Searching protocol for "stagnation detection"
Monitor session health with heartbeat insights.
Track project progress & detect stagnation automatically.
Background watchdog for crashes and softlocks.
Break strategy plateaus, design new pivots.
Iterative red-teaming for artifact quality.
Intelligent evolution strategy selection
Break retry loops by switching strategy.
Reframe stuck creative sessions.
Turn goals into tracked progress—effortlessly.
Break cycles, unlock progress.
Recover from failures, adapt and retry.
Autonomously evolve AI agents for self-improvement