Failures
DB Connection Failure #1
Out of Memory Failure #1
DB Connection Failure #2
Test Timeout Failure #1
Out of Memory Failure #2
DB Connection Failure #3
Text
Preprocessing
Normalizes and deduplicates exception and log messages
AI Language
Model Encoding
Converts failure text into embedding vectors
Semantic
Failure Grouping
Clusters similar failures using deterministic then semantic passes
Failure Groups
Could not connect to DB
3 failures
Out of memory errors
2 failures
Test timeouts
1 failure