Build and maintain the scanner and insights pipeline: ingest scan output, normalize it, score it, and store it for reporting
Design and ship AI-embedded workflows — agentic loops, tool-calling, and review/approval steps — that automate analysis, triage, and enrichment without unsupervised hallucination
