Why does raw unedited LLM output get de-indexed during core updates? Because default temperature sampling produces uniform sentence lengths and predictable token transitions (low perplexity / low burstiness) plus overused boilerplate phrases (`"In today's fast-paced digital landscape"`, `"delve into"`, `"testament to"`). ### Our 3-Stage Post-Processing Filter: 1. **Regex Negative-Ban List**: Strip 140 known LLM cliche phrases and replace em-dashes (`—`) with natural punctuation. 2. **Burstiness Sentence Splitter**: Alternate 6-word punchy sentences with 28-word technical clauses. 3. **Live SERP Fact Grounding**: Inject real scraped version numbers, dates, CLI flags, and pricing figures into every H2 section.