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releases like this give startups 6 months longer runways and something to hype ship a month later.

incredible value for 10B active params.

releases like this give startups 6 months longer runways and something to hype ship a month later. incredible value for 10B active params.

making gradients flow • eXperiments lab

avatar for tokenbender
tokenbender
Tue Dec 23 08:13:11
not sure about you but 2026 is about efficiency and engineering for me.

creative endeavours would have to take a backseat until and unless they have 100x RoI potential.

not sure about you but 2026 is about efficiency and engineering for me. creative endeavours would have to take a backseat until and unless they have 100x RoI potential.

making gradients flow • eXperiments lab

avatar for tokenbender
tokenbender
Mon Dec 22 16:45:21
> Hallucinations are actually "Over-Compliance." Interventions prove these neurons force the model to prioritize satisfying your prompt (even with false premises) over telling the truth.

so is there like a concept of noise here as well, where training a model on cases where it doesn’t know the answer and chooses to refuse clearly would help mitigate hallucinations?

> Hallucinations are actually "Over-Compliance." Interventions prove these neurons force the model to prioritize satisfying your prompt (even with false premises) over telling the truth. so is there like a concept of noise here as well, where training a model on cases where it doesn’t know the answer and chooses to refuse clearly would help mitigate hallucinations?

making gradients flow • eXperiments lab

avatar for tokenbender
tokenbender
Sun Dec 21 17:57:20
RT @cloud11665: A good thought experiment is how do you count something like an IMO gold medal by the METR standard - it is a task that tak…

RT @cloud11665: A good thought experiment is how do you count something like an IMO gold medal by the METR standard - it is a task that tak…

making gradients flow • eXperiments lab

avatar for tokenbender
tokenbender
Sun Dec 21 15:28:54
i really wish to know what changed in gemini 3 flash training on top of anything other than OPD/regular RL.

is it just good env engineering? benchmaxxing?

or something that would make next gemini pro even deadlier?

i really wish to know what changed in gemini 3 flash training on top of anything other than OPD/regular RL. is it just good env engineering? benchmaxxing? or something that would make next gemini pro even deadlier?

making gradients flow • founder - eXperiments lab

avatar for tokenbender
tokenbender
Sun Dec 21 10:25:43
RT @xeophon: okay, small thread!

in times of chatgpt & claude code, designing tasks which are accesible and teach a lesson, while being to…

RT @xeophon: okay, small thread! in times of chatgpt & claude code, designing tasks which are accesible and teach a lesson, while being to…

making gradients flow • founder - eXperiments lab

avatar for tokenbender
tokenbender
Fri Dec 19 17:11:00
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