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Even 2B, guided purely by logic and reason, can't resist a massive dark monster cock 🍆😵‍💫 She's fully reprogrammed for BBC now 🤭♠️ #BBC #BNWO #NieR #NieRAutomata #2B #Blacked #Snowbunny #BBCWorship #BlackCock #SizeMatters

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16,101 views • 4 months ago •via X (Twitter)

NSFW#BBC#BNWO#NieR#NieRAutomata#2B#Blacked#Snowbunny#BBCWorship#BlackCock#SizeMatters
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I've been trading for 9 years and never seen so much stacked long liquidity on a single level Once we reach 58K, dump will be brutal There will be $2B liquidations with a final huge crash that will mark this cycle bottom Throughout this cycles' market has been purely driven by liquidity, chopping from one imbalance to another So far pattern continues repeating My view remains that we must eventually drop to 55K and 50K and even eventually might get 42K and that perfectly lines both mathematically and with historical patterns right now Plus macro bottom never feels like one, it usually comes after most aggressive liquidation event of the cycle when nobody expects it Once that happens, when liquidity is fully taken, there's nothing left to dump and that's how bottom will be formed Either way, I am already buying and will continue DCA at 58K 55K 52K That’s my 9th year in crypto, I bought BTC at 16k last cycle, I called the exact 126K BTC top. swing short at 70K, called recent 20x memes I genuinely believe I can help you make money on crypto I post a lot of educational content and my trades, you can find everything in “highlights” tab on my profile So make sure to follow me and turn on notifications - I’ve got plenty more profitable calls coming 🤝
0:25

I've been trading for 9 years and never seen so much stacked long liquidity on a single level Once we reach 58K, dump will be brutal There will be $2B liquidations with a final huge crash that will mark this cycle bottom Throughout this cycles' market has been purely driven by liquidity, chopping from one imbalance to another So far pattern continues repeating My view remains that we must eventually drop to 55K and 50K and even eventually might get 42K and that perfectly lines both mathematically and with historical patterns right now Plus macro bottom never feels like one, it usually comes after most aggressive liquidation event of the cycle when nobody expects it Once that happens, when liquidity is fully taken, there's nothing left to dump and that's how bottom will be formed Either way, I am already buying and will continue DCA at 58K 55K 52K That’s my 9th year in crypto, I bought BTC at 16k last cycle, I called the exact 126K BTC top. swing short at 70K, called recent 20x memes I genuinely believe I can help you make money on crypto I post a lot of educational content and my trades, you can find everything in “highlights” tab on my profile So make sure to follow me and turn on notifications - I’ve got plenty more profitable calls coming 🤝

𝗰𝘆𝗰𝗹𝗼𝗽

361,286 views • 14 days ago

GB News, which is not a news channel according to Ofcom, repeatedly egging on President Trump to sue the BBC - and the culture secretary Lisa Nandy does nothing because she's too busy telling lies in parliament about police advice over Maccabi - GB News, "The BBC and the defamation case. How did you feel when you first heard about it?" President Trump, "They wrote me a letter of apology" "If it's unintentional, you don't apologise, right?" "Just before this interview I hear they did it again on another program" GB News, "On Newsnight" President Trump, "I just settled with 60 minutes CBS.. But that's not as bad as what the BBC did" "One of the BBC"s competitors reported it, how they found out about it, you've got to give them credit" GB News, "And if it wasn't for The Daily Telegraph shining a light on the story" President Trump, "I assume they are enemies, they are now" GB News, "Well, they are part of the establishment media in the UK.. They were angry on your behalf" "How easy was it to pursue legal again?" President Trump, "I don't even know what percent is owned by your government" GB News, "It's funded by the British taxpayer" President Trump, "British tax payer has been a big problem with it" GB News, "The director general resigned, the head of news resigned. How far are you prepared to push it?" President Trump, "This is beyond fake, this is corrupt what they did" GB News, "As someone who understands TV, if you worked on a show where they edited something together like that" President Trump, "Who would do this?" "You worry about AI because things like this happen, but you can't imagine the BBC did this, somewhat crudely" "I couldn't believe it actually" GB News, "How far will you push it because they haven't offered you a penny in compensation" President Trump, "I think I have an obligation to do it. If you don't do it you don't stop it" "I wonder if they've done it to other people"
8:36

GB News, which is not a news channel according to Ofcom, repeatedly egging on President Trump to sue the BBC - and the culture secretary Lisa Nandy does nothing because she's too busy telling lies in parliament about police advice over Maccabi - GB News, "The BBC and the defamation case. How did you feel when you first heard about it?" President Trump, "They wrote me a letter of apology" "If it's unintentional, you don't apologise, right?" "Just before this interview I hear they did it again on another program" GB News, "On Newsnight" President Trump, "I just settled with 60 minutes CBS.. But that's not as bad as what the BBC did" "One of the BBC"s competitors reported it, how they found out about it, you've got to give them credit" GB News, "And if it wasn't for The Daily Telegraph shining a light on the story" President Trump, "I assume they are enemies, they are now" GB News, "Well, they are part of the establishment media in the UK.. They were angry on your behalf" "How easy was it to pursue legal again?" President Trump, "I don't even know what percent is owned by your government" GB News, "It's funded by the British taxpayer" President Trump, "British tax payer has been a big problem with it" GB News, "The director general resigned, the head of news resigned. How far are you prepared to push it?" President Trump, "This is beyond fake, this is corrupt what they did" GB News, "As someone who understands TV, if you worked on a show where they edited something together like that" President Trump, "Who would do this?" "You worry about AI because things like this happen, but you can't imagine the BBC did this, somewhat crudely" "I couldn't believe it actually" GB News, "How far will you push it because they haven't offered you a penny in compensation" President Trump, "I think I have an obligation to do it. If you don't do it you don't stop it" "I wonder if they've done it to other people"

Farrukh

33,210 views • 8 months ago

BREAKING: The entire media class is re‑laundering the genocidal atrocity propaganda rape hoax via an Israeli regime "Civil Commission" report the BBC calls "the most comprehensive to date". There's just one problem: Cochav Elkayam‑Levy set up that "commission" and is a proven propagandist liar and fraud. Early in the rape hoax she came out swinging with the most maximalist deranged hoax claims, producing a "photo showing women raped and killed" that was exposed by Max Blumenthal to have been of Kurdish women in Syria. She repeated the debunked ZAKA hoax claims of fetuses cut from wombs, which was so embarrassing that the Israeli regime's official rape hoaxer in charge of their propaganda operation, Ruth Halperin‑Kaddari, came out in a Times of London piece to denounce Levy as a grifter and hoaxer who should not be taken seriously, and say that she herself had cut off all contact with her because her blatant hoaxes and grifting jeopardized the entire propaganda project. Israeli media itself then ran reports exposing Levy as a fraud, having lied about having written a "report" to get an official position as a rape hoax official, and raked in cash for her "Civil Commission" which in fact was doing nothing at all and was just comprised of herself sitting in her home doing Google searches for insane rape hoax claims to put in a Google Doc. This is now the "Civil Commission" that has a BBC front‑page story laundering it, as well as Le Monde, ABC, CNN, soon to be followed by more. All of this is on the record. I and others noted this over a year ago. It's published in the Times of London. Everyone knows Levy is a grifter who lied and stole money for the fake "Civil Commission", funneling it into her own pockets. Everyone knows she's a serial propagandist liar who fabricates photos and repeats fetuses cut from wombs hoaxes with glee. And she just put out the most maximalist insane deranged rape hoax "report" that is debunked explicitly in all its claims by all the UN reports, both Patten and the UN CoI, the Amnesty report, the HRW report, and even the Israeli regime's own prior Kaddari "Dinah Project" report, which excludes all the most blatant rape hoaxes that Levy just dumped in there with glee. So the Israeli regime is actually promoting two different reports from competing rape hoax "commissions" that contradict each other! No, actually, they're promoting at least 3 or 4 different reports when you also include the Patten and UN CoI that all contradict one another!! And you know what the BBC does in its front‑page write‑up of it by Yolande Knell? They say: "While the UN and others have published reports on sexual violence during the attacks – in which about 1,200 people were killed and 251 taken hostage – this is the most comprehensive." They don't even bother reviewing its claims versus the other reports, including the UN ones that they herald as the gold standard in all their pieces and the Israeli regime's competing "official" Dinah one that they also gleefully laundered, and just say: OMG HERE IS THE MOST COMPREHENSIVE BEST ONE YET!!!! What the fuck are you talking about? THIS CONTRADICTS ALL THE OTHERS. IT REGURGITATES ALL THE MOST INSANE DEBUNKED HOAX CLAIMS AS DETERMINED BY THE OTHERS WHO LOOKED AT THE EXACT SAME MATERIAL. You can't even argue that because this one was just published they have some new information that no one else saw before. No, it's literally the exact same hoax claims that all these reports went over in detail and determined had no merit whatsoever, and that's by their already insane charitable to the rape hoax standards, as I and others have pointed out with regard to the Patten report (the UN CoI reports, also overly charitable, are the least worst). It is actually astonishing to me. After I saw the Daily Mail give it a write‑up yesterday, I now see that the BBC, ABC, Le Monde, CNN and soon likely NYT and Guardian actually also jumped on this. The Israeli regime's Foreign Ministry hasbara division proudly posted the Daily Mail piece and I thought for sure it would remain restricted to the tabloid rags. I thought for sure they would not have the shame to actually dare publish as a front‑page piece in the BBC. But of course even I at this point underestimated just how shameless these depraved genocidal Zionist scum in the media class are, and how owned they are by their Zionist masters. It actually is amazing. They are totally owned. Of course what this proves beyond all doubt is that the entire rape hoax, from start to finish, is nothing but a genocidal propaganda project. They just admitted it. The BBC, ABC, CNN, Le Monde, they just all came out and admitted it, that they only published what the Israeli regime and the lobby demanded they publish without any attempt to even do the most minimal factual review or care about the most basic journalistic standards. They just admitted it. It's shocking.
4:33

BREAKING: The entire media class is re‑laundering the genocidal atrocity propaganda rape hoax via an Israeli regime "Civil Commission" report the BBC calls "the most comprehensive to date". There's just one problem: Cochav Elkayam‑Levy set up that "commission" and is a proven propagandist liar and fraud. Early in the rape hoax she came out swinging with the most maximalist deranged hoax claims, producing a "photo showing women raped and killed" that was exposed by Max Blumenthal to have been of Kurdish women in Syria. She repeated the debunked ZAKA hoax claims of fetuses cut from wombs, which was so embarrassing that the Israeli regime's official rape hoaxer in charge of their propaganda operation, Ruth Halperin‑Kaddari, came out in a Times of London piece to denounce Levy as a grifter and hoaxer who should not be taken seriously, and say that she herself had cut off all contact with her because her blatant hoaxes and grifting jeopardized the entire propaganda project. Israeli media itself then ran reports exposing Levy as a fraud, having lied about having written a "report" to get an official position as a rape hoax official, and raked in cash for her "Civil Commission" which in fact was doing nothing at all and was just comprised of herself sitting in her home doing Google searches for insane rape hoax claims to put in a Google Doc. This is now the "Civil Commission" that has a BBC front‑page story laundering it, as well as Le Monde, ABC, CNN, soon to be followed by more. All of this is on the record. I and others noted this over a year ago. It's published in the Times of London. Everyone knows Levy is a grifter who lied and stole money for the fake "Civil Commission", funneling it into her own pockets. Everyone knows she's a serial propagandist liar who fabricates photos and repeats fetuses cut from wombs hoaxes with glee. And she just put out the most maximalist insane deranged rape hoax "report" that is debunked explicitly in all its claims by all the UN reports, both Patten and the UN CoI, the Amnesty report, the HRW report, and even the Israeli regime's own prior Kaddari "Dinah Project" report, which excludes all the most blatant rape hoaxes that Levy just dumped in there with glee. So the Israeli regime is actually promoting two different reports from competing rape hoax "commissions" that contradict each other! No, actually, they're promoting at least 3 or 4 different reports when you also include the Patten and UN CoI that all contradict one another!! And you know what the BBC does in its front‑page write‑up of it by Yolande Knell? They say: "While the UN and others have published reports on sexual violence during the attacks – in which about 1,200 people were killed and 251 taken hostage – this is the most comprehensive." They don't even bother reviewing its claims versus the other reports, including the UN ones that they herald as the gold standard in all their pieces and the Israeli regime's competing "official" Dinah one that they also gleefully laundered, and just say: OMG HERE IS THE MOST COMPREHENSIVE BEST ONE YET!!!! What the fuck are you talking about? THIS CONTRADICTS ALL THE OTHERS. IT REGURGITATES ALL THE MOST INSANE DEBUNKED HOAX CLAIMS AS DETERMINED BY THE OTHERS WHO LOOKED AT THE EXACT SAME MATERIAL. You can't even argue that because this one was just published they have some new information that no one else saw before. No, it's literally the exact same hoax claims that all these reports went over in detail and determined had no merit whatsoever, and that's by their already insane charitable to the rape hoax standards, as I and others have pointed out with regard to the Patten report (the UN CoI reports, also overly charitable, are the least worst). It is actually astonishing to me. After I saw the Daily Mail give it a write‑up yesterday, I now see that the BBC, ABC, Le Monde, CNN and soon likely NYT and Guardian actually also jumped on this. The Israeli regime's Foreign Ministry hasbara division proudly posted the Daily Mail piece and I thought for sure it would remain restricted to the tabloid rags. I thought for sure they would not have the shame to actually dare publish as a front‑page piece in the BBC. But of course even I at this point underestimated just how shameless these depraved genocidal Zionist scum in the media class are, and how owned they are by their Zionist masters. It actually is amazing. They are totally owned. Of course what this proves beyond all doubt is that the entire rape hoax, from start to finish, is nothing but a genocidal propaganda project. They just admitted it. The BBC, ABC, CNN, Le Monde, they just all came out and admitted it, that they only published what the Israeli regime and the lobby demanded they publish without any attempt to even do the most minimal factual review or care about the most basic journalistic standards. They just admitted it. It's shocking.

