> So you read an article "China disappears random person" and then at the end you click a button and bet whether that person is alive or dead or whatever.
Congratulations, you just created a murder market.
Create “Is person X dead?”, and put a large limit order buying No.
Anyone with means can capitalise on it by fulfilling the physical obligation of the market and buying up the limit order.
Don’t create the murder market.
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It would be a stupid thing to do given the trail, bit it gives the person ordering it sort of plausible deniability.
I have TDD flow working as a part of my tasks structuring and then task completion.
There are separate tasks for making the tests and for implementing. The agent which implements is told to pick up only the first available task, which will be “write tests task”, it reliably does so. I just needed to add how it should mark tests as skipped because it’s been conflicting with quality gates.
That somewhat existed in servers in the past, my R720xd had RAM mirroring mode. IDK if it used it for reducing latency, but you could take out a stick and the server would continue running as normal and report an alarm in iDRAC.
Just try using Claude with API for an hour and you will see that the subscriptions are definitely not profitable (unless they percent off “partying but dormant” is very high).
A paper on the same topic: On the Expressiveness of Softmax Attention: A Recurrent Neural Network Perspective, Gabriel Mongaras, Eric C. Larson, https://arxiv.org/abs/2507.23632
Linear attention is a first-degree approximation of Softmax attention, and model performance gets better as you increase the degree of the Taylor approximation.
I'm thinking about adapting an existing model to Taylor-approximated attention. I think it should be possible with some model surgery and rehabilitation training.
Definitely agreed, that is what I do as well.
At that point you have good understanding of that code, which is in contrast to what the post I responded suggests.
For 8+ bays you just need a SAS HBA card and one free PCI-E slot. Not to mention that many motherboards will have 6+ SATA ports already.
If anything, 2nd hand AMD gaming rigs make more sense than old servers.
I say that as someone with always off r720xd at home due to noise and heat. It was fun when I bought it during winter years ago, until summer came.
I remember reading a paper that showed that giving models even a a few filler tokens before requiring a single phrase/word/number answer significantly increasee accuracy. This is probably similar.
Chain of Thought was known since 2022 (https://arxiv.org/abs/2201.11903), we just were stuck in a world where we were dumping more data and compute at the training instead of looking at other improvements.