Developer Builds AI Agent That Auto-Switches Models and Self-Diagnoses Failures
A developer created an AI agent system capable of automatically switching to a backup model when the primary one fails. The entire workflow was integrated with SigNoz, an observability platform, to track requests, monitor performance, and detect failures in real time. A dedicated diagnostic agent was also built to read monitoring data and explain failure causes in plain language. During testing, the system successfully identified an actual AI provider outage and determined its root cause without manual intervention. The project was submitted as part of the SigNoz Hackathon.
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