Accountability Matters
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Research desk

Published findings and case studies.

Case notes from the live evidence workflow, written for public review and internal reporting practice.

Reported

Jake Lang: Critical Hate-Speech Case Study

A reported YouTube finding where the evidence is direct, timestamped, and already tied to a reporting workflow.

Risk
Critical
Severity
Critical
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Identified

Jillian Michaels: Pattern-Based Hate-Speech Review

Two separate dashboard findings show how contextual rhetoric can form a reportable pattern over time.

Risk
Medium
Severity
Moderate
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Active pursuit

speckzo: Active-Pursuit YouTube Case

A smaller channel with multiple findings, including one direct quote report candidate and one contextual policy match.

Risk
Low
Severity
Severe
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Reported

319 MFG: Neo-Nazi Clothing Brand on Shopify

A Shopify-powered storefront selling apparel with white-supremacist slogans, including a product named 'DE@TH 2 ZOG' and Nazi military imagery.

Risk
High
Severity
Critical
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