
@ShaderKyle_i
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Hobbyist shader programmer, Data Scientist, hardcore hacker. pfp: @Claynosaurz
Joined November 2020
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Learn more about MPL-3643 and what it unlocks here: nitter.cf/metaplex/status/210493…
Bringing new markets onchain requires compliance infrastructure that supports issuer-sponsored tokenization.
Today, we're thrilled to introduce MPL-3643: a new standard for permissioned real-world assets and tokenized securities on @solana.
KAP retweeted
. @ShaderKyle_ is my personal chatpgt/search engine. he always knows a bit about everything, we never have a boring day. one of the many reason why i love him so much ❤️
KAP retweeted
As if we needed any more evidence that 2026 is the year of continuous diffusion for language🤭
(I recently wrote a blog post about my thoughts on this topic, in case you missed it: sander.ai/2026/08/24/continu…)
💫 Large Language Continuous Diffusion Models
Presenting Sigma, the first large-scale (3B/8B) continuous diffusion LM (dLM) trained with likelihood.
📈 Comparable with discrete dLMs and AR on math and coding
🎛️ Enables meaningful study of inference-time interventions
Jointly led with Wei Guo (@WeiGuo01), Jean-Marie Lemercier (@jm_lemercier), Simon Welker (@_cobalamin)
Team: @YongganFu @mmkamani7 Sajad Norouzi @julberner @tomasgeffner @karsten_kreis @YongxinChen1 @MoleiTaoMath @jwthickstun @PavloMolchanov Ante Jukic @ArashVahdat @MardaniMorteza
KAP retweeted
LOTR might genuinely be one of the greatest things humans have ever put on a screen and I’m not even exaggerating. You can watch it as a kid and think it’s about hobbits and swords and this terrifying ring. Then you watch it as an adult and realize it’s basically about everything that actually matters.
Power corrupts people and evil usually starts really small..Good people can be tempted and courage isn’t about being fearless. Friendship can literally carry you when you can’t carry yourself anymore. The smallest person in the room can change the course of history. You do the right thing not because you know you’re going to win, but because it’s the right thing to do.
Honestly… I think it should be mandatory viewing for kids at some point. Not just “watch the movie” but actually dissect it. Why does Boromir fail? Why can Sam resist what other people can’t? Why does Frodo show Gollum mercy? Why is Aragorn a good leader when he spends half the story reluctant to have power? What happens when someone becomes consumed by resentment, fear, or the desire to control other people? Then make kids apply those questions to their own lives. Friendship, temptation, loyalty, courage, responsibility, choosing who you want to be when nobody is forcing you to choose correctly. There are probably more useful lessons about becoming a decent human being buried in those movies than in half the stuff we make kids memorize in school…and those are learnings and lessons that would stick and could carry you through all of life.
My favorite part is that the heroes aren’t these invincible characters either. They’re tired, scared, tempted, and completely outmatched. Half the time they have no idea what they’re doing but they just keep going….
Then somehow Peter Jackson took ALL of THAT and made three epic movies at the same time, filled them with real sets, real landscapes, thousands of extras, incredible music,… and made something that still looks better than movies being made with $200M budgets 25 years later.
I really don’t think we’ll ever get another thing like it.
Alexandr Wang 说了一句让技术流创始人集体沉默的话。
“做技术的人习惯了数据说话,觉得东西更好、数字更漂亮,客户总会识货”
他直接点破:大公司不是这么运转的,政府更不是。
在那些客户眼里,感知比现实更真实。
真实的业务现状太难看了,没几个人愿意直面。
大家要的不是真相,是一套能让自己在系统里安全生存的叙事。
所以更好的产品照样被踢出局。
买方根本没在评测产品,谁掌控了感知,单子给谁。
他甚至点名 Palantir:表面是软件公司,底色是个剧团。新员工入职,真的会发一本戏剧表演书,发了整整好多年。
做企业级市场,改写现实只是一半的工作;
塑造一套客户愿意相信的说法,是另一半。
技术人最容易栽在这道坎上:
你的东西确实碾压竞品,但坐在对面签字盖章的人,自始至终连看都没看屏幕一眼。
KAP retweeted
new blog post! I'm convinced text diffusion is the future, and we'll start to see it everywhere very soon.
varunneal.github.io/essays/d…
KAP retweeted
In this era of artificial intelligence, it is becoming urgent to distinguish human art from what machines produce. There is an ontological difference, even before an aesthetic one, between art and what a machine can generate through statistical calculation based on millions of images created by others. Algorithms lack the spark of humanity. For this reason, the Church wishes to renew an alliance with artists and cultural institutions to safeguard our humanity.
KAP retweeted
excited to see this announcment go out, I have been working hard on this since may ! shoutout to the entire team for their hardwork and tenacity pushing to this moment.
want to give a special shoutout on engineering side to @danenbm it was really awesome to take this from 0 to 1 with you, thank you for all your hard work and late nights 🫡🫡🫡
Bringing new markets onchain requires compliance infrastructure that supports issuer-sponsored tokenization.
Today, we're thrilled to introduce MPL-3643: a new standard for permissioned real-world assets and tokenized securities on @solana.
#Jev can't do chat, you say? It can! Just stupidly. This is using a naive vocab sampler. Will post updates as I improve it.





















