Demo — calibration in progress. Findings illustrative, not authoritative. SLOPFILTER_SPEC_V1.1
SlopFilter
epistemic integrity analysis
Audits AI-generated text for structural epistemic failure: unsupported claims, inference overreach, rhetorical distortion, and category errors. It surfaces structure — it does not adjudicate truth.
Specv1.1
SectionsEight
SlopScore0 – 5
Integrity0 – 100
Honeycutt AI Labs · © 2026
SlopFilter
·
epistemic integrity analysis
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02 Circuit Breaker
Static prompts for interrupting recursive model drift, forced coherence, and rhetorical overrun.
03 About

SlopFilter is an epistemic analysis service from Honeycutt AI Labs LLC. It inspects AI-generated and AI-adjacent text for structural epistemic failure modes: unsupported claims, inference overreach, rhetorical distortion, uncertainty suppression, and category errors. Output is a structured scored report against the canonical SPEC_V1.1 surface.

honeycuttailabs.com

Report format
slopfilter_report_v0_2
Spec
SLOPFILTER_SPEC_V1.1
Service owner
Honeycutt AI Labs LLC
Analysis boundary
api.myresearchadvisor.com
Endpoint
POST /v1/slopfilter/analyze

SlopFilter℠ is a service of Honeycutt AI Labs LLC. © 2026 Honeycutt AI Labs LLC. All rights reserved.