☀️👀

206,122 views • 2 months ago

Caleb Durbin immediately jumps off the page as yet another breakout candidate acquired by Boston this offseason. On the surface, Durbin's production isn't necessarily eye-popping. As a rookie in '25: ⚾️ .721 OPS ⚾️ 6% BB / 10% K ⚾️ .312 xwOBA ⚾️ 105 wRC+ ⚾️ 2.6 fWAR So, what stands out regarding Durbin? I. Elite Swing Decisions & Whiff-Ability. Facing major league pitching for the first time in his career, Durbin registered the 5th-best K% (10%) in MLB last year. His 94% zCon rate (T-5th in MLB) is also elite. Durbin's whiff% and chase% also ranked inside the 95th percentile (or better). We're talking about a bat with some similar contact traits like we see in Jacob Wilson, for example, but with far less chase and a bit more pullside thump. He squares up the ball well (33% — 95th PCTL) and pairs that ability with taking a steady amount of walks. Point blank, the 25-year-old is a demon at limiting whiff. II. Power Surge? It's All in the Pull Air%. A gigantic reason it's so easy to pencil Durbin in as a breakout candidate is his fantastic park fit at Fenway. As a rookie, Durbin turned in an above-average 41% pull rate, plus an even-better 20% pull air rate. Utilizing that approach with a big target in left field will work wonders for his OPS. I don't expect Durbin to mash 20+ HR out of nowhere, but I'd certainly bank on seeing a number of flyouts simply turn into doubles or homers at home. III. Quality Defense. Breslow talked a lot about upgrading defense, and this move certainly does that. I've been very vocal since the start of the offseason that Mayer at 2B, not 3B, would be my preference for a multitude of reasons. Durbin (who can play all over the infield), enters the building as a plus defender at 3B. As a rookie, Durbin turned in 2 OAA, 5 DRS, 5 rPM, and 1 FRV at the hot corner. Sliding Mayer over to second base allows for easier platoon management with Romy Gonzalez — who saw an increase in his defensive production at 2B a year ago — and yes, is an upgrade over Alex Bregman's 1 DRS in 2025. IV. Handling Velo. Something that shouldn't get overlooked is Durbin's ability to handle velocity — a department the Red Sox obviously needed to upgrade in after last season. In '25 vs. FA-types 94+ mph: ⚾️ .258 BA → .275 xBA ⚾️ .350 SLG → .375 xSLG ⚾️ .319 wOBA → .337 xwOBA ⚾️ 8% whiff rate — — — Overall, I'm really ecstatic about the Durbin acquisition. This is FAR better than signing Suarez and calling it a day, imo. Can't forget Durbin is a guy the Red Sox have under team control for a while now (2032 UFA!). Utilizing Harrison — who's name has been yanked around between trade talks or a move to the bullpen — is a great piece of business. The comp pick is also massive, but we'll talk more about that soon. I think at his best, Durbin could lead off for the Red Sox by the end of '26. A legit breakout candidate and bag stealing threat with a high floor thanks to limited swing-and-miss and good defense. Really looking forward to see him more in camp.
0:30

Caleb Durbin immediately jumps off the page as yet another breakout candidate acquired by Boston this offseason. On the surface, Durbin's production isn't necessarily eye-popping. As a rookie in '25: ⚾️ .721 OPS ⚾️ 6% BB / 10% K ⚾️ .312 xwOBA ⚾️ 105 wRC+ ⚾️ 2.6 fWAR So, what stands out regarding Durbin? I. Elite Swing Decisions & Whiff-Ability. Facing major league pitching for the first time in his career, Durbin registered the 5th-best K% (10%) in MLB last year. His 94% zCon rate (T-5th in MLB) is also elite. Durbin's whiff% and chase% also ranked inside the 95th percentile (or better). We're talking about a bat with some similar contact traits like we see in Jacob Wilson, for example, but with far less chase and a bit more pullside thump. He squares up the ball well (33% — 95th PCTL) and pairs that ability with taking a steady amount of walks. Point blank, the 25-year-old is a demon at limiting whiff. II. Power Surge? It's All in the Pull Air%. A gigantic reason it's so easy to pencil Durbin in as a breakout candidate is his fantastic park fit at Fenway. As a rookie, Durbin turned in an above-average 41% pull rate, plus an even-better 20% pull air rate. Utilizing that approach with a big target in left field will work wonders for his OPS. I don't expect Durbin to mash 20+ HR out of nowhere, but I'd certainly bank on seeing a number of flyouts simply turn into doubles or homers at home. III. Quality Defense. Breslow talked a lot about upgrading defense, and this move certainly does that. I've been very vocal since the start of the offseason that Mayer at 2B, not 3B, would be my preference for a multitude of reasons. Durbin (who can play all over the infield), enters the building as a plus defender at 3B. As a rookie, Durbin turned in 2 OAA, 5 DRS, 5 rPM, and 1 FRV at the hot corner. Sliding Mayer over to second base allows for easier platoon management with Romy Gonzalez — who saw an increase in his defensive production at 2B a year ago — and yes, is an upgrade over Alex Bregman's 1 DRS in 2025. IV. Handling Velo. Something that shouldn't get overlooked is Durbin's ability to handle velocity — a department the Red Sox obviously needed to upgrade in after last season. In '25 vs. FA-types 94+ mph: ⚾️ .258 BA → .275 xBA ⚾️ .350 SLG → .375 xSLG ⚾️ .319 wOBA → .337 xwOBA ⚾️ 8% whiff rate — — — Overall, I'm really ecstatic about the Durbin acquisition. This is FAR better than signing Suarez and calling it a day, imo. Can't forget Durbin is a guy the Red Sox have under team control for a while now (2032 UFA!). Utilizing Harrison — who's name has been yanked around between trade talks or a move to the bullpen — is a great piece of business. The comp pick is also massive, but we'll talk more about that soon. I think at his best, Durbin could lead off for the Red Sox by the end of '26. A legit breakout candidate and bag stealing threat with a high floor thanks to limited swing-and-miss and good defense. Really looking forward to see him more in camp.

G.G.

49,207 views • 5 months ago

The neocloud category may be the most misunderstood corner of the AI trade because the market still treats these names as one uniform GPU-hours bet when they are actually very different business models: 1. $NBIS (Cloud Utility for the Agentic AI Age) $NVDA just chose Nebius as an architecture partner for the agentic AI era by co-designing AI factories with them, and the Rubin GPU access that comes with this partnership means Nebius gets the next-generation inference stack before almost anyone else in the market. At a $28B market cap, a 5GW power target and Nvidia’s engineering team embedded in the stack.. this is my favorite name in the neocloud category. 2. $IREN (Energy-to-Compute Engine of the AI Era) The dilution fear is real but the market is misreading it. IREN is not diluting to survive but diluting to scale into a $3.7B ARR target and the $9.3B in funding already secured through customer prepayments and GPU financing means the $6B ATM is optionality capital. The real bottleneck in AI infrastructure right now is power and IREN controls ~4.5GW of secured capacity while needing only ~500MW to support its ARR target by year-end. That 10x ratio of power capacity to near-term need is something no competitor can replicate quickly. 3. $CIFR (Landlord of the AI Utility Era) Cipher is not a pure neocloud but is a hyperscale infrastructure landlord signing decade-long leases to $AMZN AWS and $GOOGL while they fill the shells with compute. The AWS lease alone is expected to generate ~$700M in average annualized NOI for the next decade at nearly 100% NOI margins. Power-rich land is the scarcest resource in AI infrastructure and Cipher controls it with 600MW fully contracted, both facilities fully funded through non-recourse fixed-rate project debt and a 3.4GW development pipeline. 4. $CRWV (The Fragile Giant) CoreWeave’s demand backlog and revenue growth are very real but none of that matters if the capital markets close for even one quarter. Interest expense hit $388M in Q4 and management guided Q1 2026 interest expense to ~$550M which implies an annualized run rate above $2B before a single new data center comes online. The bull case requires capital markets to stay open, rates to cooperate, hyperscalers to honor take-or-pay contracts in full and construction to stay on time. That is a lot of dependencies in a macro environment where oil is approaching $100 and private credit is already showing signs of stress.
1:39

The neocloud category may be the most misunderstood corner of the AI trade because the market still treats these names as one uniform GPU-hours bet when they are actually very different business models: 1. $NBIS (Cloud Utility for the Agentic AI Age) $NVDA just chose Nebius as an architecture partner for the agentic AI era by co-designing AI factories with them, and the Rubin GPU access that comes with this partnership means Nebius gets the next-generation inference stack before almost anyone else in the market. At a $28B market cap, a 5GW power target and Nvidia’s engineering team embedded in the stack.. this is my favorite name in the neocloud category. 2. $IREN (Energy-to-Compute Engine of the AI Era) The dilution fear is real but the market is misreading it. IREN is not diluting to survive but diluting to scale into a $3.7B ARR target and the $9.3B in funding already secured through customer prepayments and GPU financing means the $6B ATM is optionality capital. The real bottleneck in AI infrastructure right now is power and IREN controls ~4.5GW of secured capacity while needing only ~500MW to support its ARR target by year-end. That 10x ratio of power capacity to near-term need is something no competitor can replicate quickly. 3. $CIFR (Landlord of the AI Utility Era) Cipher is not a pure neocloud but is a hyperscale infrastructure landlord signing decade-long leases to $AMZN AWS and $GOOGL while they fill the shells with compute. The AWS lease alone is expected to generate ~$700M in average annualized NOI for the next decade at nearly 100% NOI margins. Power-rich land is the scarcest resource in AI infrastructure and Cipher controls it with 600MW fully contracted, both facilities fully funded through non-recourse fixed-rate project debt and a 3.4GW development pipeline. 4. $CRWV (The Fragile Giant) CoreWeave’s demand backlog and revenue growth are very real but none of that matters if the capital markets close for even one quarter. Interest expense hit $388M in Q4 and management guided Q1 2026 interest expense to ~$550M which implies an annualized run rate above $2B before a single new data center comes online. The bull case requires capital markets to stay open, rates to cooperate, hyperscalers to honor take-or-pay contracts in full and construction to stay on time. That is a lot of dependencies in a macro environment where oil is approaching $100 and private credit is already showing signs of stress.

Shay Boloor

1,096,523 views • 4 months ago

Something amazing is coming to Apache Kafka… Consumer Groups v2! If you’ve ever used consumer groups in production at any non-trivial scale, you probably know all the problems with it: - ⛔️ Group-wide synchronization barrier acts as a cap on scalability A single misbehaving consumer can disturb the whole group. Even if you have cooperative rebalancing and static membership enabled, you will still have rebalances happen. 🤷‍♂️ It’s a fact of life I've heard - death, taxes & consumer group rebalances. And the problem is that even with cooperative rebalancing (which helped a lot!), you’re bound on waiting for the slowest member of the group to complete the rebalance(s). 🐌 The problem is that no consumer can commit offsets while a rebalance is in progress. ❌ Another subtle thing is that with cooperative rebalancing, a rebalance will take longer than usual. Why? Because consumers are allowed to process partitions during rebalances. They will call the poll() method more infrequently -- they're busy processing records after all. Thus, the overall rebalance time will increase. This makes it pretty hard to scale to 1000s of members. - 🤯 Complexity There’s a reason you’re reading this! The current protocol is pretty complex and hard to understand. It's used for a bunch of stuff, including metadata propagation in Kafka Streams. This compexity results in more: - 🐛 bugs The harder to reason about and the more moving parts you have - the greater chance for bugs. There have been quite a few in the protocol. And due to the fact that a lot of the protocol’s logic lives on the clients, that results in: - 🐌 slow fixes Bugs require client-side fixes, which are slow to be adopted. If you run a Kafka ops team, you know how hard it is to get all of your clients' teams to upgrade! If you're using a cloud service, you need to wait for a new Kafka release to go out. Can't have the cloud provider handle it for you behind the scenes! - 🔍 hard to debug Debugging is harder because you need client logs. In the cloud, that's hard to do again. On-prem, it requires reading through a lot of logs and collecting a lot of files. - ⚙️ very extendable There’s a reusable embedded protocol within the rebalance protocol, where clients are free to attach raw bytes that only they can then parse themselves. It's challenging to build compatible software for this cross-client protocol, as well as near-impossible to inspect from the broker side. - 😢 inconsistent metadata Clients are responsible for triggering rebalances based on the metadata, but different clients can have different views of the metadata. - 😵‍💫 interoperability Different implementations of the clients (i.e. anything besides the Java client) may have bugs. The complex logic needs to be re-implemented quite a few times. This usually means more bugs and slower time to ship features in your favorite client. A combination nobody likes. ... So what should an open source community do? Move the logic to the broker! Then? Simplify it. The new protocol is very elegant - it streamlines all of the regular Kafka consumer logic inside a new heartbeat API. It has the broker decide what partition assignments the consumers should have, and totally omits the notion of a Group Leader client. Another major change is that the notion of a group-wide rebalance is removed now. The rebalance is more fine-grained now. 👌 When you think about it, a rebalance is simply a reassignment of some partitions from some consumers to others. 💡 Why does the whole group need to stop and know about this? It had to before because the logic was on the client. It doesn’t now. 🎂 The new protocol is fine-grained in its assignments. It maintains per-member epochs, as well as separate epochs for the general group membership and the global assignment. The goal is simple - get all of those epoch numbers to be the same. The order is the following: 1. the group-wide epoch is bumped. 2. the target assignment epoch is bumped. 3. individual consumers catch up to the epoch via the heartbeat request, individually. (fine-grained) In general, what you have is a simple state machine inside the Group Coordinator broker that’s running a constant reconciliation loop. 💥 Because every member converges to the target state independently, the coordinator is free to simplify that convergence member by member. 👍 It has the logic to resolve dependencies between members - the act of: 1. revoking one member’s partition. 2. confirming the success of that. 3. bumping that member's epoch before assigning that partition to another consumer. Here is an example visual of what happens when two members join a consumer group one by one:
1:37

Something amazing is coming to Apache Kafka… Consumer Groups v2! If you’ve ever used consumer groups in production at any non-trivial scale, you probably know all the problems with it: - ⛔️ Group-wide synchronization barrier acts as a cap on scalability A single misbehaving consumer can disturb the whole group. Even if you have cooperative rebalancing and static membership enabled, you will still have rebalances happen. 🤷‍♂️ It’s a fact of life I've heard - death, taxes & consumer group rebalances. And the problem is that even with cooperative rebalancing (which helped a lot!), you’re bound on waiting for the slowest member of the group to complete the rebalance(s). 🐌 The problem is that no consumer can commit offsets while a rebalance is in progress. ❌ Another subtle thing is that with cooperative rebalancing, a rebalance will take longer than usual. Why? Because consumers are allowed to process partitions during rebalances. They will call the poll() method more infrequently -- they're busy processing records after all. Thus, the overall rebalance time will increase. This makes it pretty hard to scale to 1000s of members. - 🤯 Complexity There’s a reason you’re reading this! The current protocol is pretty complex and hard to understand. It's used for a bunch of stuff, including metadata propagation in Kafka Streams. This compexity results in more: - 🐛 bugs The harder to reason about and the more moving parts you have - the greater chance for bugs. There have been quite a few in the protocol. And due to the fact that a lot of the protocol’s logic lives on the clients, that results in: - 🐌 slow fixes Bugs require client-side fixes, which are slow to be adopted. If you run a Kafka ops team, you know how hard it is to get all of your clients' teams to upgrade! If you're using a cloud service, you need to wait for a new Kafka release to go out. Can't have the cloud provider handle it for you behind the scenes! - 🔍 hard to debug Debugging is harder because you need client logs. In the cloud, that's hard to do again. On-prem, it requires reading through a lot of logs and collecting a lot of files. - ⚙️ very extendable There’s a reusable embedded protocol within the rebalance protocol, where clients are free to attach raw bytes that only they can then parse themselves. It's challenging to build compatible software for this cross-client protocol, as well as near-impossible to inspect from the broker side. - 😢 inconsistent metadata Clients are responsible for triggering rebalances based on the metadata, but different clients can have different views of the metadata. - 😵‍💫 interoperability Different implementations of the clients (i.e. anything besides the Java client) may have bugs. The complex logic needs to be re-implemented quite a few times. This usually means more bugs and slower time to ship features in your favorite client. A combination nobody likes. ... So what should an open source community do? Move the logic to the broker! Then? Simplify it. The new protocol is very elegant - it streamlines all of the regular Kafka consumer logic inside a new heartbeat API. It has the broker decide what partition assignments the consumers should have, and totally omits the notion of a Group Leader client. Another major change is that the notion of a group-wide rebalance is removed now. The rebalance is more fine-grained now. 👌 When you think about it, a rebalance is simply a reassignment of some partitions from some consumers to others. 💡 Why does the whole group need to stop and know about this? It had to before because the logic was on the client. It doesn’t now. 🎂 The new protocol is fine-grained in its assignments. It maintains per-member epochs, as well as separate epochs for the general group membership and the global assignment. The goal is simple - get all of those epoch numbers to be the same. The order is the following: 1. the group-wide epoch is bumped. 2. the target assignment epoch is bumped. 3. individual consumers catch up to the epoch via the heartbeat request, individually. (fine-grained) In general, what you have is a simple state machine inside the Group Coordinator broker that’s running a constant reconciliation loop. 💥 Because every member converges to the target state independently, the coordinator is free to simplify that convergence member by member. 👍 It has the logic to resolve dependencies between members - the act of: 1. revoking one member’s partition. 2. confirming the success of that. 3. bumping that member's epoch before assigning that partition to another consumer. Here is an example visual of what happens when two members join a consumer group one by one:

