Kyrylo Olkhovskyi

CertAgent: agentic certificate renewal, powered by Muse Spark Expired and misconfigured TLS certificates still take down production services. Monitors raise an alert, and renewal tools only look after the certificates they issued. Working out why an arbitrary endpoint's certificate is bad, and fixing it safely, still falls to an on-call engineer. CertAgent gives that job to Muse Spark. Code scans each HTTPS endpoint and records the findings. Muse Spark then acts as the operator: it reads the findings, confirms the problem live, chooses the fix and explains its decision.