Demo — calibration in progress. Findings illustrative, not authoritative. SLOPFILTER_SPEC_V1.1
SlopFilter
epistemic integrity analysis
Uses deterministic heuristics to flag potential unsupported inference, provenance gaps, rhetorical pressure, uncertainty suppression, and category drift. It supports human review. It does not adjudicate truth.
Specv1.1
SectionsSeven
SlopScore0 – 5
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 experimental decision-support service from Honeycutt AI Labs LLC. It uses deterministic rules to flag potential unsupported inference, provenance gaps, rhetorical pressure, uncertainty suppression, and category drift in submitted text.

Results are indicators for human review, not findings of truth, authorship, plagiarism, legality, safety, or professional adequacy. Results may contain false positives or false negatives. Do not use a SlopFilter score by itself to make legal, medical, financial, employment, education, housing, insurance, credit, or other consequential decisions.

By default, submitted text is processed ephemerally and is not retained. A report is stored for 24 hours only when sharing is explicitly requested. Optional outbound citation resolution sends extracted citation anchors, which may include URLs or names, to external source services. Document text is not sent for that function.

honeycuttailabs.com

Report format
slopfilter_report_v0_2
Release contract
SLOPFILTER_SPEC_V1.1 · SF-005
Service owner
Honeycutt AI Labs LLC
Default processing boundary
slopfilter.ai
Endpoint
POST /v1/slopfilter/analyze

Privacy · Terms · Methodology and limitations

SlopFilter℠ is a service of Honeycutt AI Labs LLC. © 2026 Honeycutt AI Labs LLC. The hosted service, software, and site content are protected. Separately published research artifacts retain the license stated on each artifact.