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How to fix: Paragraph openers are direct topic statements

Why this matters

LLMs identify extractable passages by their opening sentence. A weak or transitional opener ('As we mentioned above…') reduces extraction quality. Lead each paragraph with the actual point, not the context.

Background

LLMs identify extractable passages by their opening sentence. A weak or transitional opener ('As we mentioned above…') reduces extraction quality. Lead each paragraph with the actual point, not the context.

References

Inverted pyramid · Newspaper-style lead-with-the-point pattern

How to fix

Code snippet for each stack we cover. Pick the one matching your server / framework.

nginx
No server config — content rewrite.
apache
Same.
cloudflare
Same.
wordpress
Audit paragraph openers. Replace transitional starts ('However', 'Additionally', 'As we mentioned') with the actual topic statement.
flask
Same.
express
Same.
rails
Same.

Verify it's working

Read the first sentence of each paragraph aloud. It should state the paragraph's main point independently.

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