sourceful_wing's profile picture. I help early-stage CPG founders ship product faster. Research @sourceful. Product packaging helps you stand out and tell your brand story.

Wing Chan

@sourceful_wing

I help early-stage CPG founders ship product faster. Research @sourceful. Product packaging helps you stand out and tell your brand story.

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9 days


OK time for round 2. Lemons and all that.


Is anyone on X living and working in Manchester, England?


Is there some emerging law that whenever one company releases a coding model, another one immediately releases it too? This phenomenon is because basically the largest factor is training time which dominates all other factors? i.e. you can't really go faster, and you can't afford…


Heisenberg's principle of uncertain demands.. you cannot know both the demand and the deadline

when you are doing a protest, make sure your speakerphones have good audio quality. do not do: what do we want? <unintelligible> when do we want it? now



Heisenberg's principle of uncertain demands.. you cannot know both the demand and the deadline

when you are doing a protest, make sure your speakerphones have good audio quality. do not do: what do we want? <unintelligible> when do we want it? now



What is standard to benchmark a trading competition though? Model companies are getting excited about the ups and down after 10-20 days of crypto trades, but what would be a rigorous duration? It's not clear to me if there is actually alpha given same info input flow.

u should always have strong belief in ur model. human beings are just dumb!

JustinLin610's tweet image. u should always have strong belief in ur model. human beings are just dumb!


Yes. This is a good take! Also, another good proof that Deepseek continues to innovate in research. Might feel like a side quest but seems more like a bigger masterplan. Solve context, more efficient iteration loops to AGI

I quite like the new DeepSeek-OCR paper. It's a good OCR model (maybe a bit worse than dots), and yes data collection etc., but anyway it doesn't matter. The more interesting part for me (esp as a computer vision at heart who is temporarily masquerading as a natural language…



You could spend a whole evening cleaning the walls and the tables... or you could just riverflow it :) @runware

sourceful_wing's tweet image. You could spend a whole evening cleaning the walls and the tables... or you could just riverflow it :) @runware
sourceful_wing's tweet image. You could spend a whole evening cleaning the walls and the tables... or you could just riverflow it :) @runware

Here's our current view on where Image Edit models need to improve on. Please comment if you have other areas too. We are open to collaboration at @sourceful 1. Precise translations or scaling of small objects especially text. 2. Camera controls over the entire scene. 3. 3+ edit…


Asking the Internet for help. How do we get Riverflow 1 onto @OpenRouterAI ? @Salmaaboukarr

sourceful_wing's tweet image. Asking the Internet for help. How do we get Riverflow 1 onto @OpenRouterAI ? @Salmaaboukarr

I knew I should have called it Giga Orange #riverflow @sourceful


Look for prediction markets that are really out-of-distribution AGI moments.


Mixture of experts, MCTS collapsed into either sequential chain of thought of chain of latent or even some parallel search trees, reflection driven edits, test time scaling. These are all obvious but at the same time they don't get us closer to the a more efficient lower energy…


Moondream keeps improving its vision model. Interesting how narrow they are focusing in the stack.


Faustino Aura


Anyone have a gen-z version of chatgpt to give me a crash course on aura farming real quick? frfr.


Wow this is so cool. I love seeing the craft too.

this 17 year old homeschooled girl refuted a conjecture that was unsolved for 40 years, and which professional mathematicians worked on for years without solving she was rejected from most graduate programs she applied to, because she did not have a degree

LauraDeming's tweet image. this 17 year old homeschooled girl refuted a conjecture that was unsolved for 40 years, and which professional mathematicians worked on for years without solving

she was rejected from most graduate programs she applied to, because she did not have a degree


Bad take and I disagree but respect the willingness to state a contrarian opinion, although I'm not sure this is actually contrarian I would argue this is the view of most people that think they have taste. If you increase the vocabulary in a language you bring more joy.

contrarian take on generative-only social apps and experiences: they will fail to sustain engagement for 3 reasons: 1. the “ego analytics” that cause ppl to come back & see who engaged with their content are missing when AI made the content. no ego = no obsession. 2. the lack…



Lightning in a bottle doesn't make a lot of sense as a phrase? How about a banana?


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