First, let's get some background. These authors aren't just random people posting on Telegram. They are fund managers, analysts, and founders. They are people who actually run funds. They are your friends in the industry. They didn't "plagiarize" (okay, maybe some people did)...they did real work. They wrote these papers. Perhaps that's the problem. What's the most dangerous thing about this data? This research actually works. In the first month, on average, these investments outperformed Bitcoin by 17%, with an average return of 22%. We found the winners. We just didn't create a button to close the position (which we should have). • @saushank_'s investment in $REKT: +453% (first month) • @Rewkang's investment in $MAGA: +498% (first month) We're very good at stock picking. Because we held, the final results were abysmal. • 88% of investments lost money. • Median return: -71% • Only 16% of investments outperformed Bitcoin. • Only 10% of investments outperformed the S&P 500. • Only 8% of investments outperformed gold. Total 160 investments. If we had simply bought index funds and gone on a beach vacation, our returns would have exceeded 90% of "actively managed" investments. We watched helplessly as our excess returns (alpha) vanished. Look at these round-trip movements (Week 1): • @mapleleafcap's investment in $CEL: +324% (Week 1) ➝ -90% (Today) • @JoshuaDeuk's investment in $PUPS: +242% (Week 1) ➝ -99.9% (Today) • @Rewkang's investment in $MAGA: +85% (Week 1) ➝ -97% (Today) We caught the upward opportunity. Then we gave all the profits back to the market. We are developing a "close position" feature. The data shows this. The only group that executes perfectly? The bears. With a volume disadvantage as high as 20:1, cryptocurrency shorts were 5 out of 5. • @websiteavid's gains on $MSN: +100% • @burstingbagel's gains on $XPL: +93% • @brnt's gains on $2Z: +86% • @Jason291's gains on $MET: +65% • @potato's gains on $WLFI: +65% The most reliable strategy for excess returns is to examine a "revolutionary" protocol, and then say, "This thing is garbage." Praise should be given where it's due. Survivors (12% win rate) performed exceptionally well. • @AviFelman's rating on $WULF (stock): +336% • @saushank_'s rating on $REKT: +268% • @0xadrianzy's rating on $VIRTUAL: +216% • @SS and @AntaresIntel's ratings on $META (MetaDAO): +257% and +237% Deep research does indeed hold the potential for excess returns, but for most people, it becomes ineffective after a month. Here's how consensus mechanisms can kill you in the cryptocurrency space: • Single stock recommendation: 14% hit rate • Stock recommendations 3 or more: 0% hit rate All outliers stem from isolated, contrarian investment advice. When the timelines align, the trade is over. You're not looking for excess returns; you're becoming an exit opportunity. The data reveals the "mid-term trap." We analyzed the recommended titles/content, categorizing them into "meme" and "fundamental" types. Meme Coins (10 recommendations): • 1 Week: Median +45% • 1 Month: Median +88% • Today: Median -82% Fundamental Strategy (29 recommendations): • 1 Week: Median +6% • 1 Month: Median -7% • Today: Median -67% Initially, Meme Coins outperformed the Fundamental Strategy by 95 percentage points (first month). However, their performance has deteriorated over time. A discipline gap definitely exists. 11 recommendations involved stocks. • Hit Rate: 45% • Worth Watching: $WULF (+336%) 148 recommendations involved cryptocurrencies. • Hit Rate: 9% Cryptocurrency analysts outperformed other analysts—but only when they traded stocks or shorted cryptocurrencies. Perhaps the problem isn't skill, but the asset class. Frankly: I'm a founder and an anti-Alpha bull. I'm the most aggressive pusher on the platform. 30 recommendations. Average return: -56%. I hold $GMT stock and have lost a whopping -96%. The most painful statistic is: 30% of the authors on our platform have never seen a single profitable candlestick. Not in a week, not in a month, not today. Their recommendations are basically at the peak. If you're paying to buy Alpha bulls, remember this statistic. If we really need a "close" button to survive… we have to admit a disturbing fact: You can't hold these assets long-term. Perhaps we should all admit: - Most founders don't exist to create long-term value.- The token cannot capture value. - Circulating supply will increase dramatically over time. - There is simply no profit potential. - Attention will fade over time. You can't fundamentally analyze something without fundamentals. But hope is in sight. Quality determines survival—at any time scale. Top 10% projects vs. bottom 50% projects: • Week 1: +23% vs -0.4% • Month 1: +47% vs -10% • Today: +79% vs -88% The gap will widen over time.