Tootfinder

Jury nullification has never had a better shot than this absolutely absurd felony charge
https://www.axios.com/2025/08/14/trump-dc-federal-agent-sandwich-assault-charge

D.C. man accused of throwing sandwich at federal agent faces felony charges
The incident is alleged to have occurred after President Trump ordered an increased federal law enforcement presence in the city.

It seems like, again, just following the plain logic of the Constitution and Declaration of Independence (which, again, I do not subscribe to), that every law passed under Trump, every supreme court justice appointment by Trump, every supreme court ruling by Trump appointed justices, all the illegal firing, etc, must all, necessarily, be null and void.
And if not following from the insurrection act, or from the oath of office, then following from the Declaration of Independence itself. The logic here being that a constitution is a contract between the people and their government, which the later upholds in order to maintain its legal status. The violation of said laws by the government violates "consent of the governed" (which, again, I have issues with the concept entirely but we're just going to ignore that) and therefore nullifies the authority of that government, granting " the right of the people to alter or to abolish it."
That seems a lot like the hard reset some folks have been looking for. Given that existing flaws allowed this state to be reached, it would also be necessary for the true authority to correct those mistakes before assuming authority that derives from these principles.
Now, personally, I don't subscribe to any of this logic but it's interesting to explore, as an outsider, where the logic goes.

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Underworld:
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She Came Face to Face With the Park Avenue Gunman and Survived https://www.nytimes.com/2025/07/31/nyregion/park-avenue-shooting-sebije-nelovic.html

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Drugdealer:
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I have long been opposed to Jury Nullification. However, I recognize that it happens.
(I was a juror once in an extremely clear cut criminal case where one of the other jurors clearly did not want to besmirch the defendant and wanted to punish the homosexual victim, so she caused us become a "hung jury.". The other eleven of us were very angry at her clear, but successful, nullification of the law.)
Today my reluctance to support jury nullification has diminished, eve…

From Detection to Mitigation: Addressing Gender Bias in Chinese Texts via Efficient Tuning and Voting-Based Rebalancing
Chengyan Wu, Yiqiang Cai, Yufei Cheng, Yun Xue
https://arxiv.org/abs/2509.07889

From Detection to Mitigation: Addressing Gender Bias in Chinese Texts via Efficient Tuning and Voting-Based Rebalancing
This paper presents our team's solution to Shared Task 7 of NLPCC-2025, which focuses on sentence-level gender bias detection and mitigation in Chinese. The task aims to promote fairness and controllability in natural language generation by automatically detecting, classifying, and mitigating gender bias. To address this challenge, we adopt a fine-tuning approach based on large language models (LLMs), efficiently adapt to the bias detection task via Low-Rank Adaptation (LoRA). In terms of data …

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