": 7, "episode_score": 0.764 }
[ { "role": "system", "content": "You are an expert Site Reliability Engineer (SRE) responding to a production incident.\nYou are managing a microservice cluster experiencing failures.\n\nYour goal: restore all services to healthy SLO compliance as efficiently as possible.\n\nStrategy:\n1. First, inspect logs...
{ "episode_id": "grok-4.20-reasoning|easy|7", "model": "grok-4.20-reasoning", "task_id": "easy", "seed": 7, "step": 8, "episode_score": 0.764 }
[ { "role": "system", "content": "You are an expert Site Reliability Engineer (SRE) responding to a production incident.\nYou are managing a microservice cluster experiencing failures.\n\nYour goal: restore all services to healthy SLO compliance as efficiently as possible.\n\nStrategy:\n1. First, inspect logs...
{ "episode_id": "grok-4.20-reasoning|easy|7", "model": "grok-4.20-reasoning", "task_id": "easy", "seed": 7, "step": 9, "episode_score": 0.764 }
[ { "role": "system", "content": "You are an expert Site Reliability Engineer (SRE) responding to a production incident.\nYou are managing a microservice cluster experiencing failures.\n\nYour goal: restore all services to healthy SLO compliance as efficiently as possible.\n\nStrategy:\n1. First, inspect logs...
{ "episode_id": "grok-4.20-reasoning|easy|7", "model": "grok-4.20-reasoning", "task_id": "easy", "seed": 7, "step": 10, "episode_score": 0.764 }
[ { "role": "system", "content": "You are an expert Site Reliability Engineer (SRE) responding to a production incident.\nYou are managing a microservice cluster experiencing failures.\n\nYour goal: restore all services to healthy SLO compliance as efficiently as possible.\n\nStrategy:\n1. First, inspect logs...
{ "episode_id": "grok-4.20-reasoning|medium|61", "model": "grok-4.20-reasoning", "task_id": "medium", "seed": 61, "step": 1, "episode_score": 0.764 }
[ { "role": "system", "content": "You are an expert Site Reliability Engineer (SRE) responding to a production incident.\nYou are managing a microservice cluster experiencing failures.\n\nYour goal: restore all services to healthy SLO compliance as efficiently as possible.\n\nStrategy:\n1. First, inspect logs...
{ "episode_id": "grok-4.20-reasoning|medium|61", "model": "grok-4.20-reasoning", "task_id": "medium", "seed": 61, "step": 2, "episode_score": 0.764 }
[ { "role": "system", "content": "You are an expert Site Reliability Engineer (SRE) responding to a production incident.\nYou are managing a microservice cluster experiencing failures.\n\nYour goal: restore all services to healthy SLO compliance as efficiently as possible.\n\nStrategy:\n1. First, inspect logs...
{ "episode_id": "grok-4.20-reasoning|medium|61", "model": "grok-4.20-reasoning", "task_id": "medium", "seed": 61, "step": 3, "episode_score": 0.764 }
[ { "role": "system", "content": "You are an expert Site Reliability Engineer (SRE) responding to a production incident.\nYou are managing a microservice cluster experiencing failures.\n\nYour goal: restore all services to healthy SLO compliance as efficiently as possible.\n\nStrategy:\n1. First, inspect logs...
{ "episode_id": "grok-4.20-reasoning|medium|61", "model": "grok-4.20-reasoning", "task_id": "medium", "seed": 61, "step": 4, "episode_score": 0.764 }
[ { "role": "system", "content": "You are an expert Site Reliability Engineer (SRE) responding to a production incident.\nYou are managing a microservice cluster experiencing failures.\n\nYour goal: restore all services to healthy SLO compliance as efficiently as possible.\n\nStrategy:\n1. First, inspect logs...
{ "episode_id": "grok-4.20-reasoning|medium|61", "model": "grok-4.20-reasoning", "task_id": "medium", "seed": 61, "step": 5, "episode_score": 0.764 }
[ { "role": "system", "content": "You are an expert Site Reliability Engineer (SRE) responding to a production incident.\nYou are managing a microservice cluster experiencing failures.\n\nYour goal: restore all services to healthy SLO compliance as efficiently as possible.\n\nStrategy:\n1. First, inspect logs...
{ "episode_id": "grok-4.20-reasoning|medium|61", "model": "grok-4.20-reasoning", "task_id": "medium", "seed": 61, "step": 6, "episode_score": 0.764 }
[ { "role": "system", "content": "You are an expert Site Reliability Engineer (SRE) responding to a production incident.\nYou are managing a microservice cluster experiencing failures.\n\nYour goal: restore all services to healthy SLO compliance as efficiently as possible.\n\nStrategy:\n1. First, inspect logs...
{ "episode_id": "grok-4.20-reasoning|medium|61", "model": "grok-4.20-reasoning", "task_id": "medium", "seed": 61, "step": 7, "episode_score": 0.764 }
[ { "role": "system", "content": "You are an expert Site Reliability Engineer (SRE) responding to a production incident.\nYou are managing a microservice cluster experiencing failures.\n\nYour goal: restore all services to healthy SLO compliance as efficiently as possible.\n\nStrategy:\n1. First, inspect logs...
