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One interesting challenge in training image & video models: 

There are many dimensions across which you can measure quality. You likely won't have one checkpoint that is the best at EVERYTHING.

Insights from the nano-banana team on how they decide what to prioritize ⬇️

One interesting challenge in training image & video models: There are many dimensions across which you can measure quality. You likely won't have one checkpoint that is the best at EVERYTHING. Insights from the nano-banana team on how they decide what to prioritize ⬇️

Thanks to @nbrichtova and @oliver_wang2 for chatting with us (+ @stuffyokodraws and @appenz) on the @a16z pod. Full episode w/ time stamps below. We cover a bunch more interesting topics - including when they knew the model was going to go viral 👀

avatar for Justine Moore
Justine Moore
Tue Oct 28 18:37:30
Edison Was Right

we took a century-long detour because nikola tesla figured out you could wiggle electrons up and down and move voltage around with coils of iron and copper. fair enough — in 1890, that was sorcery. transformers were the only way to change voltage, and the only trick we had was to shake the magnetic field at 60 hz and hope the iron didn’t saturate.

but that world’s gone. silicon rules now. wide-bandgap semiconductors — SiC, GaN, etc. — make voltage conversion solid-state. no moving parts, no humming oil tanks. we can step dc up, down, and sideways with converters that waste almost nothing.

every load worth caring about — batteries, EVs, LEDs, computers, servers, and modern motor drives — already runs on DC. new generation from solar and wind are also DC — we waste billions flipping it from DC → AC → DC again.

moreover, steel-coiled transformers are industrial fossils: 10,000-pound copper monuments with multi-year lead times. they hum because they’re ashamed. if we were building the modern grid from scratch, we’d run it DC from the rooftop to the rack — solid-state all the way down.

homes. cars. factories. data centers. ships. bases. no spinning rotors, no reactive power, no harmonic witchcraft. just clean, disciplined electrons flowing in one direction — like God, physics, and Edison intended.

Edison Was Right we took a century-long detour because nikola tesla figured out you could wiggle electrons up and down and move voltage around with coils of iron and copper. fair enough — in 1890, that was sorcery. transformers were the only way to change voltage, and the only trick we had was to shake the magnetic field at 60 hz and hope the iron didn’t saturate. but that world’s gone. silicon rules now. wide-bandgap semiconductors — SiC, GaN, etc. — make voltage conversion solid-state. no moving parts, no humming oil tanks. we can step dc up, down, and sideways with converters that waste almost nothing. every load worth caring about — batteries, EVs, LEDs, computers, servers, and modern motor drives — already runs on DC. new generation from solar and wind are also DC — we waste billions flipping it from DC → AC → DC again. moreover, steel-coiled transformers are industrial fossils: 10,000-pound copper monuments with multi-year lead times. they hum because they’re ashamed. if we were building the modern grid from scratch, we’d run it DC from the rooftop to the rack — solid-state all the way down. homes. cars. factories. data centers. ships. bases. no spinning rotors, no reactive power, no harmonic witchcraft. just clean, disciplined electrons flowing in one direction — like God, physics, and Edison intended.

just kidding....unless

avatar for Ryan McEntush
Ryan McEntush
Tue Oct 28 18:36:42
RT @jamie_niu: We've doubled our customer base at Podium Automation in the last quarter. 

Even more critically, we are now working on 2nd,…

RT @jamie_niu: We've doubled our customer base at Podium Automation in the last quarter. Even more critically, we are now working on 2nd,…

investing @a16z // curating https://t.co/ssslqn6eo7

avatar for Ryan McEntush
Ryan McEntush
Tue Oct 28 18:35:32
It was so much fun chatting with @oliver_wang2 & @nbrichtova from @NanoBanana on the pod

“If you optimize the model based on the average preference of everyone, you end up with something everyone *kind of* likes… instead you need a vision on what people will like.”

It was so much fun chatting with @oliver_wang2 & @nbrichtova from @NanoBanana on the pod “If you optimize the model based on the average preference of everyone, you end up with something everyone *kind of* likes… instead you need a vision on what people will like.”

Cartoonist, Engineer, PM, Partner @a16z investing in infra & AI Prev Product lead @HashiCorp, Founding Eng/PM @Transposit. Eng @AppDynamics. Opinions = own.

avatar for Yoko
Yoko
Tue Oct 28 18:28:12
RT @DarenMatsuoka: Indicators of onchain activity point to developing countries 🇮🇳🇳🇬🇨🇴🇦🇷 

Indicators of interest in tokens point to develo…

RT @DarenMatsuoka: Indicators of onchain activity point to developing countries 🇮🇳🇳🇬🇨🇴🇦🇷 Indicators of interest in tokens point to develo…

Market Design/Entrepreneurship Professor @HarvardHBS & Faculty Affiliate @Harvard Economics; Research @a16zcrypto; Editor @restatjournal; Econ @Quora; … | #QED

avatar for Scott Kominers
Scott Kominers
Tue Oct 28 18:21:09
Avui hem presentat la campanya “Feministes Sense Treva”, nascuda arran del cas repressiu contra 5 companyes per plantar cara a Vox durant la vaga general feminista del 8 de març de 2023.

Avui hem presentat la campanya “Feministes Sense Treva”, nascuda arran del cas repressiu contra 5 companyes per plantar cara a Vox durant la vaga general feminista del 8 de març de 2023.

Vox demana 17 anys de presó i la Fiscalia 50.000€ de multa “solidària”, acusant-nos d’actuar per sentiments de rebuig i intolerància a la ideologia d’extrema dreta-feixista.

avatar for Coordinadora feminista de Lleida
Coordinadora feminista de Lleida
Tue Oct 28 18:13:35
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