context-mgmt

What problem does it solve?

This Skill helps diagnose and mitigate performance degradation in language models that occurs as the context window grows, preventing issues like information loss and hallucination.

Core Features & Use Cases

• Identify Degradation Patterns: Recognize phenomena like "lost-in-middle," context poisoning, distraction, and confusion.
• Understand Model Behavior: Learn about empirical benchmarks and counterintuitive findings related to context length.
• Apply Mitigation Strategies: Implement practical guidance such as the "Four-Bucket Approach" and architectural patterns.
• Use Case: When an AI agent starts producing irrelevant or incorrect responses in a long conversation, this skill can help pinpoint whether the issue is due to context overload and suggest solutions.

Quick Start

Use the context-mgmt skill to analyze why an AI agent might be failing in a long conversation.