Self-Discover Prompting Implementation:
https://t.co/1CrxL4EkU3
Currently seeing a 86.6% on a random subset of BBH, which puts me in line with the results seen by Deep Mind.
@lateinteraction I tried out many of the functions built in to DSPy. If you think it makes sense I can open a pull request to add this to the repo as an example, might be helpful to new people.
crazy to think that if Google never dropped "Attention Is All You Need" in 2017, half of tech Twitter would probably be arguing about crypto or the metaverse right now
Single Crystal CVD Diamond
Have no doubt, you are at the dawn of an industrial revolution. There is a string of breakthroughs happening throughout upstream industries that all compound.
Diamond manufacturing is now able to produce CPU size single crystals wafers.
Currently these are marketed as heat spreaders because they have thermal conductivity of 2,200 W/mK which means they move heat incredibly effectively.
However, that somewhat misses the wood for the trees…
Diamond has physical and electrical properties that exceed traditional silicon, making it uniquely suited for high demand applications.
Thermal Conductivity: Heat is the enemy of electronics. Diamond conducts heat better than almost any other known material, about 5 times better than copper and over 10 times better than silicon.
A diamond chip can act as its own heat sink.
Ultra Wide Bandgap: Diamond can handle massive amounts of voltage and operate at incredibly high temperatures without electrical breakdown.
This makes it perfect for high power applications like electric vehicle inverters, power grids, and aerospace technologies.
High Frequencies: Electrons move very quickly through diamond, allowing chips to operate at much higher frequencies, which is ideal for advanced telecommunications and radar.
Radiation Hardness: Diamond is incredibly resilient to radiation, making diamond based chips ideal for satellites, space exploration, and nuclear facilities.
To make a material act as a semiconductor, you have to "dope" it. To do this you inject impurities into the crystal lattice to create a positive (p-type) or negative (n-type) charge.
Diamond's atomic structure is so tightly packed that forcing other elements into it is hard. While p-type doping (with boron) has been figured out, reliable n-type doping (with phosphorus) remains a massive hurdle.
Theoretical ceilings
Band gap
Silicon wafer = 1.1 eV
Diamond CVD wafer = 5.5eV
Clock speed
Silicon wafer = 5-6 GHz clock wall
Diamond CVD wafer = 1-2 THz clock wall
Max Running Temp
Silicon wafer = 150°C
Diamond CVD wafer = 1,000°C
Whilst we etch silicon with photolithography and Extreme UV light, this doesn’t really work with chemically inert diamond.
Diamond CVD is currently etched with oxygen plasma etching, but this lacks the precision of EUV.
However, we can etch diamond to extreme precision with electron projection lithography. EPL was invented in the 90s by Bell Labs, IBM and Nikkon but abandoned as it was harder than EUV.
Electrons repel each other so the beams blurrs too readily.
What if we built a femto electron beam?
What if we built it to extreme such that it was a ‘single electron’ pulse?
What if we build a microscopic "bed of nails" containing millions of nanoscale tungsten or silicon tips (photocathodes). You shine a massive, highly complex femtosecond laser system across the entire array.
Every time the laser pulses, millions of tiny tips each fire a single, perfectly straight electron at the exact same time.
Turns out, research teams at likes of MIT and Stanford are currently experimenting with exactly this, laser driven nanotip electron emitters.
Pair that tool with Diamond CVD substrate tech and we approach the material limits of both semiconductors and nanotechnology.
Would require asynchronous logic to escape fatal clock skew and operate at full capability.
But I think I will live to see it.
JUST IN: Scientists say AI has decoded communication patterns in mice, dolphins, apes, birds, whales, & cuttlefish — could eventually lead to humans communicating directly with animals.
your site is losing money. we can fix it.
we built an agent that browses your site like a real customer, finds what's
quietly costing you sales, and writes the fix as a PR you review and merge.
mimetic. go check your site - and your competitor's.
@dzhng If I have positive ROI on tokens I should spend as much as possible until ROI decays to some level your comfortable with.
Rinse, wash, and repeat as new models unlock capabilities
anyway my proposal for a cool internet thing they should turn into a movie after the backrooms is @qntm's there is no antimemetics division, i think this would go extremely hard