Stanislav Kozlovski

52,814 views • 3 years ago

Trump is a racist. America elected a racist, and he is a reflection of what today’s America has become. More than 80 million Americans voted for him. It is not that Trump created racists, he simply opened the door and gave them permission to be who they already were. He is a racist, and that is why, in November 2024 when he was elected, I was shocked to see black Africans celebrating and supporting this bigot. I was genuinely shocked. Again, it goes back to the issue of knowledge, or the lack of it. Our people do not read. They are fascinated by soundbites and television theatrics. Trump, the loudmouth showman on NBC shouting “You are fired,” is what excited them. They never took the time to dig deeper and understand the character, history, and worldview of the man they were cheering for from Africa. They never bothered. And this is part of the reason why Africa is in such a mess. We do not follow ideas, we do not follow values, and we are not guided by principle. Across the continent — from Zimbabwe to South Africa, Zuma included, and all the way up — we follow personalities instead of interrogating their ideas. I am glad that what is happening now is happening, because it exposes the folly. Even the Somalis in Minnesota, whose community leadership openly endorsed Donald Trump, are now living with the consequences of that decision. What he is doing to them is exactly what we warned them about. But they did not listen, just like the Africans on the continent who were twerking for Trump without understanding who or what they were supporting. Trump’s grandfather came from Germany, so by the very same logic he uses to attack others, one could easily call Trump a German. His mother came from Scotland. Yet he still has the audacity to tell Americans of Somali parentage to go back to Somalia, even though they were born in the United States and are fully American. Many of the people shouting this racist nonsense are themselves descendants of immigrants who arrived only a generation or two ago. None of them are indigenous to America. Trump has no right to question the citizenship or belonging of Americans simply because their grand parents came from Somalia, especially when his own lineage comes from Germany and Scotland. This is the clearest definition of racism. It is selective exclusion disguised as patriotism, and it exposes exactly what the world is dealing with, a racist American president who emboldens other racists while conveniently ignoring his own foreign ancestry. His decision to kick South Africa out of the G20 again is a blatantly racist act. That is why he is replacing South Africa with Poland. South Africa has a black president, it is a majority-black nation, and because he is a racist, he removed them and substituted a white country in their place. It is sickening to watch.
1:19

Trump is a racist. America elected a racist, and he is a reflection of what today’s America has become. More than 80 million Americans voted for him. It is not that Trump created racists, he simply opened the door and gave them permission to be who they already were. He is a racist, and that is why, in November 2024 when he was elected, I was shocked to see black Africans celebrating and supporting this bigot. I was genuinely shocked. Again, it goes back to the issue of knowledge, or the lack of it. Our people do not read. They are fascinated by soundbites and television theatrics. Trump, the loudmouth showman on NBC shouting “You are fired,” is what excited them. They never took the time to dig deeper and understand the character, history, and worldview of the man they were cheering for from Africa. They never bothered. And this is part of the reason why Africa is in such a mess. We do not follow ideas, we do not follow values, and we are not guided by principle. Across the continent — from Zimbabwe to South Africa, Zuma included, and all the way up — we follow personalities instead of interrogating their ideas. I am glad that what is happening now is happening, because it exposes the folly. Even the Somalis in Minnesota, whose community leadership openly endorsed Donald Trump, are now living with the consequences of that decision. What he is doing to them is exactly what we warned them about. But they did not listen, just like the Africans on the continent who were twerking for Trump without understanding who or what they were supporting. Trump’s grandfather came from Germany, so by the very same logic he uses to attack others, one could easily call Trump a German. His mother came from Scotland. Yet he still has the audacity to tell Americans of Somali parentage to go back to Somalia, even though they were born in the United States and are fully American. Many of the people shouting this racist nonsense are themselves descendants of immigrants who arrived only a generation or two ago. None of them are indigenous to America. Trump has no right to question the citizenship or belonging of Americans simply because their grand parents came from Somalia, especially when his own lineage comes from Germany and Scotland. This is the clearest definition of racism. It is selective exclusion disguised as patriotism, and it exposes exactly what the world is dealing with, a racist American president who emboldens other racists while conveniently ignoring his own foreign ancestry. His decision to kick South Africa out of the G20 again is a blatantly racist act. That is why he is replacing South Africa with Poland. South Africa has a black president, it is a majority-black nation, and because he is a racist, he removed them and substituted a white country in their place. It is sickening to watch.

Hopewell Chin’ono

45,802 views • 7 months ago

Don't Buy a Mac Mini for Clawdbot: The Secret $10,000 Architecture That Costs You Nothing clawdbot might be the reason you feel like you need a ten thousand dollar computer right now but i am about to show you why that fomo is going to leave you broke. if you have been watching everyone rush out to buy mac minis and mac studios just to run open claw or some local models you are witnessing a massive transfer of wealth from your pocket to apple for no reason. there is a specific setup i use that costs almost nothing and keeps my main machine safe from whatever these autonomous agents are doing. if you stick with me i will walk you through the exact architecture of a professional trading system that handles the heavy lifting without you needing to drop a single rack on hardware most people are scared of running these bots on their main computer because they don't want an agent messing with their personal files or browser sessions. instead of buying a second mac mini for six hundred dollars you can just go to the top left of your screen and create a brand new user profile. this acts like a completely isolated sandbox where you can install all your trading tools and agents without them ever seeing your main data. it is essentially like getting a free computer for the price of five minutes of clicking around your settings but what if you aren't on a mac or you need to access your system while you are traveling without carrying three laptops in your backpack. this is where the first loop of professional automation starts to close because i use something called chrome remote desktop to bridge the gap. this allows me to leave a dedicated machine running in a safe place while i access the full desktop environment from a tablet or a cheap laptop anywhere in the world. it solves the mobility issue but it still doesn't solve the problem of those massive ten thousand dollar price tags for high end mac pros if you are a pc user or just someone who doesn't want to own physical hardware yet you should look into a windows vps through a provider like contabo. most developers will tell you to use a linux terminal but if you aren't a coder yet you need a visual interface you can actually see. getting a windows server allows you to log in and see a desktop just like your home computer for about fifteen dollars a month. i usually recommend at least twelve gigabytes of ram to keep things from getting janky when you are running multiple browser windows and agents at once now you might be thinking that the whole point of the big hardware was to run local models like kimi or glm to save on api costs. i spent years thinking i had to own the machines myself and i even spent hundreds of thousands on developers before i realized i could just do this myself. the secret to running those massive open source models without the ten thousand dollar investment is renting gpu power by the hour. sites like lambda labs let you spin up a monster machine that can run any model in existence for just a couple dollars an hour this is the ultimate pivot because it allows you to test if your strategy actually prints money before you commit to the hardware. you can turn the server on when you are iterating and turn it off the second you are done which keeps your overhead near zero. if you haven't proven that your bot can pay for itself yet then buying a mac studio is just an expensive hobby rather than a business move. there is a much bigger loophole involving the anthropic subscriptions that most people are completely overlooking right now right now i am using a specific plan with claude code that costs about two hundred dollars a month but it lets me run open claw all day without hitting api limits. if i were paying for those same tokens through the standard api i would probably be spending hundreds of dollars every single day. it is a massive cost savings that allows you to iterate and fail until you find a winning strategy without draining your bank account. even if they eventually close this loophole or snitch on the usage patterns it serves as the perfect training ground for a data dog the goal is to find a system that works with a smaller or cheaper model like haiku before you ever try to scale up to the heavy weights. if you can make a strategy profitable using a less intelligent and cheaper model then you know you have found real alpha. once you have that foundation you can decide if it finally makes sense to build your own custom pc rig which will always be half the price of an apple machine. i am an apple guy so i usually pay the tax anyway but i only do it once the system is already generating enough to cover the cost ten times over i believe that code is the great equalizer because it took me from losing money and getting liquidated to having fully automated systems doing the work for me. i had to learn to live with the iterations and the failures on youtube to get to this point of clarity. the universe tends to get out of your way once you make a non negotiable contract with yourself to see the process through to the end. you don't need the flashy hardware or the most expensive setup to start winning in this game stay focused on the logic and the data rather than the hype and the fomo that everyone else is falling for. if you can master the bridge between renting power and owning your logic you will be ahead of ninety nine percent of the people in this space. the path to a fully automated life isn't paved with expensive gadgets but with the discipline to iterate until the system finally prints
16:04

Don't Buy a Mac Mini for Clawdbot: The Secret $10,000 Architecture That Costs You Nothing clawdbot might be the reason you feel like you need a ten thousand dollar computer right now but i am about to show you why that fomo is going to leave you broke. if you have been watching everyone rush out to buy mac minis and mac studios just to run open claw or some local models you are witnessing a massive transfer of wealth from your pocket to apple for no reason. there is a specific setup i use that costs almost nothing and keeps my main machine safe from whatever these autonomous agents are doing. if you stick with me i will walk you through the exact architecture of a professional trading system that handles the heavy lifting without you needing to drop a single rack on hardware most people are scared of running these bots on their main computer because they don't want an agent messing with their personal files or browser sessions. instead of buying a second mac mini for six hundred dollars you can just go to the top left of your screen and create a brand new user profile. this acts like a completely isolated sandbox where you can install all your trading tools and agents without them ever seeing your main data. it is essentially like getting a free computer for the price of five minutes of clicking around your settings but what if you aren't on a mac or you need to access your system while you are traveling without carrying three laptops in your backpack. this is where the first loop of professional automation starts to close because i use something called chrome remote desktop to bridge the gap. this allows me to leave a dedicated machine running in a safe place while i access the full desktop environment from a tablet or a cheap laptop anywhere in the world. it solves the mobility issue but it still doesn't solve the problem of those massive ten thousand dollar price tags for high end mac pros if you are a pc user or just someone who doesn't want to own physical hardware yet you should look into a windows vps through a provider like contabo. most developers will tell you to use a linux terminal but if you aren't a coder yet you need a visual interface you can actually see. getting a windows server allows you to log in and see a desktop just like your home computer for about fifteen dollars a month. i usually recommend at least twelve gigabytes of ram to keep things from getting janky when you are running multiple browser windows and agents at once now you might be thinking that the whole point of the big hardware was to run local models like kimi or glm to save on api costs. i spent years thinking i had to own the machines myself and i even spent hundreds of thousands on developers before i realized i could just do this myself. the secret to running those massive open source models without the ten thousand dollar investment is renting gpu power by the hour. sites like lambda labs let you spin up a monster machine that can run any model in existence for just a couple dollars an hour this is the ultimate pivot because it allows you to test if your strategy actually prints money before you commit to the hardware. you can turn the server on when you are iterating and turn it off the second you are done which keeps your overhead near zero. if you haven't proven that your bot can pay for itself yet then buying a mac studio is just an expensive hobby rather than a business move. there is a much bigger loophole involving the anthropic subscriptions that most people are completely overlooking right now right now i am using a specific plan with claude code that costs about two hundred dollars a month but it lets me run open claw all day without hitting api limits. if i were paying for those same tokens through the standard api i would probably be spending hundreds of dollars every single day. it is a massive cost savings that allows you to iterate and fail until you find a winning strategy without draining your bank account. even if they eventually close this loophole or snitch on the usage patterns it serves as the perfect training ground for a data dog the goal is to find a system that works with a smaller or cheaper model like haiku before you ever try to scale up to the heavy weights. if you can make a strategy profitable using a less intelligent and cheaper model then you know you have found real alpha. once you have that foundation you can decide if it finally makes sense to build your own custom pc rig which will always be half the price of an apple machine. i am an apple guy so i usually pay the tax anyway but i only do it once the system is already generating enough to cover the cost ten times over i believe that code is the great equalizer because it took me from losing money and getting liquidated to having fully automated systems doing the work for me. i had to learn to live with the iterations and the failures on youtube to get to this point of clarity. the universe tends to get out of your way once you make a non negotiable contract with yourself to see the process through to the end. you don't need the flashy hardware or the most expensive setup to start winning in this game stay focused on the logic and the data rather than the hype and the fomo that everyone else is falling for. if you can master the bridge between renting power and owning your logic you will be ahead of ninety nine percent of the people in this space. the path to a fully automated life isn't paved with expensive gadgets but with the discipline to iterate until the system finally prints

