x-scoring

To score X posts for high-value reply opportunities, apply the X Opportunity Score formula, which evaluates topic relevance, author size, reply window, recency, diary overlap, and penalties to produce a single deterministic score.

The best way to triage social posts for reply priority is to pass computed opportunity scores through decision gates, categorizing each post as HIGH PRIORITY, GOOD, MARGINAL, or SKIP for efficient operational sorting.

The X Opportunity Score formula handles edge cases and validation by enforcing deterministic decision gates, applying specific skip criteria, triggering urgent push conditions, and outputting clear failure behaviors.

You should skip a post during an x-kol-scan when it hits specific penalty criteria or fails deterministic decision gates, ensuring only posts with genuine surface priority and topic relevance are retained.

Yes, you can use post scoring to determine content actions; the framework categorizes posts during x-kol-scan to decide which high-opportunity posts to surface immediately and which to store or skip.

No, x-scoring requires no external dependencies to evaluate social posts; it applies a self-contained formula and deterministic decision gates to compute surface priority and triage replies.