context-surfing

What problem does it solve?

This Skill prevents AI output degradation by actively monitoring the context window's health and ensuring the AI operates at peak coherence, avoiding "wipeouts" from drift or hallucination.

Core Features & Use Cases

• Context Health Monitoring: Continuously assesses the quality and coherence of the AI's context.
• Drift Detection: Identifies and reacts to signals of context degradation, such as contradictions or hallucinations.
• Clean Handoffs: Manages graceful exits when context quality drops, saving state for seamless resumption.
• Use Case: For long-running, complex coding tasks where maintaining accurate context is critical, this skill ensures the AI doesn't silently introduce errors due to a degrading understanding of the project or task.

Quick Start

Use the context-surfing skill to monitor and maintain context quality during a multi-step coding task.