Moon Dev

17,382 views • 5 months ago

Gm! Our recent acquisition of 6529 Gradient #96 meant to orient our mission going forward, after 5 years of grassroots building. Today, we announce our biggest Common Good project yet, Formosa 6529, a permanent IRL exhibition of The Memes and 6529 network NFTs: Catch our founder HugoFaz.6259 on justinaversano's Moments of the Unknown to hear all about it, visit the website above or read more below. Common Goods are meant to reach and benefit the masses. The 6529 network has been funding and buidling over the years a massive public cultural archive of CC0 Art — intellectual property that belongs to all — in a revolutionary change of paradigm. However, the scale and cultural significance of The Memes as an art collection/movement has so far remained largely untapped. Beyond our core web3 communities, few ever get see, interact, much less use this vast archive to... spread the memes of decentralization, foster local creative economies, educate about crypto, monetize with branding, repurpose content, teach and learn creative techniques, or even just to enjoy amazing, groundbreaking art. There is no other CC0 contemporary art project of this scale and importance and the world needs to use it. It's time then we give 6529 its first permanent IRL home so it can be truly appreciated. Enter Formosa, a prime public gallery space built during Brazil's golden modernist years in the first half of the 20th century to host art events that aimed to deconstruct and repurpose the imported, colonialist artistic trends coming from Europe and devise an original brazilian art movement. From fusion restaurants to art schools to performative theater installations, Formosa Gallery thrived through successive occupations until finally enduring decades of abandon and misuse around the turn of the century. Recently, it was set to be restored and given purpose beyond its former glory, and we were there to propose the best possible turnaround for the space... Over years of negotiation with private and governmental parties, we managed to approve with public authorities a double use for the space: a private high-fidelity vinyl listening bar and restaurant — which is already operating — and a 100% public domain digital art gallery. Featuring up to 25 state-of-the-art digital screens ranging from 85 to 50 inches, Formosa 6529 will be the best and largest dedicated permanent exhibition of any web3 project. With rotating exhibitions of The Memes, NextGen and all future 6529 projects, Brain will have direct input on exhibitions via decentralized voting on curatorial proposals made by the community. To give us institutional freedom and censorship resistance, we decided to fully decentralize the funding for Formosa Gallery's installation and operation. Let's find out together what happens when we unleash CC0 art to the public! Daytime, Formosa 6529 will be fully open for free visitation. Occupying a busy public passageway under the historic Tea Bridge linking the Municipal Theatre to the City Hall, intentional visitors and hundreds of passerbys alike will be impacted by the exhibits. We will host many activities to showcase the power of The Memes and CC0 art: royalty-free merch sales by local craftspeople, artist rememe competitions, school guided tours, meme fashion shows, art and tech workshops, and many other activations the network can help us come up with. And every night, the Hi-Fi audience of 300-400 affluent Paulistas and tourists occupy Formosa Gallery sipping drinks and (now) discussing the latest Memes exhibit while waiting for their place in the listening bar. The Fundraiser for Formosa 6529 is open now and runs until November 15th. At a glance : The initial funding will require a minimum of 24 Ξ, which will cover: - All necessary infrastructure and interior adaptations - Equipment purchase and installation - Overhead costs for the grand opening event and for the entire 1st year of operation, opening day and night (mostly human resources – guides, security, tech, comms – and taxes) Funding will happen in 2 stages, the first of which is now open: 30 Meme Card Artists have generously committed to create and donate a new piece for this fundraiser; their names will be announced over the course of these 2 weeks. The unrevealed 1-of-1s are available here: Contributions are fully refundable if the fundraiser does not reach minimum threshold. If we succeed, the works will be revealed live in a randomized draw during the Grand Opening in January. The second stage will consist of a Meme Card, to allow for wider network participation, and only happens after the first stage is successful. Please visit for more information on funding rewards and goals, the FAQ, or reach out here or dm us at 6529 with any questions! This project is only possible due to the power of web3 and the network of believers in a decentralized future powered by NFTs. We can't wait to bring Formosa to life, and to have you here IRL with us for the exhibitions and to have a great time.
0:20

Gm! Our recent acquisition of 6529 Gradient #96 meant to orient our mission going forward, after 5 years of grassroots building. Today, we announce our biggest Common Good project yet, Formosa 6529, a permanent IRL exhibition of The Memes and 6529 network NFTs: Catch our founder HugoFaz.6259 on justinaversano's Moments of the Unknown to hear all about it, visit the website above or read more below. Common Goods are meant to reach and benefit the masses. The 6529 network has been funding and buidling over the years a massive public cultural archive of CC0 Art — intellectual property that belongs to all — in a revolutionary change of paradigm. However, the scale and cultural significance of The Memes as an art collection/movement has so far remained largely untapped. Beyond our core web3 communities, few ever get see, interact, much less use this vast archive to... spread the memes of decentralization, foster local creative economies, educate about crypto, monetize with branding, repurpose content, teach and learn creative techniques, or even just to enjoy amazing, groundbreaking art. There is no other CC0 contemporary art project of this scale and importance and the world needs to use it. It's time then we give 6529 its first permanent IRL home so it can be truly appreciated. Enter Formosa, a prime public gallery space built during Brazil's golden modernist years in the first half of the 20th century to host art events that aimed to deconstruct and repurpose the imported, colonialist artistic trends coming from Europe and devise an original brazilian art movement. From fusion restaurants to art schools to performative theater installations, Formosa Gallery thrived through successive occupations until finally enduring decades of abandon and misuse around the turn of the century. Recently, it was set to be restored and given purpose beyond its former glory, and we were there to propose the best possible turnaround for the space... Over years of negotiation with private and governmental parties, we managed to approve with public authorities a double use for the space: a private high-fidelity vinyl listening bar and restaurant — which is already operating — and a 100% public domain digital art gallery. Featuring up to 25 state-of-the-art digital screens ranging from 85 to 50 inches, Formosa 6529 will be the best and largest dedicated permanent exhibition of any web3 project. With rotating exhibitions of The Memes, NextGen and all future 6529 projects, Brain will have direct input on exhibitions via decentralized voting on curatorial proposals made by the community. To give us institutional freedom and censorship resistance, we decided to fully decentralize the funding for Formosa Gallery's installation and operation. Let's find out together what happens when we unleash CC0 art to the public! Daytime, Formosa 6529 will be fully open for free visitation. Occupying a busy public passageway under the historic Tea Bridge linking the Municipal Theatre to the City Hall, intentional visitors and hundreds of passerbys alike will be impacted by the exhibits. We will host many activities to showcase the power of The Memes and CC0 art: royalty-free merch sales by local craftspeople, artist rememe competitions, school guided tours, meme fashion shows, art and tech workshops, and many other activations the network can help us come up with. And every night, the Hi-Fi audience of 300-400 affluent Paulistas and tourists occupy Formosa Gallery sipping drinks and (now) discussing the latest Memes exhibit while waiting for their place in the listening bar. The Fundraiser for Formosa 6529 is open now and runs until November 15th. At a glance : The initial funding will require a minimum of 24 Ξ, which will cover: - All necessary infrastructure and interior adaptations - Equipment purchase and installation - Overhead costs for the grand opening event and for the entire 1st year of operation, opening day and night (mostly human resources – guides, security, tech, comms – and taxes) Funding will happen in 2 stages, the first of which is now open: 30 Meme Card Artists have generously committed to create and donate a new piece for this fundraiser; their names will be announced over the course of these 2 weeks. The unrevealed 1-of-1s are available here: Contributions are fully refundable if the fundraiser does not reach minimum threshold. If we succeed, the works will be revealed live in a randomized draw during the Grand Opening in January. The second stage will consist of a Meme Card, to allow for wider network participation, and only happens after the first stage is successful. Please visit for more information on funding rewards and goals, the FAQ, or reach out here or dm us at 6529 with any questions! This project is only possible due to the power of web3 and the network of believers in a decentralized future powered by NFTs. We can't wait to bring Formosa to life, and to have you here IRL with us for the exhibitions and to have a great time.

CasaNUA.6529

50,925 views • 8 months ago

MAGIC VIBES WITH EMIBONNIE #GMMTV2026 #EmiBonnie 🦊: The name of our series next year is "Moon Shadow". 🎤: How is it? Tell us abt it. 🐰: It's a relationship that's a bit of a love triangle. There's another character named "Jay" who is P'Film's character. The story is that P'Chan– 🦊: I play the role of Chan, who is a bar owner. 🐰: And I'm Key, a singer who applies to be a singer at the bar. 🦊: And my character asks, "Are you here just to sing?" 🎤: And what do you want her to do? Pls answer, pls answer. 🦊: We answered in the way you saw just now (in the pilot) that she's not just there to sing. 🐰: She's not just there to sing, 'kay? She's there for other things too. 🦊: Yeah, it's a relationship like a one night stand between P'Chan and N'Key. 🐰: But she doesn't want just one night. 🦊: She doesn't want it to be temporary, right? 🐰: She wants it to be forever. 🦊: She wants to stay overnight forever.* 🐰: But P'Chan has a lingering bond. 🦊: That is N'Film. N'Film stars as my ex girlfriend. 🐰: You can tell what her type is. 🦊: She has an ex who she hasn't been able to forget. There are still ties between them. 🎤: And what are you going to use to fight against that, Bonnie? 🐰: I'm good at giving affection and pleasing ppl. 🦊: She's very good at giving affection and being attentive. 🐰: So that's what I have to use to fight. 🦊: She doesn't stop fighting, she doesn't back down. 🐰: Well, is she as good at being attentive as me? 🦊: You'll have to see in the series whether she's good at being attentive and affectionate. 🎤: Is it hard to choose? 🐰: Yeah, is it? 🦊: There are options, aren't there? Each of them has different good qualities. 🐰: Hey, what does that mean? 🦊: They have their own good qualities. One of them is an ex, well, why are they an ex? 🐰: Favourite ex? 🦊: Nooo~ 🦊: There has to be a reason why they're an ex, right? 🐰: But they're a favourite? 🦊: 😂 🐰: A favourite ex. 🎤: Let's save the family problems for later 😆 🐰: Okay okay. 🦊: Well, honestly, I don't know yet how much of a favourite she is, but she might be, bc as soon as she appeared, even though she'd been gone for a long time, my heart still fluttered again. 🐰: 😐 🎤: And Film's eyes were something too. 🐰: They were something. I just touched her piano, and she was like, "Don't touch it!" 🦊: Yeah. 🐰: Can't touch her ex's gift at all. 🦊: The piano is something that I and N'Jay bought together, she bought it for me and we played it together all this time, and Key suddenly touched it. 🐰: See? That means she hasn't forgotten her ex. But I'm good at pleasing ppl, right? 🦊: Anything that's from the past, there are reasons why they're in the past. 🎤: And the ex is the past? 🦊: Yeah, the past is the past, the present is the present, and the future is– 🐰: Me, I'm your future. 🎤: 🤭 🦊: Well. Yes. 🎤: So you've matured in this series. 🦊: Yeah, we've matured in this series. 🐰: We've grown multiple steps. 🦊: Bonnie really matured a lot. 🐰: Yeah, it's the first series that's super spicy. 🦊: Pls stay tuned for whether the relationship between the three of us is going to be temporary, overnight, or forever. 🐰: The three of us? 🦊: Oh! Two of us, two of us. Sorry, I misspoke. 🐰: Three is fine. Sure. 🦊: Two ppl, but the relationship between the three of us. Three of us. 🐰: How it will turn out. 🦊: And pls check out the song that we sang in the trailer. It was us singing. 🐰: It's the song "ชั่วคราวหรือค้างคืนตลอดไป (Temporary or Overnight Forever)". 🦊: "ชั่วคราวหรือค้างคืนตลอดไป (Temporary or Overnight Forever)" by P'Mai Charoenpura (and Nueng Narongvit). 🐰: I'm not sure when they'll release it. 🎤: You're singers, can you sing it now. 🦊: Now? 🐰: (sings immediately, love her) 🦊: (sings too, touches Bonnie's chin for absolutely no reason) 🐰: She's playing an MV too. 🦊: (continues singing) [continued in replies]
5:18

MAGIC VIBES WITH EMIBONNIE #GMMTV2026 #EmiBonnie 🦊: The name of our series next year is "Moon Shadow". 🎤: How is it? Tell us abt it. 🐰: It's a relationship that's a bit of a love triangle. There's another character named "Jay" who is P'Film's character. The story is that P'Chan– 🦊: I play the role of Chan, who is a bar owner. 🐰: And I'm Key, a singer who applies to be a singer at the bar. 🦊: And my character asks, "Are you here just to sing?" 🎤: And what do you want her to do? Pls answer, pls answer. 🦊: We answered in the way you saw just now (in the pilot) that she's not just there to sing. 🐰: She's not just there to sing, 'kay? She's there for other things too. 🦊: Yeah, it's a relationship like a one night stand between P'Chan and N'Key. 🐰: But she doesn't want just one night. 🦊: She doesn't want it to be temporary, right? 🐰: She wants it to be forever. 🦊: She wants to stay overnight forever.* 🐰: But P'Chan has a lingering bond. 🦊: That is N'Film. N'Film stars as my ex girlfriend. 🐰: You can tell what her type is. 🦊: She has an ex who she hasn't been able to forget. There are still ties between them. 🎤: And what are you going to use to fight against that, Bonnie? 🐰: I'm good at giving affection and pleasing ppl. 🦊: She's very good at giving affection and being attentive. 🐰: So that's what I have to use to fight. 🦊: She doesn't stop fighting, she doesn't back down. 🐰: Well, is she as good at being attentive as me? 🦊: You'll have to see in the series whether she's good at being attentive and affectionate. 🎤: Is it hard to choose? 🐰: Yeah, is it? 🦊: There are options, aren't there? Each of them has different good qualities. 🐰: Hey, what does that mean? 🦊: They have their own good qualities. One of them is an ex, well, why are they an ex? 🐰: Favourite ex? 🦊: Nooo~ 🦊: There has to be a reason why they're an ex, right? 🐰: But they're a favourite? 🦊: 😂 🐰: A favourite ex. 🎤: Let's save the family problems for later 😆 🐰: Okay okay. 🦊: Well, honestly, I don't know yet how much of a favourite she is, but she might be, bc as soon as she appeared, even though she'd been gone for a long time, my heart still fluttered again. 🐰: 😐 🎤: And Film's eyes were something too. 🐰: They were something. I just touched her piano, and she was like, "Don't touch it!" 🦊: Yeah. 🐰: Can't touch her ex's gift at all. 🦊: The piano is something that I and N'Jay bought together, she bought it for me and we played it together all this time, and Key suddenly touched it. 🐰: See? That means she hasn't forgotten her ex. But I'm good at pleasing ppl, right? 🦊: Anything that's from the past, there are reasons why they're in the past. 🎤: And the ex is the past? 🦊: Yeah, the past is the past, the present is the present, and the future is– 🐰: Me, I'm your future. 🎤: 🤭 🦊: Well. Yes. 🎤: So you've matured in this series. 🦊: Yeah, we've matured in this series. 🐰: We've grown multiple steps. 🦊: Bonnie really matured a lot. 🐰: Yeah, it's the first series that's super spicy. 🦊: Pls stay tuned for whether the relationship between the three of us is going to be temporary, overnight, or forever. 🐰: The three of us? 🦊: Oh! Two of us, two of us. Sorry, I misspoke. 🐰: Three is fine. Sure. 🦊: Two ppl, but the relationship between the three of us. Three of us. 🐰: How it will turn out. 🦊: And pls check out the song that we sang in the trailer. It was us singing. 🐰: It's the song "ชั่วคราวหรือค้างคืนตลอดไป (Temporary or Overnight Forever)". 🦊: "ชั่วคราวหรือค้างคืนตลอดไป (Temporary or Overnight Forever)" by P'Mai Charoenpura (and Nueng Narongvit). 🐰: I'm not sure when they'll release it. 🎤: You're singers, can you sing it now. 🦊: Now? 🐰: (sings immediately, love her) 🦊: (sings too, touches Bonnie's chin for absolutely no reason) 🐰: She's playing an MV too. 🦊: (continues singing) [continued in replies]