{ "episode_id": "grok-4.20-reasoning|medium|61", "model": "grok-4.20-reasoning", "task_id": "medium", "seed": 61, "step": 8, "episode_score": 0.764 }
[ { "role": "system", "content": "You are an expert Site Reliability Engineer (SRE) responding to a production incident.\nYou are managing a microservice cluster experiencing failures.\n\nYour goal: restore all services to healthy SLO compliance as efficiently as possible.\n\nStrategy:\n1. First, inspect logs...
{ "episode_id": "grok-4.20-reasoning|medium|61", "model": "grok-4.20-reasoning", "task_id": "medium", "seed": 61, "step": 9, "episode_score": 0.764 }
[ { "role": "system", "content": "You are an expert Site Reliability Engineer (SRE) responding to a production incident.\nYou are managing a microservice cluster experiencing failures.\n\nYour goal: restore all services to healthy SLO compliance as efficiently as possible.\n\nStrategy:\n1. First, inspect logs...
{ "episode_id": "grok-4.20-reasoning|medium|61", "model": "grok-4.20-reasoning", "task_id": "medium", "seed": 61, "step": 10, "episode_score": 0.764 }
[ { "role": "system", "content": "You are an expert Site Reliability Engineer (SRE) responding to a production incident.\nYou are managing a microservice cluster experiencing failures.\n\nYour goal: restore all services to healthy SLO compliance as efficiently as possible.\n\nStrategy:\n1. First, inspect logs...
{ "episode_id": "grok-4.20-reasoning|medium|61", "model": "grok-4.20-reasoning", "task_id": "medium", "seed": 61, "step": 11, "episode_score": 0.764 }
[ { "role": "system", "content": "You are an expert Site Reliability Engineer (SRE) responding to a production incident.\nYou are managing a microservice cluster experiencing failures.\n\nYour goal: restore all services to healthy SLO compliance as efficiently as possible.\n\nStrategy:\n1. First, inspect logs...
{ "episode_id": "grok-4.20-reasoning|medium|61", "model": "grok-4.20-reasoning", "task_id": "medium", "seed": 61, "step": 12, "episode_score": 0.764 }
[ { "role": "system", "content": "You are an expert Site Reliability Engineer (SRE) responding to a production incident.\nYou are managing a microservice cluster experiencing failures.\n\nYour goal: restore all services to healthy SLO compliance as efficiently as possible.\n\nStrategy:\n1. First, inspect logs...
{ "episode_id": "grok-4.20-reasoning|medium|61", "model": "grok-4.20-reasoning", "task_id": "medium", "seed": 61, "step": 13, "episode_score": 0.764 }
[ { "role": "system", "content": "You are an expert Site Reliability Engineer (SRE) responding to a production incident.\nYou are managing a microservice cluster experiencing failures.\n\nYour goal: restore all services to healthy SLO compliance as efficiently as possible.\n\nStrategy:\n1. First, inspect logs...
{ "episode_id": "grok-4.20-reasoning|medium|61", "model": "grok-4.20-reasoning", "task_id": "medium", "seed": 61, "step": 14, "episode_score": 0.764 }
[ { "role": "system", "content": "You are an expert Site Reliability Engineer (SRE) responding to a production incident.\nYou are managing a microservice cluster experiencing failures.\n\nYour goal: restore all services to healthy SLO compliance as efficiently as possible.\n\nStrategy:\n1. First, inspect logs...
{ "episode_id": "grok-4.20-reasoning|medium|61", "model": "grok-4.20-reasoning", "task_id": "medium", "seed": 61, "step": 15, "episode_score": 0.764 }
[ { "role": "system", "content": "You are an expert Site Reliability Engineer (SRE) responding to a production incident.\nYou are managing a microservice cluster experiencing failures.\n\nYour goal: restore all services to healthy SLO compliance as efficiently as possible.\n\nStrategy:\n1. First, inspect logs...
{ "episode_id": "grok-4.20-reasoning|medium|61", "model": "grok-4.20-reasoning", "task_id": "medium", "seed": 61, "step": 16, "episode_score": 0.764 }
End of preview. Expand in Data Studio

SevZero expert trajectories (SFT)

Sources

  • Synthetic expert rollouts from frontier models (Gemini 3.1 Pro, Azure OpenAI, Azure AI Inference) against the local OpenEnv server.app SevZero environment.

Filtering

  • Episodes with final grader score 0.75 are included.

Schema

  • Each example has a messages list (Llama-3.1-8B-Instruct–style SFT) and meta (episode / step provenance):
    • system: SRE on-call system prompt (same as inference.SYSTEM_PROMPT in the repo)
    • user: JSON-serialized observation (shrink to ≤ 2048 tokens for the user part)
    • assistant: one JSON object {"action_type": "...", "params": {...}}

Stats (from build_stats.json at publish time)

{ "episodes_total_seen": 90, "episodes_kept": 42, "episodes_dropped": 48, "mean_episode_score_kept": 0.836021, "train_rows": 853, "eval_rows": 80, "max_prompt_token_length": 2, "max_observation_user_token_budget": 2048, "min_score_filter": 0.75 }

Parquet

  • Splits train and eval are also pushed in Parquet for fast datasets.load_dataset.
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