coredipper/operon-epiplexity
0
🧠 Epistemic Stagnation Monitor
Detect when an agent gets stuck repeating itself by combining embedding novelty and perplexity into a single "epiplexity" score -- like neural habituation signaling that a brain region has stopped learning.
What to Try
- Select a preset from the Preset dropdown (e.g. "Gradual stagnation" or "Sudden loop") and click Run Monitor to see how the epiplexity score evolves and health status transitions from HEALTHY through STAGNANT to CRITICAL.
- Adjust the Alpha slider to change the mix between embedding novelty and perplexity, then re-run to see how it affects detection sensitivity.
- Try the "Recovery" preset to see how the monitor detects stagnation and then recovers when novel messages resume.
How It Works
The EpiplexityMonitor embeds each message and compares it to a sliding window. Epiplexity combines embedding novelty with normalized perplexity -- when this score stays below the threshold for too long, the monitor flags stagnation, triggering healing interventions.