2/11/2026
VPS AI engineer: alert quality and runbook alignment
In February we improved alert quality and tied AI suggestions to repeatable runbook logic.
February was focused on tightening the VPS AI engineer loop. Raw alert volume was still too noisy, so we prioritized better signal quality and clearer escalation paths.
We introduced stricter grouping logic and aligned recommendations with internal runbooks to make responses more consistent.
Outcomes from this iteration:
- lower alert fatigue from duplicate signals
- clearer operator handoff notes
- recommendations aligned to known runbook patterns
The system is getting more trustworthy because it is anchored to operational discipline, not just model fluency.