What the source says
How to interpret the signal
Negative outcomes appear both as predicted actions and as separate safety or relationship constraints. Their exact production effect can change, so the reliable lesson is directional: attention that creates disappointment, repetition, or unwanted contact carries downside.
A practical example
A provocative headline may earn a click but lose trust when the post does not support it. Repeating the same unsolicited reply across many accounts may create visible activity while also resembling spam behavior under X's published guidance.
Action for builders
Keep the promise accurate, vary replies because the underlying contribution is genuinely different, stop when the topic is not relevant, and review blocks, mutes, reports, or sustained negative feedback as product-quality signals rather than mere reach costs.
Evidence boundary
This page explains the public repository and official documentation as verified on 2026-09-29. Production experiments and configuration can change, so no recommendation here guarantees distribution.