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Recommendations for using this JSON for training:
Feature Engineering: The uptime_seconds field is key. The model should learn to associate low numeric values (e.g., <300) with the “anomaly_detected”: true flag.
Negative Examples: The normal_ecmp_stable_01 example is critical. Without it, the model might start treating any multiple paths as anomalies, instead of comparing their ages.
Training Format: You can convert this JSON to the format {"instruction": “Analyze the output of show ip route for anomalies”, “input”: “”, “output”: “”} for standard fine-tuning (e.g., Alpaca or ChatML formats).
Protocol Context: The reasoning clearly states why a low uptime is bad for BGP/OSPF, but might be fine for a static route just added by the administrator. This helps the model make context-sensitive inferences.
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