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He was found during sentencing to be guilty of hiring a hit on a competitor using a preponderance of evidence (lower then presumption of innocence). While this is a lower standard than a conviction, it is still a higher standard than most apply in public discourse.
That isn't fair, the point of the trial is to test whether something is to be acted on. To act on something that wasn't directly part of the trial is a bit off. I'm sure the judge is acting in the clear legally, but if someone is going to be sentenced for attempted murder then that should be after a trial that formally accuses them of the crime.
He wasn't sentenced for attempted murder, the sentence Ulbricht received was within the range provided by statute for the crimes he was convicted of. Judges have discretion in sentencing and they are allowed to consider the character of the defendant. The fact that Ulbricht attempted to murder people was demonstrated to the judges satisfaction during the trial and influenced her to sentence at the higher end of the range allowed for the crimes he was duly convicted.
The range allowed for those sentences is way too wide. Life without parole is nowhere near reasonable for hacking, money laundering, and drugs. Being within the sentencing range is meaningless when the range encompasses any possible sentence.
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This cuts both ways as judges often adjust their sentencing downward based on mitigating evidence. For both aggravating and mitigating circumstances evidence does need to be submitted, and there are standards of proof to be applied. It's just that the procedural rules can be different and, depending on the context and jurisdiction, sufficiency can be decided by the judge alone. In some jurisdictions, for example, aggravating evidence may need to be put to the jury, while mitigating evidence need not be.

The U.S. is rather unique in providing a right to jury trials for most--in practice almost all, including misdemeanor--criminal cases. And this is a major factor for why sentencing is so harsh and prosecutions so slow in the U.S. In myriad ways the cost of criminal trials has induced the system to arrive at its current state favoring plea deals, with overlapping crimes and severe maximum penalties as cudgels. Be careful about what kind of "protections" you want to impose.

> This cuts both ways as judges often adjust their sentencing downward based on mitigating evidence.

It isn't supposed to cut both ways. The prosecution is supposed to have the higher burden, and admitting unproven allegations is excessively prejudicial.

> In myriad ways the cost of criminal trials has induced the system to arrive at its current state favoring plea deals, with overlapping crimes and severe maximum penalties as cudgels. Be careful about what kind of "protections" you want to impose.

The lesson from this should be to make the protections strong enough that they can't be thwarted like this. For example, prohibit plea bargaining so that all convictions require a trial and it's forbidden to impose any penalty for demanding one.

It's not supposed to be efficient. It's supposed to be rare.

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Sentencing is complicated in the US. Generally speaking, they have a huge range and a standard for computing where one falls in that range, but everything within that range is open to judge's discretion. Life without parole was within that range for the crimes that Ulbricht was convicted of.

This standard is an enormous document, https://www.ussc.gov/guidelines which lays out the rules for adjustments. Evidence is admissible (by both sides!) for sentencing, with a lower standard of evidence and burden of proof, to either raise or lower the sentence within the very wide numbers of what the conviction was for. So the Judge in this case found that the lower burden of proof was met for additional violent crimes being committed (with Ulbricht's legal team having an opportunity to rebut), and that impacts the sentencing calculations.

Not a lawyer, but I have listened to US lawyers on podcasts.

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Other acts of those charged are routinely brought up in trials. Fir example, criminals being charged with crime A that already committed similar crimes in the past are used to show that the likelihood of crime A being committed this time is higher.
Sure, but then you should have to have a conviction on those other crimes. It’s strange to consider stuff that wasn’t proven. If the crime was committed and the state is sure, they should charge him and then use the first conviction in the sentencing for the second, if they want to.
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> a higher standard than most apply in public discourse

Is it? Preponderance of the evidence is basically “more likely than not”

Yea, and most public discourse is at the level of "I saw a post online about it once". Most people aren't doing deep research before their opinions about things that aren't actually that relevant to their day to day lives. 95% of the world, at best, still has no idea who Ross Ulbricht is even today.
That's one way of phrasing it, and unfortunately some jurisdictions have adopted that phrase, but it is not correct.

A preponderance of the evidence is the greater weight of the evidence after all evidence is considered. Heuristics along the lines of "yeah that fits my priors"—which is what is actually meant by "more likely than not"—are explicitly disallowed.

If Joe Smith in Smalltown, Ohio was hit by a blue bus, and hammock owns 51 of the 100 blue buses in Smalltown whereas torstenvl owns 49 of the 100 blue buses, that is insufficient evidence by itself to prevail by a preponderance standard against hammock in a civil suit.

Thank you for correcting me, and great example