Skill UI

Use the Monitor tool to achieve real-time observability of swarm events instead of relying on periodic polling. This utility streams comprehensive NDJSON events, including agent spawns, task completions, memory writes, and health checks. It is designed for developers and engineers needing immediate insight into the operational status and health of a distributed system.

Implements the DISTILL and CONSOLIDATE phases of the intelligence pipeline. This tool enables the training and consolidation of learned neural patterns. It supports various adaptation methods, including single-domain SONA for real-time learning and multi-domain MicroLoRA for robust, long-term knowledge storage, preventing catastrophic forgetting.