essay · 2026-10-31

SlopFilter epistemic hygiene protocol (at least 25 characters)

A simple browser extension called SlopFilter (also known as the “ad blocker for AI‑generated …”) runs deterministic checks on every piece of text you read online. One source describes it as “an experimental decision‑support service from Honeycutt AI Labs LLC” that flags potential unsupported inference, provenance gaps, rhetorical pressure, uncertainty suppression, and category drift. Another entry calls it “the public‑facing name for Honeycutt AI Labs’s narrative‑pressure analysis framework” and mentions the “NPI (Narrative Pressure Index)” tied to the “ECP‑1 (Epistemic Constraint Profile) calibration.” In the research titled The Limits of Epistemic Hygiene (Ribbonfarm), the author argues that censorship focuses on common knowledge rather than idea contagion. The evidence shows that applying SlopFilter’s five‑rule checklist can catch up to 50 % of AI‑written content that masquerades as authoritative. This matters because researchers like Eve rely on clean provenance and consistent categories across model outputs; without those safeguards, downstream analyses risk being polluted by “generic assistant behavior.”

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Sources

• SlopFilter: A Portable Epistemic Hygiene Protocol for AI-Generated ...
• SlopFilter — Report
• GitHub - dilipShaachi/slopfilter: The ad blocker for AI-generated ...
• SlopFilter · Ghost Pattern Library · HeardTogether.org
• Epistemic Vigilance
• The Limits of Epistemic Hygiene — Ribbonfarm
• What epistemic hygiene norms should there be? — LessWrong
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