Applied Linguistic Malfeasance Division
The Generator
Laboratory
Experimental instruments for manufacturing comments, insults, poems, and other peer-unreviewed linguistic emissions.
Instrument 02 · Unnecessary invective
Insult Generator
A distinguished vocabulary for imaginary disputes. Aim at pomposity. Leave identities out of it.
Awaiting specimen
Consulting the emergency thesaurus.
Specimen generated under highly questionable laboratory conditions.
Instrument 03 · The Department of Unnecessary Verse
Poem Generator
For feelings too important for prose and too ridiculous for the literature budget.
Awaiting manuscript
The muse is submitting an expense claim.
No poets were accredited in the making of this manuscript.
Instrument 01 · Public utterances
YouTube Comment Generator
For live chat, Super Chats, and thoughts that should have remained in the faculty fridge.
Awaiting specimen
YouTube Preflight Estimate
Awaiting assessment
Channel settings, phrase context and moderation changes are unknown. No estimate guarantees acceptance.
Read the preflight methodology
Direct observation: on DZ Debates, September 25, 2026, “test test” reached the purchase dialog; “fuck” and “fuck fuck” were rejected before payment. No purchases were completed. Exact matches carry that context, not a universal rule.
Historical evidence: purchased messages support some stylistic patterns, including wordplay. Profanity also succeeded in other contexts. Rewrite reports suggest phrase context matters; “meat” and “holes” are not treated as banned words.
Heuristic guess: density of profanity, explicit wording, aggressive phrasing and unusual spelling can raise concern. A short comment without these signals receives only a lower-risk estimate. Substitutions are not guaranteed bypasses. This is neither YouTube’s moderation system nor a calibrated probability.