What is Operational Memory and how does VixPro AI learn from past incidents?

Operational Memory extracts and retains lessons learned from your infrastructure history. When incidents, tasks, and changes are archived, VixPro AI extracts memory events — distilled operational insights that improve future incident handling.

Four types of memory events:

• Recurring Pattern — the same issue keeps happening (e.g. "CPU alert on srv-A fires every Tuesday during cron backup job")
• Proven Remediation — a fix that worked (e.g. "Restarting nginx after config change resolves 502 errors within 30s")
• Tool Reliability — tool success/failure patterns (e.g. "check_disk_space fails on NFS mounts — use df_local instead")
• Configuration Insight — threshold or config learnings (e.g. "CPU alert threshold 1.8% on srv-A is too sensitive — raised to 15%")

Memory events are automatically included in context when VixPro AI handles alerts on the relevant server. VixPro AI starts each investigation informed by past experience rather than from scratch.

You can review, pin, and dismiss memory events on the Operational Memory page. The system improves over time — the more VixPro AI sees, the smarter it gets about your specific infrastructure.