i agree, but i wwant to add that perhaps just specs might not give you full testing coverage, have to add other artifacts too, like prod logss and incidents and

i agree, but i wwant to add that perhaps just specs might not give you full testing coverage, have to add other artifacts too, like prod logss and incidents and using some layer of ontology + KG to produce meaningful data connectins and understanding. vector db alone will only give semantic search and grossly incompetent to connect data artifacts. for example for vector db, word apple and company apple might both be same without outlininig the context.