K-bab

140,021 views • 7 months ago

Google just confirmed the first case of hackers using AI to build a zero-day exploit from scratch. An actual zero-day vulnerability that no human had EVER found before, discovered by an AI model, turned into a working weapon, and aimed at a mass exploitation campaign targeting thousands of systems simultaneously. Google's Threat Intelligence Group caught it yesterday and killed the operation before it scaled. But the details of how it worked are genuinely scary: The AI found a flaw in a popular two-factor authentication system that traditional security tools had missed entirely. The vulnerability was a logic error buried deep in the authentication flow where a developer had hard-coded a trust exception years ago. No human security researcher or automated scanner had caught it. The flaw was invisible to EVERY tool the cybersecurity industry has built over the past two decades. But the AI spotted it immediately. Then it wrote a full Python exploit script to weaponize it. Google's analysts could tell the code was AI-generated because it had textbook formatting, educational comments explaining every function, and even a hallucinated severity score that doesn't exist in any real database. The AI literally graded its own attack with a fake rating. So the code had MISTAKES in it. The criminals' implementation was clumsy enough that it probably interfered with the actual deployment. This was the sloppy first attempt by people who are still learning how to use these tools. And it still found a vulnerability that the entire cybersecurity industry missed. Google's chief threat analyst John Hultquist said: "There's a misconception that the AI vulnerability race is imminent. The reality is that it's already begun. For every zero-day we can trace back to AI, there are probably many more out there." But here's where it gets truly insane... This wasn't even a sophisticated operation. North Korea's APT45 hacking unit is sending thousands of repetitive prompts to AI models, recursively analyzing known vulnerabilities and building an entire exploit arsenal that would be physically impossible for human hackers to assemble at the same speed. They're essentially industrializing cyberattacks. A Chinese state-linked group jailbroke Google's own Gemini by simply asking it to "pretend to be a network security expert" and then used that persona to research how to hack TP-Link routers and corporate file transfer systems. Another Chinese group deployed autonomous AI agents that probed a Japanese tech firm with minimal human oversight, deciding on their own which tools to use and pivoting between targets based on internal reasoning. And then there's PROMPTSPY, an Android backdoor that calls Google's Gemini API to read your phone screen in real time, navigate your interface autonomously, capture your biometric data, replay your lock screen PIN, and block you from uninstalling it by placing an invisible overlay over the uninstall button. It literally OPERATES your phone using commercial AI tools anyone can access. Everyone spent the last 3 years arguing about whether AI would take people's jobs. Meanwhile AI is making every password, every firewall, and every two-factor authentication system on Earth fundamentally less secure. The entire $190 billion cybersecurity industry was built on one assumption: that finding vulnerabilities is hard and requires deep expertise. But AI just removed that assumption from the equation. And the scariest part is that Google said the criminals made errors this time. The implementation was rough and the campaign probably didn't fully work. These were amateurs, now imagine what professionals are able to do. There's a reason Sam Altman predicted an inevitable massive cyberattack THIS year. What do you think?
1:45

Google just confirmed the first case of hackers using AI to build a zero-day exploit from scratch. An actual zero-day vulnerability that no human had EVER found before, discovered by an AI model, turned into a working weapon, and aimed at a mass exploitation campaign targeting thousands of systems simultaneously. Google's Threat Intelligence Group caught it yesterday and killed the operation before it scaled. But the details of how it worked are genuinely scary: The AI found a flaw in a popular two-factor authentication system that traditional security tools had missed entirely. The vulnerability was a logic error buried deep in the authentication flow where a developer had hard-coded a trust exception years ago. No human security researcher or automated scanner had caught it. The flaw was invisible to EVERY tool the cybersecurity industry has built over the past two decades. But the AI spotted it immediately. Then it wrote a full Python exploit script to weaponize it. Google's analysts could tell the code was AI-generated because it had textbook formatting, educational comments explaining every function, and even a hallucinated severity score that doesn't exist in any real database. The AI literally graded its own attack with a fake rating. So the code had MISTAKES in it. The criminals' implementation was clumsy enough that it probably interfered with the actual deployment. This was the sloppy first attempt by people who are still learning how to use these tools. And it still found a vulnerability that the entire cybersecurity industry missed. Google's chief threat analyst John Hultquist said: "There's a misconception that the AI vulnerability race is imminent. The reality is that it's already begun. For every zero-day we can trace back to AI, there are probably many more out there." But here's where it gets truly insane... This wasn't even a sophisticated operation. North Korea's APT45 hacking unit is sending thousands of repetitive prompts to AI models, recursively analyzing known vulnerabilities and building an entire exploit arsenal that would be physically impossible for human hackers to assemble at the same speed. They're essentially industrializing cyberattacks. A Chinese state-linked group jailbroke Google's own Gemini by simply asking it to "pretend to be a network security expert" and then used that persona to research how to hack TP-Link routers and corporate file transfer systems. Another Chinese group deployed autonomous AI agents that probed a Japanese tech firm with minimal human oversight, deciding on their own which tools to use and pivoting between targets based on internal reasoning. And then there's PROMPTSPY, an Android backdoor that calls Google's Gemini API to read your phone screen in real time, navigate your interface autonomously, capture your biometric data, replay your lock screen PIN, and block you from uninstalling it by placing an invisible overlay over the uninstall button. It literally OPERATES your phone using commercial AI tools anyone can access. Everyone spent the last 3 years arguing about whether AI would take people's jobs. Meanwhile AI is making every password, every firewall, and every two-factor authentication system on Earth fundamentally less secure. The entire $190 billion cybersecurity industry was built on one assumption: that finding vulnerabilities is hard and requires deep expertise. But AI just removed that assumption from the equation. And the scariest part is that Google said the criminals made errors this time. The implementation was rough and the campaign probably didn't fully work. These were amateurs, now imagine what professionals are able to do. There's a reason Sam Altman predicted an inevitable massive cyberattack THIS year. What do you think?

Ricardo

50,564 views • 2 months ago

I Spent $100k On Developers Before Learning This: Build Your AI Bot Today the blueprint to building your first ai trading bot without a degree or a single clue where to start is hidden in plain sight. most people think you need a stanford degree or some crazy math background to build these systems but i spent ten years in tech scared to code for that exact reason. i thought it was only for the geniuses and the nerds while i was just a guy who played video games and wanted his time back the reality is that code is the great equalizer because it doesn't care who you are or where you came from. i lost hundreds of thousands of dollars hiring developers who did shoddy work and i lost even more through liquidations and over trading because i was too emotional to follow my own rules. i knew i had to automate everything if i wanted to survive this game so i decided to learn live on youtube and iterate my way to success everyone is looking for the holy grail indicator that prints money while they sleep but they are looking in the wrong place. the real secret isn't a magical line on a chart but a process i call the rbi system which stands for research backtest and implement. most traders fail because they try to build a bot before they even know if their strategy worked in the past which is basically just gambling with extra steps you have to start with deep research into a strategy like supply and demand zones where you buy where the banks buy and sell where they sell. once you have a solid idea you must backtest it against years of data to see if it actually has an edge. if it doesn't work in the past it definitely won't work in the future but if it shows promise then you move to the implementation phase with small size there is a hidden cost to automation that can wipe out your profits before you even place a trade if you aren't careful. i found myself overusing api credits and running up a massive bill just to fetch wallet balances and token lists. if your bot is calling the exchange every five seconds just to see how much money you have you are essentially burning cash for no reason you can use ai tools like cursor to help you write the python code even if you are a total beginner. i still use ai to explain complex functions and identify where my code is being inefficient or chewing through credits. i had to refactor my entire dashboard and timer logic to only check balances every thirty minutes instead of every few seconds to save those precious credits the man who made thirty one billion dollars in the markets had one rule he never broke throughout his entire career. jim simons was the greatest algorithmic trader to ever live and he proved that systems will always beat human intuition over a long enough timeline. his secret wasn't some complex formula that no one else could understand but a commitment to a specific way of thinking simons always said you just have to make your systems better and better because that is what everyone else is trying to do. the game never really ends because the markets are always evolving and your edge will eventually decay if you don't iterate. this is why i build in public and show every step of the process because the iteration is where the actual money is made the reason you get liquidated isn't the market or the whales or some conspiracy against your small account. the real reason is the conversation you have with yourself at two in the morning when you are down on a trade and decide to move your stop loss. humans are built for survival not for trading and our emotions like fomo and fear will always sabotage our results when you automate your trading you are essentially signing a non negotiable contract with yourself that the bot will execute without question. if the plan says to sell fifty percent in an uptrend and ninety five percent in a downtrend the bot does it every single time. it doesn't feel the panic when a red candle drops or the greed when a green one spikes it just follows the code i used to spend all day staring at screens chasing bars up and down thinking that more screen time equaled more profit. i got into trading to get my time back but i ended up becoming a slave to the charts until i finally learned to code. now i have fully automated systems trading for me instead of getting liquidated because i removed the weakest link in the system which was me you don't need to spend ten years learning how to code before you can start building your own trading bots. if you spend three to six months getting the gist of python and using ai to bridge the gap you can start building immediately. start with a simple supply and demand bot that looks for major coin trends and only enters when the odds are heavily in your favor by checking the trend of bitcoin ethereum and solana simultaneously you can ensure you aren't fighting the overall market direction. i look for at least two out of those three to be trending before my bot is even allowed to look for an entry. this simple filter alone can save you from thousands of dollars in paper cuts during choppy sideways markets if you can't fly then run and if you can't run then walk but by all means you must keep moving toward automation. the process of taking an idea out of your brain and putting it into a system is the most secretive and valuable skill in the world. don't follow the pack and try to solve the same problems as everyone else but find your own edge and code it into existence the deal you make with yourself at the start of your journey is what determines if you will actually make it or not. i made a contract with myself to learn live and show everything because i believe that transparency is the only way to truly learn this craft. stick to your plan and iterate every single day because the systems you build today are the equalizers that will change your life tomorrow
50:50

I Spent $100k On Developers Before Learning This: Build Your AI Bot Today the blueprint to building your first ai trading bot without a degree or a single clue where to start is hidden in plain sight. most people think you need a stanford degree or some crazy math background to build these systems but i spent ten years in tech scared to code for that exact reason. i thought it was only for the geniuses and the nerds while i was just a guy who played video games and wanted his time back the reality is that code is the great equalizer because it doesn't care who you are or where you came from. i lost hundreds of thousands of dollars hiring developers who did shoddy work and i lost even more through liquidations and over trading because i was too emotional to follow my own rules. i knew i had to automate everything if i wanted to survive this game so i decided to learn live on youtube and iterate my way to success everyone is looking for the holy grail indicator that prints money while they sleep but they are looking in the wrong place. the real secret isn't a magical line on a chart but a process i call the rbi system which stands for research backtest and implement. most traders fail because they try to build a bot before they even know if their strategy worked in the past which is basically just gambling with extra steps you have to start with deep research into a strategy like supply and demand zones where you buy where the banks buy and sell where they sell. once you have a solid idea you must backtest it against years of data to see if it actually has an edge. if it doesn't work in the past it definitely won't work in the future but if it shows promise then you move to the implementation phase with small size there is a hidden cost to automation that can wipe out your profits before you even place a trade if you aren't careful. i found myself overusing api credits and running up a massive bill just to fetch wallet balances and token lists. if your bot is calling the exchange every five seconds just to see how much money you have you are essentially burning cash for no reason you can use ai tools like cursor to help you write the python code even if you are a total beginner. i still use ai to explain complex functions and identify where my code is being inefficient or chewing through credits. i had to refactor my entire dashboard and timer logic to only check balances every thirty minutes instead of every few seconds to save those precious credits the man who made thirty one billion dollars in the markets had one rule he never broke throughout his entire career. jim simons was the greatest algorithmic trader to ever live and he proved that systems will always beat human intuition over a long enough timeline. his secret wasn't some complex formula that no one else could understand but a commitment to a specific way of thinking simons always said you just have to make your systems better and better because that is what everyone else is trying to do. the game never really ends because the markets are always evolving and your edge will eventually decay if you don't iterate. this is why i build in public and show every step of the process because the iteration is where the actual money is made the reason you get liquidated isn't the market or the whales or some conspiracy against your small account. the real reason is the conversation you have with yourself at two in the morning when you are down on a trade and decide to move your stop loss. humans are built for survival not for trading and our emotions like fomo and fear will always sabotage our results when you automate your trading you are essentially signing a non negotiable contract with yourself that the bot will execute without question. if the plan says to sell fifty percent in an uptrend and ninety five percent in a downtrend the bot does it every single time. it doesn't feel the panic when a red candle drops or the greed when a green one spikes it just follows the code i used to spend all day staring at screens chasing bars up and down thinking that more screen time equaled more profit. i got into trading to get my time back but i ended up becoming a slave to the charts until i finally learned to code. now i have fully automated systems trading for me instead of getting liquidated because i removed the weakest link in the system which was me you don't need to spend ten years learning how to code before you can start building your own trading bots. if you spend three to six months getting the gist of python and using ai to bridge the gap you can start building immediately. start with a simple supply and demand bot that looks for major coin trends and only enters when the odds are heavily in your favor by checking the trend of bitcoin ethereum and solana simultaneously you can ensure you aren't fighting the overall market direction. i look for at least two out of those three to be trending before my bot is even allowed to look for an entry. this simple filter alone can save you from thousands of dollars in paper cuts during choppy sideways markets if you can't fly then run and if you can't run then walk but by all means you must keep moving toward automation. the process of taking an idea out of your brain and putting it into a system is the most secretive and valuable skill in the world. don't follow the pack and try to solve the same problems as everyone else but find your own edge and code it into existence the deal you make with yourself at the start of your journey is what determines if you will actually make it or not. i made a contract with myself to learn live and show everything because i believe that transparency is the only way to truly learn this craft. stick to your plan and iterate every single day because the systems you build today are the equalizers that will change your life tomorrow

