Problem: maintenance leaders do not just need event counts; they need to know which discrepancies keep coming back, where burden is concentrated, and which patterns deserve investigation. What I built ...

The two managed products below are the fastest path to shipping. They're actively maintained, billed for sustainability, and back the rest of the ecosystem.

AI vs AI cybersecurity arrived in documented form on May 10, when an LLM agent drove a four-pivot intrusion to database exfiltration in under an hour with no human direction. CrowdStrike data puts ...