The rate at which any physical system can generate or extract new information is fundamentally limited by how fast quantum states can evolve into distinguishable (orthogonal) configurations under energy and time constraints.
This leads to a clean efficiency metric:
η = ∆surprise / ∆(E × t) ≤ 4 / h(bits per joule-second)
It bridges Shannon surprisal with the Margolus–Levitin quantum speed limit.
I propose this as a potential non-gameable metric for measuring real intelligence in AI systems.
Thoughts?
Transfer from ChatGPT to Claude in one Simple copy paste
Instructions:
claude.ai/public/artifacts/4…
CORE retweeted
tweets i'd like to nail to my forehead:
Replying to @nosilverv
good graph, judge on process not outcome, especially on lagging measures, especially if you make early trade-offs on speed for building strong foundational understanding
Not interested, Mute, and Block are now a single click away
X hides the one button that could save your timeline,
I exposed it
extension: github.com/GildedSignal/X-no…
X hides the one button that could save your timeline,
I exposed it
extension: github.com/GildedSignal/X-no…
Life, Death, ReBirth.
Replying to @Gilded_Signal @shedrinkswater
This is a live dissection,
performed without anaesthetic,
on the one subject,
you are not allowed to kill:
yourself.
Bear with me
I paced the room,
heart racing for our date,
the one she'd etched into my palm on a lazy afternoon,
her eyes saying we'd savor every moment of forever.
She'd whispered it'd be unforgettable,
her lips brushing mine.
Today marked the 14th,
still circled in a faded red since she slipped away
the same red as the sun-warm skin
of the fruit we once split between our teeth,
its sugar on her tongue, her tongue on mine,
the day we swore nothing could wilt
what the calendar had let us harvest.