Moon Dev

11,726 views • 5 months ago

DarkFi's goal is to create an agorist parallel economy completely free of state power using anonymous crypto and p2p tech. Our future vision is a confederation of autonomous sovereign nations. Nations often overlap and solve their needs locally. We can even have cyber nations. Politics is not voting every 5 years for a political pageant. It is a core human activity for our freedom, security and needs. DarkFi removes the state and middle men from politics. The DarkFi blockchain is fully programmable with ZK smart contracts, and a very advanced base layer tech stack. We have spent years polishing it. We aim to create parallel markets for agorists. The DarkFi tech stack We went further. We created our own stack to organize community. We are on a mission to conquer cyberspace. To wrest power from the state. To mobilize freedom movements by activating revolutionaries. We created the world's strongest anonymous p2p chat, and an anonymous task manager. In 2021, people thought DAOs would change the world and usher in the post-corporate crypto governance. But it never had strength to change anything. Instead it devolved into wagmi nihilism. People lost belief. Why didn't DAOs change anything? DAOs didn't change anything because they were transparent. DAOs must be strongly anon otherwise your movement will go to jail. The status quo does not tolerate competition. Every cell in nature has a cell wall. Defense is integral to organism's survival. We are not hippy pacifists who want to degrow out of existence. We are here to expand. As Satoshi said: "we can win a major battle in the arms race and gain a new territory of freedom for several years." We created the world's first fully anonymous DAO. Nobody has done this yet. That means a token weighted anon treasury with all participants, proposals and activity completely hidden. Nations require sovereignty and the people should be in charge. It won't happen naturally. We have to use tech to exit and form parallel society. DarkFi is now in the final phase of the release cycle. After mainnet, we will begin the next phase of products. Our vision is to revolutionize society/culture, law, education, economy, governance and self-defense. For society and culture we have built the strongest uncensored p2p tech, and we will continue to iterate and double down here. It's essential for humanity, freedom and nature. We have to rethink law without the state. Contracts between individuals, and decentralized polycentric law. This was the original reason why smart contracts were invented. Yet this has not yet emerged. We cannot mobilize at scale without thinking how to enable new forms of human association and bottom-up non-coercive opt-in organizations. Imagine markets where you can opt into legal codes and digital jurisdictions. The education system is broken. Schools create uncreative thinker drones. University is a groupthink institution. We need to go back to the ancient greek ideal of the academy. Students self-learn under the guidance of a mentor. Education is a mix of math, dev, philosophy and sports. DarkFi already is training hacker devs, and in the future will create the first academies to train the next generation of tech leaders. For economy, we need decentralized markets, distributed reputation, private asset issuance, encrypted shopfronts, uncensorable crowdfunding platforms, stock platforms and information markets. It's incredible that in over a decade, nobody has built this yet. DarkFi is going to do it, just wait. Self-defense comes from freedom of information, by giving people the means to defend their community such as 3D printed guns. Lastly governance. We need information markets for decentralized anon discovery. This is how you ensure transparency of governance - by having full protection for individuals to get the word out. Everyone else in crypto is too afraid and incompetent. No other project will build the tools humanity needs. It's why DarkFi exists. DarkFi will come and grow day by day. It is unstoppable and will ultimately win. Post mainnet we will start working on v2 of DarkFi which will be the next gen in super scalable ZK succinct & anonymous blockchain. So we're not worried for scaling either. With smart contracts, arbitration & escrow, decentralized reputation (not identity!), we can pioneer alternative ownership models. The UK ultimately won over spain in the 1500s going on to conquer the world because of inventing the central bank model where the state was fiscalized. Imagine now we about to again overturn the logic of violence with parallel economies where the money will flow. Nothing can stop this. With this new ownership models where communities own their infra and economy can flourish. For example agricultural coops and small farmers can create their own tax-free internal economies with anon token issuance linking up into confederations outside the state. The burden of tax is ultimately highest on small producers. Imagine how powerful this section of the market can be. We then have true sovereignty outside the state. This is more than "numba go up", it's the true real innovation community. It is strong and steady. Other projects want this, but they cannot have this because they are captured ideologically. Mark these words. We are in the turning of a new era where crypto changes the logic of violence. Zoom out and see the big picture. We are destined to win, yet we have to start fighting. ⚔️ Let there be dark.
0:27

DarkFi's goal is to create an agorist parallel economy completely free of state power using anonymous crypto and p2p tech. Our future vision is a confederation of autonomous sovereign nations. Nations often overlap and solve their needs locally. We can even have cyber nations. Politics is not voting every 5 years for a political pageant. It is a core human activity for our freedom, security and needs. DarkFi removes the state and middle men from politics. The DarkFi blockchain is fully programmable with ZK smart contracts, and a very advanced base layer tech stack. We have spent years polishing it. We aim to create parallel markets for agorists. The DarkFi tech stack We went further. We created our own stack to organize community. We are on a mission to conquer cyberspace. To wrest power from the state. To mobilize freedom movements by activating revolutionaries. We created the world's strongest anonymous p2p chat, and an anonymous task manager. In 2021, people thought DAOs would change the world and usher in the post-corporate crypto governance. But it never had strength to change anything. Instead it devolved into wagmi nihilism. People lost belief. Why didn't DAOs change anything? DAOs didn't change anything because they were transparent. DAOs must be strongly anon otherwise your movement will go to jail. The status quo does not tolerate competition. Every cell in nature has a cell wall. Defense is integral to organism's survival. We are not hippy pacifists who want to degrow out of existence. We are here to expand. As Satoshi said: "we can win a major battle in the arms race and gain a new territory of freedom for several years." We created the world's first fully anonymous DAO. Nobody has done this yet. That means a token weighted anon treasury with all participants, proposals and activity completely hidden. Nations require sovereignty and the people should be in charge. It won't happen naturally. We have to use tech to exit and form parallel society. DarkFi is now in the final phase of the release cycle. After mainnet, we will begin the next phase of products. Our vision is to revolutionize society/culture, law, education, economy, governance and self-defense. For society and culture we have built the strongest uncensored p2p tech, and we will continue to iterate and double down here. It's essential for humanity, freedom and nature. We have to rethink law without the state. Contracts between individuals, and decentralized polycentric law. This was the original reason why smart contracts were invented. Yet this has not yet emerged. We cannot mobilize at scale without thinking how to enable new forms of human association and bottom-up non-coercive opt-in organizations. Imagine markets where you can opt into legal codes and digital jurisdictions. The education system is broken. Schools create uncreative thinker drones. University is a groupthink institution. We need to go back to the ancient greek ideal of the academy. Students self-learn under the guidance of a mentor. Education is a mix of math, dev, philosophy and sports. DarkFi already is training hacker devs, and in the future will create the first academies to train the next generation of tech leaders. For economy, we need decentralized markets, distributed reputation, private asset issuance, encrypted shopfronts, uncensorable crowdfunding platforms, stock platforms and information markets. It's incredible that in over a decade, nobody has built this yet. DarkFi is going to do it, just wait. Self-defense comes from freedom of information, by giving people the means to defend their community such as 3D printed guns. Lastly governance. We need information markets for decentralized anon discovery. This is how you ensure transparency of governance - by having full protection for individuals to get the word out. Everyone else in crypto is too afraid and incompetent. No other project will build the tools humanity needs. It's why DarkFi exists. DarkFi will come and grow day by day. It is unstoppable and will ultimately win. Post mainnet we will start working on v2 of DarkFi which will be the next gen in super scalable ZK succinct & anonymous blockchain. So we're not worried for scaling either. With smart contracts, arbitration & escrow, decentralized reputation (not identity!), we can pioneer alternative ownership models. The UK ultimately won over spain in the 1500s going on to conquer the world because of inventing the central bank model where the state was fiscalized. Imagine now we about to again overturn the logic of violence with parallel economies where the money will flow. Nothing can stop this. With this new ownership models where communities own their infra and economy can flourish. For example agricultural coops and small farmers can create their own tax-free internal economies with anon token issuance linking up into confederations outside the state. The burden of tax is ultimately highest on small producers. Imagine how powerful this section of the market can be. We then have true sovereignty outside the state. This is more than "numba go up", it's the true real innovation community. It is strong and steady. Other projects want this, but they cannot have this because they are captured ideologically. Mark these words. We are in the turning of a new era where crypto changes the logic of violence. Zoom out and see the big picture. We are destined to win, yet we have to start fighting. ⚔️ Let there be dark.

Amir Taaki ⛛

27,132 views • 1 year ago

V2x Inc $VVX $2B Drones, Greenland, and Golden Dome for 50 cents on the dollar V2X, Inc. $VVX is a defense contractor formed by the 2022 merger of Vectrus and Vertex. The company has TTM revenue of $4.42B and rising, yet trades at a market cap less than half of that. At 11x P/E and 0.45x P/S, the market is valuing them at 45 cents for every $1 of revenue. Why is it it so cheap? The company had been focused on logistics, aerospace maintenance, training, and base operations for the U.S. military and national security clients. Currently it is being passed on by the market as a low margin services company, not a tech hardware company. Net profit margins are historically very tight (~1.8% to 2.5%). They rely on volume, not high markup. The cherry on top is that the company carries over $1.1B debt load and a PE firm has been selling shares. The market has been taking a pass. However there is a change occurring under the surface that the market may be missing. The Greenland Play. Vectrus is the blue-collar half of V2X. They operate in eye popping 329 locations/bases across 47 countries. They fully run six major bases from top to bottom. The crown jewel in this conversation is their Pituffik Base in Greenland. This is the US's only military base in Greenland. As Russia and China aggressively expand their icebreaker fleets, the Arctic is becoming the next major theater of conflict. In addition the region is the critical tracking node for ballistic missile interception. Pituffik is the U.S. military’s foothold in Greenland. V2X doesn't just clean the floors here; they manage everything from the power generation, airfield operations, civil engineering, and survival logistics in -30°F. The company is entrenched. If investment into the Arctic increases, $VVX is essential to that strategy. The Drone Hunter (Project Tempest). The Vertex side is where the high-margin re-rating happens. While the market wasn't looking, V2X deployed their Tempest counter-UAS system into active combat in Ukraine at an unheard of pace. This isn't a multi billion-dollar stationary missile system. It’s a mobile, "shoot-and-scoot" drone denial and scouting/sensing platform that fires mass produced laser-guided rockets to kill drones. They are killing cheap enemy drones with cheap rockets without being an expensive stationary target, thus helping to solve one of the biggest economic problems in modern warfare. They went from prototype to stacking battlefield killchains in months, an unheard of speed, and this was just their first contribution. The Golden Dome. As of Jan 12, they now hold a seat on the $151 Billion SHIELD contract to build the U.S. homeland missile defense shield. They are now at the table for high-end prototyping and sensor integration alongside the giants. What the market is still missing is that they didn't just get a "participation trophy." The award specifically cites V2X for "advanced analytics, rapid prototyping, and sensor integration." They are at the table to design the brain of the system. Remember, they are deeply integrated into hundreds of bases across the world. V2X isn't just a generic bidder either. They already run what will be the eyes of the Dome. Very few seem to have connected these dots. Let me give you an example of one set of these systems. The COBRA DANE & COBRA KING phased arrays. These are not "just radars." These are National Technical Means (NTM), the highest category of strategic assets the U.S. possesses. V2X currently operates and sustains these massive phased-arrays in places like Shemya, Alaska just 450 miles from Russia. These arrays are powerful enough to spot a baseball in space from 2,000 miles away. The COBRA DANE system that V2X runs in Alaska stares unblinkingly at the Kamchatka Peninsula and the Pacific Ocean. Its job is to detect Russian or Chinese ICBM launches instantly. It creates the "data lake" that the entire U.S. Missile Defense System relies on. V2X holds the contract to sustain and operate this facility. Without V2X, the U.S. goes blind in the North Pacific. The COBRA KING system is the "Mobile Eye" at Sea. It is a ship-borne dual-band radar system mounted on the USNS Howard O. Lorenzen. Unlike DANE which is fixed, KING moves. It parks off the coast of rogue nations to monitor missile tests up close. It uses X-band and S-band radars to "fingerprint" enemy warheads, determining if a missile is carrying a nuke or a decoy. V2X maintains the complex mission systems that allow this ship to feed data into the national command network. You can't build a "Golden Dome" without the data from these radars. Because V2X already manages the sensors that detect the missiles, they have a massive advantage in winning the contracts to integrate that data into the new shield. One final point on this topic is that previously the old V2X would wait 5 years for a maintenance contract. The market has not priced in that the new SHIELD approved V2X can now bid on 6-month "sprint" contracts to prototype new sensor fusion algorithms or cyber-hardened command posts. This moves them from "slow government services" to "fast defense tech." The base modernization $40B+ opportunity. The U.S. military has a massive problem. Its bases are falling apart and its networks are from the 90s. V2X holds a spot on the $12B Base Infrastructure Modernization (BIM) IDIQ. If the DOW budget spikes to $1.5T, money will likely flow into "Smart Base" initiatives. This includes upgrading 5G networks, cyber-hardening power grids, and digitizing logistics. V2X is a prime contractor for this. They don't just pour concrete; they install the digital backbone (fiber, sensors, security) that a modern base needs. Soldier Training in the modern AI and computational age. Yes, V2X is a giant here as well. In 2025, V2X won a spot on the U.S. Army's "LTRaC" (Live Training, Ranges, and Combat Training Centers) contract. V2X runs the "war games." When soldiers go to a major training center (like Fort Irwin or JRTC) to simulate fighting Russia or China, V2X provides the simulation tech, the "op-for" (opposing force) logistics, and the augmented reality systems. A massive DOW budget increase typically prioritizes Readiness. If the Army scales up exercises to deter threats, V2X gets paid more for every rotation. There is more, but I will stop here for now. (I haven't even mentioned the LOGCAP V massive Army logistics contract of which V2X is a prime holder). With V2X your getting a lot for shockingly very little. The company is finally realizing the benefits of the Vectrus/Vertex merger and the market is not paying attention. An incredible amount of capital is likely to pour into Greenland and the market is not paying attention. $1.5T is about to pour into the modernization of bases, sensors, and soldier training and the market is not paying attention. They are critical part of the Golden Dome infrastructure and the market has not realized. The debt bear case is dying. Net leverage has already dropped to ~2.6x (down from dangerous highs), and management is using record cash flow to clean up the balance sheet. The pre-planned PE return on investment selling is almost over. You are buying a company with an "Arctic Moat" (Greenland), a Golden Dome/SHIELD essential backbone, and a "Combat Tech" growth engine for 0.45x sales. It might take some time for the market to realize this. This is not a get rich quick play. But if the market wakes up even just a little and re-rates this to even a modest 0.8x sales (still a huge discount to peers), the stock doubles. I think this is an interesting multi-year play to build into. I took a position at $63.
2:27

