liuku-xianzei

To schedule review plans, this skill digests input knowledge items and generates structured units with freshness-days and expiry dates. It then creates a configurable re-review schedule to maintain long-term retention of your research notes.

Contamination risk scoring evaluates mixed-credibility information to prevent low-quality content from polluting memory. It calculates a risk score to separate knowledge into an inheritance queue for safe items and a quarantine queue for content requiring review.

You digest forum discussions by computing a gradient digestion score across core claims, evidence, and application. The skill applies information density and credibility weighting to transform messy inputs into structured knowledge units.

Yes, you can manage memory inheritance for blog posts. The skill evaluates content credibility and contamination risk, routing safe knowledge units into an inheritance queue to support secure long-term memory inheritance.

The best way to prevent knowledge contamination is applying contamination risk scoring to incoming information. This process identifies potentially polluted content and isolates it into a quarantine queue before it can enter long-term memory.

Knowledge freshness scheduling expires information because it computes category-based freshness windows with expiry dates. This ensures outdated content is flagged for a re-review schedule, keeping your actionable knowledge base accurate over time.