self-auditing

Introduces ContextGuard, a structured self-auditing framework that improves LLM context learning by decomposing model self-assessment into confirmed and uncertain categories and applying targeted revisions, achieving a task-solving rate increase from 9.64% to 13.85% on Qwen3.5-4B on the CL-Bench benchmark.