V2x Inc $VVX $2B Drones, Greenland, and Golden Dome for 50 cents on the dollar V2X, Inc. $VVX is a defense contractor formed by the 2022 merger of Vectrus and Vertex. The company has TTM revenue of $4.42B and rising, yet trades at a market cap less than half of that. At 11x P/E and 0.45x P/S, the market is valuing them at 45 cents for every $1 of revenue. Why is it it so cheap? The company had been focused on logistics, aerospace maintenance, training, and base operations for the U.S. military and national security clients. Currently it is being passed on by the market as a low margin services company, not a tech hardware company. Net profit margins are historically very tight (~1.8% to 2.5%). They rely on volume, not high markup. The cherry on top is that the company carries over $1.1B debt load and a PE firm has been selling shares. The market has been taking a pass. However there is a change occurring under the surface that the market may be missing. The Greenland Play. Vectrus is the blue-collar half of V2X. They operate in eye popping 329 locations/bases across 47 countries. They fully run six major bases from top to bottom. The crown jewel in this conversation is their Pituffik Base in Greenland. This is the US's only military base in Greenland. As Russia and China aggressively expand their icebreaker fleets, the Arctic is becoming the next major theater of conflict. In addition the region is the critical tracking node for ballistic missile interception. Pituffik is the U.S. military’s foothold in Greenland. V2X doesn't just clean the floors here; they manage everything from the power generation, airfield operations, civil engineering, and survival logistics in -30°F. The company is entrenched. If investment into the Arctic increases, $VVX is essential to that strategy. The Drone Hunter (Project Tempest). The Vertex side is where the high-margin re-rating happens. While the market wasn't looking, V2X deployed their Tempest counter-UAS system into active combat in Ukraine at an unheard of pace. This isn't a multi billion-dollar stationary missile system. It’s a mobile, "shoot-and-scoot" drone denial and scouting/sensing platform that fires mass produced laser-guided rockets to kill drones. They are killing cheap enemy drones with cheap rockets without being an expensive stationary target, thus helping to solve one of the biggest economic problems in modern warfare. They went from prototype to stacking battlefield killchains in months, an unheard of speed, and this was just their first contribution. The Golden Dome. As of Jan 12, they now hold a seat on the $151 Billion SHIELD contract to build the U.S. homeland missile defense shield. They are now at the table for high-end prototyping and sensor integration alongside the giants. What the market is still missing is that they didn't just get a "participation trophy." The award specifically cites V2X for "advanced analytics, rapid prototyping, and sensor integration." They are at the table to design the brain of the system. Remember, they are deeply integrated into hundreds of bases across the world. V2X isn't just a generic bidder either. They already run what will be the eyes of the Dome. Very few seem to have connected these dots. Let me give you an example of one set of these systems. The COBRA DANE & COBRA KING phased arrays. These are not "just radars." These are National Technical Means (NTM), the highest category of strategic assets the U.S. possesses. V2X currently operates and sustains these massive phased-arrays in places like Shemya, Alaska just 450 miles from Russia. These arrays are powerful enough to spot a baseball in space from 2,000 miles away. The COBRA DANE system that V2X runs in Alaska stares unblinkingly at the Kamchatka Peninsula and the Pacific Ocean. Its job is to detect Russian or Chinese ICBM launches instantly. It creates the "data lake" that the entire U.S. Missile Defense System relies on. V2X holds the contract to sustain and operate this facility. Without V2X, the U.S. goes blind in the North Pacific. The COBRA KING system is the "Mobile Eye" at Sea. It is a ship-borne dual-band radar system mounted on the USNS Howard O. Lorenzen. Unlike DANE which is fixed, KING moves. It parks off the coast of rogue nations to monitor missile tests up close. It uses X-band and S-band radars to "fingerprint" enemy warheads, determining if a missile is carrying a nuke or a decoy. V2X maintains the complex mission systems that allow this ship to feed data into the national command network. You can't build a "Golden Dome" without the data from these radars. Because V2X already manages the sensors that detect the missiles, they have a massive advantage in winning the contracts to integrate that data into the new shield. One final point on this topic is that previously the old V2X would wait 5 years for a maintenance contract. The market has not priced in that the new SHIELD approved V2X can now bid on 6-month "sprint" contracts to prototype new sensor fusion algorithms or cyber-hardened command posts. This moves them from "slow government services" to "fast defense tech." The base modernization $40B+ opportunity. The U.S. military has a massive problem. Its bases are falling apart and its networks are from the 90s. V2X holds a spot on the $12B Base Infrastructure Modernization (BIM) IDIQ. If the DOW budget spikes to $1.5T, money will likely flow into "Smart Base" initiatives. This includes upgrading 5G networks, cyber-hardening power grids, and digitizing logistics. V2X is a prime contractor for this. They don't just pour concrete; they install the digital backbone (fiber, sensors, security) that a modern base needs. Soldier Training in the modern AI and computational age. Yes, V2X is a giant here as well. In 2025, V2X won a spot on the U.S. Army's "LTRaC" (Live Training, Ranges, and Combat Training Centers) contract. V2X runs the "war games." When soldiers go to a major training center (like Fort Irwin or JRTC) to simulate fighting Russia or China, V2X provides the simulation tech, the "op-for" (opposing force) logistics, and the augmented reality systems. A massive DOW budget increase typically prioritizes Readiness. If the Army scales up exercises to deter threats, V2X gets paid more for every rotation. There is more, but I will stop here for now. (I haven't even mentioned the LOGCAP V massive Army logistics contract of which V2X is a prime holder). With V2X your getting a lot for shockingly very little. The company is finally realizing the benefits of the Vectrus/Vertex merger and the market is not paying attention. An incredible amount of capital is likely to pour into Greenland and the market is not paying attention. $1.5T is about to pour into the modernization of bases, sensors, and soldier training and the market is not paying attention. They are critical part of the Golden Dome infrastructure and the market has not realized. The debt bear case is dying. Net leverage has already dropped to ~2.6x (down from dangerous highs), and management is using record cash flow to clean up the balance sheet. The pre-planned PE return on investment selling is almost over. You are buying a company with an "Arctic Moat" (Greenland), a Golden Dome/SHIELD essential backbone, and a "Combat Tech" growth engine for 0.45x sales. It might take some time for the market to realize this. This is not a get rich quick play. But if the market wakes up even just a little and re-rates this to even a modest 0.8x sales (still a huge discount to peers), the stock doubles. I think this is an interesting multi-year play to build into. I took a position at $63.

YeahDave

78,045 views • 6 months ago

The 40,000% ROI "Bug": How Claude Code Cracked the TradingView Holy Grail most people think the elite traders at the top of the mountain have some secret indicator or a hidden math formula that gives them a forty thousand percent return. they assume the game is rigged against the small player and that you need a multi million dollar budget just to get a seat at the table. the truth is that the holy grail of trading is actually hidden in plain sight inside a community tab that most people scroll past every single day i spent years losing money to liquidations and over trading because i thought i had to manually predict where the price was going next. i even spent hundreds of thousands of dollars on developers to build apps for me because i was convinced that i would never be able to code the systems myself. it turns out that once you stop trying to be a genius and start using the tools that are already available you can crack the code to unlimited trading strategies the secret is not in a single indicator but in the process of research back test and implement. if you go to the community section of trading view you will find an endless stream of source code for indicators that people have built over decades. most traders just slap these on a chart and hope for the best but if you are a data dog like me you know that a chart is just a pretty picture that lies to you i believe that code is the great equalizer because it allows us to take these public ideas and turn them into fully automated systems that trade for us while we sleep. i decided to learn to code live on youtube to show everyone that you can iterate your way to success without being a math wizard or a stanford graduate. now i have fully automated systems that manage my capital instead of getting liquidated by emotional decisions in the middle of the night the biggest trap in the trading world is something called repainting and it is the reason why so many strategy back tests look like they are printing money when they are actually just a scam. repainting happens when an indicator looks at future data to tell you what happened in the past which makes every buy and sell signal look like a perfect entry at the top and bottom. if you trust a back test on a basic chart without understanding the logic underneath you are just building a house on a foundation of sand this is why i transitioned all of my serious work into python because python does not lie to you. in python you can control the data flow tick by tick and bar by bar to ensure that no future data is leaking into your strategy. i built a back test architect which is a specialized sub agent that knows exactly how to take a simple idea and test it against twenty five different data sources all at once when you run a strategy across btc eth apple google and tesla you start to see the real truth about whether a strategy has an edge or if it was just a lucky fluke on one chart. i saw one strategy this week that showed a one million percent return which sounds like a total lie but the data does not have an ego. even if a number looks insane you have to investigate it and incubate it with tiny size to see if it holds up in the live market you must treat your trading like a business where you are the manager and the code is your team of tireless employees. i have sub agents running for me right now that act as masters of specific tasks like converting pine script into python or optimizing exit logic. if you are not using these specialized ai assistants in your workflow you are essentially trying to build a skyscraper with a hand saw while everyone else is using heavy machinery most people get stuck in the beginner phase because they think they need to write every single line of code from scratch. the reality is that the best developers are just really good at importing the hard work of others and connecting it like lego blocks. i use a library called ccxt that allows my bots to communicate with every major exchange in the world with just a few lines of script which saves me months of development time the reason i show everything live is because the industry is filled with gatekeepers who want to keep the secrets of automation to themselves. they want you to stay as a manual trader who pays high fees and provides liquidity for their algorithms. once you learn to automate you are no longer a victim of the market but a participant in the architecture of the financial system if you are sitting there right now feeling defeated because you just got smoked on a trade or you missed a massive pump you have to realize that those emotions are your greatest enemy. a computer does not feel fomo and it does not get tilted after a loss; it just waits for the next signal that fits the parameters you defined. my mission is to help you get to a place where you can walk away from the screen and let the machines do the heavy lifting learning to code is actually much easier than learning a second language because the syntax is logical and the feedback is immediate. i spent ten years in tech scared to touch a keyboard for anything other than emails because i thought i was not smart enough for engineering. once i realized that code is just logic i was able to build my first profitable bot within a few months and i have never looked back the transition from a manual trader to an algorithmic expert is about building a robust framework for testing your ideas as fast as possible. you want to be able to find an indicator on trading view convert it to python and run it against years of historical data in less than five minutes. if you can do that you have a higher chance of success than ninety nine percent of the people who are just drawing lines on a screen one of the most powerful strategies i found recently combines the squeeze momentum indicator with smart money concepts. when you test these individually they might show a decent return but when you combine them and add a filter like the adx you can find setups that have a massive expectancy. the key is to look for strategies that show positive returns across multiple different asset classes and time frames simultaneously even if a strategy looks like it is printing a forty thousand percent return you must always remain skeptical and look for the catch. i always incubate my new ideas with tiny capital for at least a few weeks to see how they handle real world slippage and fees. a back test is a map of the past but the live market is a wilderness that changes every single day this is why i believe in the rbi method which stands for research back test and implement. you spend your mornings looking for new ideas your afternoons stress testing them with ai and your evenings deploying the winners to the market. it is a systematic approach to wealth that removes the need for luck or guessing what a celebrity is going to tweet next the most successful traders in history like jim simons did not sit around looking at rsi levels on a fifteen minute chart. they built systems that identified mathematical edges and then scaled those systems until they were managing billions of dollars. you do not need thirty one billion dollars to change your life but you do need the discipline to stop trading like a human and start thinking like a system i give away so much for free on youtube because i want to build a community of data dogs who are all chasing the same goal of financial freedom through automation. when we work together and share our findings we can collectively identify edges that nobody else is looking at. the world is moving towards an ai dominated economy and if you are not learning to control the machines you are going to be controlled by them the road to automation is not a straight line and you will run into bugs that make you want to throw your computer out the window. but every time you fix an error and every time you optimize a script you are getting one step closer to a life where you own your time. code really is the great equalizer and it is waiting for you to pick it up and start building your own future if you can fly then run and if you can run then walk but whatever you do you must keep moving forward in this journey. trading can be heartless but the logic of code is always fair and consistent. stop being the liquidity for someone else's bot and start building the walls that will protect your capital forever
2:02:43

The 40,000% ROI "Bug": How Claude Code Cracked the TradingView Holy Grail most people think the elite traders at the top of the mountain have some secret indicator or a hidden math formula that gives them a forty thousand percent return. they assume the game is rigged against the small player and that you need a multi million dollar budget just to get a seat at the table. the truth is that the holy grail of trading is actually hidden in plain sight inside a community tab that most people scroll past every single day i spent years losing money to liquidations and over trading because i thought i had to manually predict where the price was going next. i even spent hundreds of thousands of dollars on developers to build apps for me because i was convinced that i would never be able to code the systems myself. it turns out that once you stop trying to be a genius and start using the tools that are already available you can crack the code to unlimited trading strategies the secret is not in a single indicator but in the process of research back test and implement. if you go to the community section of trading view you will find an endless stream of source code for indicators that people have built over decades. most traders just slap these on a chart and hope for the best but if you are a data dog like me you know that a chart is just a pretty picture that lies to you i believe that code is the great equalizer because it allows us to take these public ideas and turn them into fully automated systems that trade for us while we sleep. i decided to learn to code live on youtube to show everyone that you can iterate your way to success without being a math wizard or a stanford graduate. now i have fully automated systems that manage my capital instead of getting liquidated by emotional decisions in the middle of the night the biggest trap in the trading world is something called repainting and it is the reason why so many strategy back tests look like they are printing money when they are actually just a scam. repainting happens when an indicator looks at future data to tell you what happened in the past which makes every buy and sell signal look like a perfect entry at the top and bottom. if you trust a back test on a basic chart without understanding the logic underneath you are just building a house on a foundation of sand this is why i transitioned all of my serious work into python because python does not lie to you. in python you can control the data flow tick by tick and bar by bar to ensure that no future data is leaking into your strategy. i built a back test architect which is a specialized sub agent that knows exactly how to take a simple idea and test it against twenty five different data sources all at once when you run a strategy across btc eth apple google and tesla you start to see the real truth about whether a strategy has an edge or if it was just a lucky fluke on one chart. i saw one strategy this week that showed a one million percent return which sounds like a total lie but the data does not have an ego. even if a number looks insane you have to investigate it and incubate it with tiny size to see if it holds up in the live market you must treat your trading like a business where you are the manager and the code is your team of tireless employees. i have sub agents running for me right now that act as masters of specific tasks like converting pine script into python or optimizing exit logic. if you are not using these specialized ai assistants in your workflow you are essentially trying to build a skyscraper with a hand saw while everyone else is using heavy machinery most people get stuck in the beginner phase because they think they need to write every single line of code from scratch. the reality is that the best developers are just really good at importing the hard work of others and connecting it like lego blocks. i use a library called ccxt that allows my bots to communicate with every major exchange in the world with just a few lines of script which saves me months of development time the reason i show everything live is because the industry is filled with gatekeepers who want to keep the secrets of automation to themselves. they want you to stay as a manual trader who pays high fees and provides liquidity for their algorithms. once you learn to automate you are no longer a victim of the market but a participant in the architecture of the financial system if you are sitting there right now feeling defeated because you just got smoked on a trade or you missed a massive pump you have to realize that those emotions are your greatest enemy. a computer does not feel fomo and it does not get tilted after a loss; it just waits for the next signal that fits the parameters you defined. my mission is to help you get to a place where you can walk away from the screen and let the machines do the heavy lifting learning to code is actually much easier than learning a second language because the syntax is logical and the feedback is immediate. i spent ten years in tech scared to touch a keyboard for anything other than emails because i thought i was not smart enough for engineering. once i realized that code is just logic i was able to build my first profitable bot within a few months and i have never looked back the transition from a manual trader to an algorithmic expert is about building a robust framework for testing your ideas as fast as possible. you want to be able to find an indicator on trading view convert it to python and run it against years of historical data in less than five minutes. if you can do that you have a higher chance of success than ninety nine percent of the people who are just drawing lines on a screen one of the most powerful strategies i found recently combines the squeeze momentum indicator with smart money concepts. when you test these individually they might show a decent return but when you combine them and add a filter like the adx you can find setups that have a massive expectancy. the key is to look for strategies that show positive returns across multiple different asset classes and time frames simultaneously even if a strategy looks like it is printing a forty thousand percent return you must always remain skeptical and look for the catch. i always incubate my new ideas with tiny capital for at least a few weeks to see how they handle real world slippage and fees. a back test is a map of the past but the live market is a wilderness that changes every single day this is why i believe in the rbi method which stands for research back test and implement. you spend your mornings looking for new ideas your afternoons stress testing them with ai and your evenings deploying the winners to the market. it is a systematic approach to wealth that removes the need for luck or guessing what a celebrity is going to tweet next the most successful traders in history like jim simons did not sit around looking at rsi levels on a fifteen minute chart. they built systems that identified mathematical edges and then scaled those systems until they were managing billions of dollars. you do not need thirty one billion dollars to change your life but you do need the discipline to stop trading like a human and start thinking like a system i give away so much for free on youtube because i want to build a community of data dogs who are all chasing the same goal of financial freedom through automation. when we work together and share our findings we can collectively identify edges that nobody else is looking at. the world is moving towards an ai dominated economy and if you are not learning to control the machines you are going to be controlled by them the road to automation is not a straight line and you will run into bugs that make you want to throw your computer out the window. but every time you fix an error and every time you optimize a script you are getting one step closer to a life where you own your time. code really is the great equalizer and it is waiting for you to pick it up and start building your own future if you can fly then run and if you can run then walk but whatever you do you must keep moving forward in this journey. trading can be heartless but the logic of code is always fair and consistent. stop being the liquidity for someone else's bot and start building the walls that will protect your capital forever

