Building a pre-post QC gate to filter automation artifacts from Bluesky posts
By
MORINAGA
Summary
A developer describes building a pre-post quality control gate (bluesky-qc.mjs) for their Bluesky automation pipeline. After noticing that automated posts occasionally leaked references to the pipeline itself — which reads as a red flag to human readers distrustful of content farms — they built a four-stage QC system that catches vocabulary leaks, stale entries, and low-engagement signals before posts go live. The piece details the technical implementation and the social reasoning behind treating automation transparency differently on social platforms versus developer blogs.
Source
bskyBuilding a pre-post QC gate to filter automation artifacts from Bluesky postsdev.toKey quotes
· 3 pulledOn dev.to, being honest about automation is a feature. On Bluesky, unprompted mentions of your own automation mechanism register as a red flag to human readers who are already primed to distrust content farms.
The JSONL-based queue I described earlier was working fine mechanically.
I saw a post go out that referenced 'the content pipeline' directly. Not egregiously — it was a passing phrase — but it was the kind of thing that reads differently on a social timeline than it does in a dev.to article.
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