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  ## TL;DR — What Is This?
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  **Problem:** Every 2AM, six services fire alerts simultaneously. One root cause is hidden in thousands of log lines. Average engineer takes 45 minutes to resolve.
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  ```bash
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  # Clone
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- git clone https://github.com/OGrohit/logtriage-env
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  cd logtriage-env
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  # Install
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  |----------|-----|
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  | **Live Environment** | https://huggingface.co/spaces/OGrohit/logtriage-env |
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  | **Trained Model** | https://huggingface.co/OGrohit/logtriage-sre-agent |
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- | **Blog Post** | https://huggingface.co/blog/OGrohit/logtriage-sre-agent |
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- | **GitHub** | https://github.com/OGrohit/logtriage-env |
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  | **Hackathon** | Meta × PyTorch × Scaler OpenEnv Grand Finale 2026 |
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+ ## The Quote
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+ > *"Root causes never log first. Symptoms cascade before causes appear. By the time you're paging the right team, you've already wasted 30 minutes chasing ghosts in logs. LogTriageEnv teaches LLM agents to think like veteran SREs: trace backward, find the root cause before the symptoms drown you out."*
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  ## TL;DR — What Is This?
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  **Problem:** Every 2AM, six services fire alerts simultaneously. One root cause is hidden in thousands of log lines. Average engineer takes 45 minutes to resolve.
 
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  ```bash
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  # Clone
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+ git clone https://github.com/rohitdecodes/logtriage-env
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  cd logtriage-env
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  # Install
 
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  |----------|-----|
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  | **Live Environment** | https://huggingface.co/spaces/OGrohit/logtriage-env |
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  | **Trained Model** | https://huggingface.co/OGrohit/logtriage-sre-agent |
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+ | **Blog Post** | https://github.com/rohitdecodes/logtriage-env/blob/main/BLOG_POST.md |
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+ | **GitHub Repository** | https://github.com/rohitdecodes/logtriage-env |
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  | **Hackathon** | Meta × PyTorch × Scaler OpenEnv Grand Finale 2026 |
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