I feel Independent Researchers have recently received very bad reputation. Editors of a journal probably know what I mean. So many low quality LLM-generated papers are now submitted by independent researchers. I used to believe that research should be judged entirely based on its content. But the sheer volume of low-quality papers being mass-produced has seriously damaged the reputation of Independent Researcher.

We're at a turning point in AI/SI coding, and I think the perception of "slop" is about to completely reverse. Until recently, "vibe coding" had a pretty bad reputation in some developer circles. AI-generated code was often dismissed as inferior, unreliable, or just plain "slop". And to be fair, some of that criticism was justified. But coding models are improving at an incredible pace. They're already outperforming many human developers on certain tasks, and we're approaching a point where AI will consistently write better code than most humans. Not just faster, but cleaner, more reliable, and better tested. And here's the irony: Soon, NOT using AI might become a sign of sloppy development. Why write everything manually when AI can help you produce better code? The skill that matters is no longer just writing code. It's building great software, and knowing how to make the best use of AI.

is $spcx a meme or rwa? during our panel last week @perry8888_ raised whether meme and rwa can live together they do. most of the time you can't even tell where one ends and the other begins @SpaceX chart looks nothing like a dcf and everything like a meme the two values behave differently: rwa value comes from fundamentals and sets a floor the asset can't trade below meme value is built on the perception of individual players, which makes it pure momentum meme value has a bad reputation, mostly earned. it's also the best marketing engine an asset will ever have that's what most tokenization is still missing 95% of issued rwa has no volume and no tvl - perfectly wrapped, perfectly compliant, and nothing for a crypto community to bite on a floor with no momentum just sits there you need both

meme coin trading traders have bashed meme coin trading every single year since i've been here, yet most of them are still trading it why? asymmetric opportunities the robinhood chain run alone, with plenty of parabolic runners this year, was a chance to build a small stack in a way you'd rarely find anywhere else sure, 2024 might have been the better year. no tools, good vibes. real memes, real pattern dynamics, real communities. everything felt new and exciting but if you're able to adapt to new market dynamics and your market read is on point, there seem to be opportunities every single year. a lot of us here are terminally online, spotting robinhood chain early was very doable for attentive capital ofc there are low liquidity phases and slow bleeds afterwards. it has always been like this and it will probably always be like this. yet some traders are still wondering. that's the paradox, traders want to trade meme coins, not invest in them, bc investing in them makes no sense in this mature and fast paced market it's probably the most brutal, PvP heavy niche in all of financial markets, which is why i'd never put large amounts of trading capital there. but small size, experience, a solid market read and catching narratives early can be really profitable. pair that with an always selling mindset into high momentum phases and you're already ahead of most emotional capital are many traders losing money too? ofc, that's finance. we're seeing the same in stocks right now with AI names. retail is getting hammered after a parabolic run up, mostly from buying green candles instead of waiting for clean setups and trading based on a rule set. that applies to every trading ground, and most of all to meme coins with absolutely no intrinsic value. trading education and an honest market read are all a genuine mind can offer inexperienced capital. pressing the buttons is everyone's own responsibility are creator and callout rewards unfair, and would that money be better invested elsewhere? probably. but that's the market. trading is naturally unfair towards inexperienced capital and social trading was simply the next layer. i always focus on execution instead of overthinking every single dynamic meme coin trading is so hard to master that the negativity gets loud in low liquidity phases, so its bad reputation is kind of natural and a lot of OG altcoin traders have always stood against it, often without noticing that altcoins are the real extraction machine, bleeding retail out through dilution and VC dynamics. feeling morally superior, many react emotionally on this topic. why? meme coins pull liquidity away from their trading routine. it's all about attention and liquidity, nothing more does it deserve a place in financial markets? maybe not. but it exists, and everyone is free to decide whether to take part if you don't trade on emotions, accept the learning curve, stay adaptive and keep your daily discipline, it can be incredibly rewarding for smaller capital am i biased because that's how i built my starting capital in 2024? probably. but so far i've seen opportunities every year and all of them were asymmetric if you see meme coin trading as just one part of your trading routine, catching high liquidity phases here and there without trying to max out every run to become a millionaire, it works. take each phase as a capital boost, stay calm, don't go down the risk curve too fast and stay focused on leaders. pair that with TA and a bit of social trading and you can actually grow your capital but if you try to force it emotionally every single day, the market will humble you fast not advice, just how i see it