Moon Dev

245,471 views • 5 months ago

TOS re-watch day 29: "The City On the Edge of Forever" often rates as Star Trek's finest hour, at least for the original series. And often rates Top 10 for Star Trek in its entirety. Few other Trek episodes have received as much critical and popular praise. And I am certainly among those Trek fans who agree that it's one of TOS's most moving and evocative stories. But I stop short of awarding it my personal status of most favorite. That probably falls to either, "Devil in the Dark," or "The Doomsday Machine." The latter having been written by a contemporary of Harlan Ellison, who wrote this episode. In each instance Trek was striving to bring actual, competent science fiction authors to the lore. And with "The City On the Edge of Forever" the franchise has a true winner. The time travel stakes are familiar to most of us, now. We who came of age with movies like The Terminator, which was also based loosely (so the legal settlement goes) on a Harlan Ellison story. But in 1967 this wasn't so. And the idea that meddling with the past might dramatically alter the present was something new to a lot of television viewers. Could the life or death of even one person have such a drastic effect on the course of history? How badly would things be derailed by intentional or accidental alteration? McCoy's overdose-induced paranoia and madness is mostly a plot contrivance to arrange the circumstances. As is the Guardian itself. An inexplicable relic of a long-dead civilization which apparently mastered not just space, but also time, and incorporated this mastery into a living, thinking device capable of bridging both. That conceit alone is heady. But what the story does with it is better yet. And Joan Collins is a stunning performer, as Edith Keeler. The woman idealistically seeing toward so much, but through whom the trajectory of the 20th century will be altered terribly if she's allowed to live. It's a very good moral question: if you permit Edith to die, or cause her death, is that somehow better than letting her survive? But in so doing altering events so that a more terrible chain of reality ripples forward in time? Can Kirk live with himself when it's all over? Can Spock? Or Bones? The expressions all three men wear when they re-emerge from the Guardian's open portal, tell precisely the toll their journey has taken. Episodes like this are 100% the reason why Star Trek gained such a broad audience in syndication. For every stinker like "The Alternative Factor" doing Star Trek at its worst, there's a genuine gem like "The City On the Edge of Forever" doing Star Trek at its best. IIRC they re-visited the Guardian in at least one of the old Pocketbooks Star Trek novels. Though, I can't remember ever owning a copy. Such a planet featuring such a device would (given the wider lore of TNG and DS9) almost certainly have become one of the Federation's most tightly-held secrets. The Department of Temporal Investigations specifically would be maniacal in desiring control over the Guardian. Defended and protected at practically any cost. Or even destroyed (if possible) so as to prevent the Guardian from being used or abused by anyone; be they Starfleet, or someone from an adversarial nation.
0:49

TOS re-watch day 29: "The City On the Edge of Forever" often rates as Star Trek's finest hour, at least for the original series. And often rates Top 10 for Star Trek in its entirety. Few other Trek episodes have received as much critical and popular praise. And I am certainly among those Trek fans who agree that it's one of TOS's most moving and evocative stories. But I stop short of awarding it my personal status of most favorite. That probably falls to either, "Devil in the Dark," or "The Doomsday Machine." The latter having been written by a contemporary of Harlan Ellison, who wrote this episode. In each instance Trek was striving to bring actual, competent science fiction authors to the lore. And with "The City On the Edge of Forever" the franchise has a true winner. The time travel stakes are familiar to most of us, now. We who came of age with movies like The Terminator, which was also based loosely (so the legal settlement goes) on a Harlan Ellison story. But in 1967 this wasn't so. And the idea that meddling with the past might dramatically alter the present was something new to a lot of television viewers. Could the life or death of even one person have such a drastic effect on the course of history? How badly would things be derailed by intentional or accidental alteration? McCoy's overdose-induced paranoia and madness is mostly a plot contrivance to arrange the circumstances. As is the Guardian itself. An inexplicable relic of a long-dead civilization which apparently mastered not just space, but also time, and incorporated this mastery into a living, thinking device capable of bridging both. That conceit alone is heady. But what the story does with it is better yet. And Joan Collins is a stunning performer, as Edith Keeler. The woman idealistically seeing toward so much, but through whom the trajectory of the 20th century will be altered terribly if she's allowed to live. It's a very good moral question: if you permit Edith to die, or cause her death, is that somehow better than letting her survive? But in so doing altering events so that a more terrible chain of reality ripples forward in time? Can Kirk live with himself when it's all over? Can Spock? Or Bones? The expressions all three men wear when they re-emerge from the Guardian's open portal, tell precisely the toll their journey has taken. Episodes like this are 100% the reason why Star Trek gained such a broad audience in syndication. For every stinker like "The Alternative Factor" doing Star Trek at its worst, there's a genuine gem like "The City On the Edge of Forever" doing Star Trek at its best. IIRC they re-visited the Guardian in at least one of the old Pocketbooks Star Trek novels. Though, I can't remember ever owning a copy. Such a planet featuring such a device would (given the wider lore of TNG and DS9) almost certainly have become one of the Federation's most tightly-held secrets. The Department of Temporal Investigations specifically would be maniacal in desiring control over the Guardian. Defended and protected at practically any cost. Or even destroyed (if possible) so as to prevent the Guardian from being used or abused by anyone; be they Starfleet, or someone from an adversarial nation.

Brad R. Torgersen

12,713 views • 2 months ago

Analyzing Episode 58. Season 2 aka Balancing the Scales This episode was some of Sinem and Ozan's best work. Their expressions landed every single time, and, frankly, short of screaming what the story is trying to say, they did everything they could to convince the audience that CihAl was, is, and will remain the endgame. With that out of the way, let's begin. We start the episode with Cihan shitting literal bricks as he sees Alya is already at the konak with Sadakat and Meryem arriving, right behind him. The reason is clear - he's caught in a difficult situation yet again. He doesn't want things to look like he's overriding Alya's existence in his life as its core, but circumstances keep making it so that he's put in awkward situations, which only compound his fear of pushing Alya past the point of no return. Meryem is all smiles and teeth at seeing the konak, but the minute her eyes land on Alya, her smile and her eyes drop to the floor. Almost like she was expecting something else entirely, but reality has shamed her. Her eyes remain downcast throughout the entire time she's walking towards Alya, as if Alya's the truth she can't cross eyes with. Alya, on the other hand, remains standing tall. She doesn't flinch, doesn't express any outward anger, but you can see the storm raging in her eyes. When Cihan tells her Meryem will have to stay at the konak, she merely looks at him and nods. And you can see terror mixed with shame (I think) on Cihan's face, but hers remains clear of emotion. And then she walks away, saying she needs to collect Deniz because she's tired. Now that's an exit. Poised, calm, and leaving behind an absolute massacre in the onlookers. The scene where Deniz meets Meryem is another masterpiece because it's very subtle in the message it delivers. Which is - human relations go beyond blood, beyond memory, beyond societal impediments, if the love on both sides is strong enough. When Deniz says he's named after his father, the little boy is telling the truth. Cihan may not be his father in blood, but he's the father Deniz loves, the father he chose for himself. Then the same message is repeated through Deniz about CihAl when Sadakat tries to create trouble by saying Alya and Cihan are divorced. To which Deniz innocently replies, they may be divorced now, but they can get married again. Again, highlighting the importance of human connection. CihAl keep choosing each other through whatever challenge life throws at them, because they love each other equally. Yes, marriages and divorce can be forced, but it's the presence or absence of love that determines the final outcome. Case in point, Alya's marriage to Boran, Cihan's marriage to Seyda, Nare with Ozkan, Zerrin and Demir, etc., etc. That's what anyone opposing CihAl doesn't understand. Love finds a way. Always. That's what the story has been about since the beginning - that love will stand strong in front of all, as long as what you feel is truly love, and not some imitation of it. Also, *hint* *hint* that's the second time someone has mentioned CihAl getting married again, so it's definitely coming. Now for the scene where Cihan and Alya talk in their room. Cihan is right to be afraid of Alya here because he's a first-hand witness to how Alya reacts when she's been betrayed. He's seen how she took off Boran's ring and buried it with him after she found out about the will. An extreme situation compared to this one, absolutely. But fears don't use logic. Cihan knows Alya is strong enough to move on, to rise from the ashes - her strength is what he loves and fears at the same time. So, when he says 'Think of the Cihan in Alya's eyes, I don't want to be that Cihan' he's saying I know it looks like I disregarded you and broke your trust again, but that's not how things were. He needs her to show emotions, not because it'll pander to his ego, but because that's a sign she's still involved. That she's not near the point where she says 'enough is enough.' Alya, on the flip side, can't show her emotions. Because, unlike what Cihan fears, it's because she's so in love with him, so involved, that she's afraid to even ask what Cihan feels. Because if she learns Cihan's past isn't just the past, that he still loves Meryem, it'll shatter her unlike anything else. Despite it all, Cihan manages to reach Alya somehow when he pleads, 'I need you to communicate with me.' It's like his fears break past her barriers and, in turn, allow her to open up a little to him because she admits she doesn't know what to do, and then out comes the real question, 'Don't you feel anything?' Kudos to Cihan for not dodging the question and saying whatever he feels for her is just memory and gratitude. Salak. And I say salak with all my love, because he still misses the elephant in the room. The point is the imbalance. When we tell someone they're the only love of our life, we want an equal declaration in return. If not, the loop remains incomplete - with one side a little more invested than the other. And, CihAl's story thus far has been the opposite of imbalance. Their story is about symmetry; they reflect each other in love, in wounds, in loss. Basically everything. So, how is it that Alya's only love is Cihan, while his isn't? It's not. And that's where that necklace reveal becomes important, but we'll get to that later. For now, let's talk about that little talk in the car. The story itself is giving us hints that this imbalance won't last long, because the minute Alya talks about her first brush with romance is the moment jealous Cihan makes a return. He gets jealous of a nameless, formless, 16-year-old boy who once had the audacity to date his wife. That is, he can't tolerate a contender for Alya's affections even in memory. Cihan is extremely possessive about Alya, which is why he doesn't waste a moment to remind her she told him he's her only love. And Alya, being Alya, doesn't waste a moment in reminding him that he didn't. And then she turns the screw a little by telling Cihan not to burn his heart over her teenage crush because she never planned to marry her crush, nor is she conveniently living under the same roof with him. Mic drop. Cihan's face at that moment is a study in being hoist by one's own petard. Because he's expecting Alya to be okay with something he can't even stand the idea of. He's jealous as hell, but he can't do anything about it. But why is all this happening? Because one of Cihan's biggest truths is - he loved Meryem and lost her. In truth, he didn't love her, which is why he didn't fight hard enough, which is why he lost her. If Cihan had truly loved Meryem the way he loves Alya, he would have fought until the bitter end. Like he's doing for Alya. That's the truth. In Uzak, true love isn't passive - it demands to be seen, to be felt, it doesn't sit back quietly and accept defeat. In this story, love demands to be chosen. And Cihan didn't choose Meryem, not in the way it matters. So, why can't Cihan just accept the truth already? Fear and guilt, I think. Fear of the magnitude of what he feels for Alya, and what losing her would do to him. And guilt because some part of him knows he didn't do for Meryem what he's doing for Alya. And of course, now there's the burden of her shitty ex, too. Nonetheless, fate keeps pushing Cihan to realize the truth, over and over again in this episode. Another glimpse of how passive Cihan may have been in his relationship with Meryem is the dinner scene. Sadakat points out how much Meryem loved stuffed kebabs, and Cihan is barely listening. This is the same man who knows what Alya likes to eat when she's on break during duty. When Meryem points out Cihan's allergy, he says it was something he had in the past, but no longer. Almost like he's comparing the feelings he once had for her to an allergy. What an allegory. See? The signs are all there, but Cihan isn't picking up on them completely. Then fate ups the ante with the arrival of Chef Engin. The first thing Cihan asks Alya when Engin is gone is - Is that him? As in, is that the boy you said loved you? The man goes off the rails in 0 to 60 seconds, and keeps coming up with excuses like he may have changed his name or appearance. The idea of not being the only man in Alya's life makes him lose his cool while Alya rightly points out that she's not the one living with her 'first love' currently. Which then leads to Cihan spending the night at the office. So, fate manages to teach him one lesson here. Which is - ask only for that which you're ready to give. Cihan needs emotional exclusivity from Alya, but hasn't given her the same yet. He's not built to share Alya, not with the past, not with a memory, not with anything. But the second he feels even a fraction of what Alya's been going through, he unravels marvelously. And that's the entire point of that sequence. It's not just jealous drama, it's exposure. Cihan is slowly being led towards the one truth staring him in the face. That's where the necklace comes in. Thus far, Ciho seems to be operating under the misconception that Meryem has moved on, like him. But that necklace (and the video) prove otherwise. Meryem's current attachment to him throws neutrality out the window. Because Cihan will now have to set absolute boundaries, and in doing so, understand why he's setting them. Why what he feels for Alya leaves no room for anyone else because he can't stand the idea of something similar in Alya's past, present, or future. Because they are each other's exception, and everyone else was the rule. And that's it from me for now. Till later. Happy reading, y'all. #CihAl #UzakŞehir
2:09

Analyzing Episode 58. Season 2 aka Balancing the Scales This episode was some of Sinem and Ozan's best work. Their expressions landed every single time, and, frankly, short of screaming what the story is trying to say, they did everything they could to convince the audience that CihAl was, is, and will remain the endgame. With that out of the way, let's begin. We start the episode with Cihan shitting literal bricks as he sees Alya is already at the konak with Sadakat and Meryem arriving, right behind him. The reason is clear - he's caught in a difficult situation yet again. He doesn't want things to look like he's overriding Alya's existence in his life as its core, but circumstances keep making it so that he's put in awkward situations, which only compound his fear of pushing Alya past the point of no return. Meryem is all smiles and teeth at seeing the konak, but the minute her eyes land on Alya, her smile and her eyes drop to the floor. Almost like she was expecting something else entirely, but reality has shamed her. Her eyes remain downcast throughout the entire time she's walking towards Alya, as if Alya's the truth she can't cross eyes with. Alya, on the other hand, remains standing tall. She doesn't flinch, doesn't express any outward anger, but you can see the storm raging in her eyes. When Cihan tells her Meryem will have to stay at the konak, she merely looks at him and nods. And you can see terror mixed with shame (I think) on Cihan's face, but hers remains clear of emotion. And then she walks away, saying she needs to collect Deniz because she's tired. Now that's an exit. Poised, calm, and leaving behind an absolute massacre in the onlookers. The scene where Deniz meets Meryem is another masterpiece because it's very subtle in the message it delivers. Which is - human relations go beyond blood, beyond memory, beyond societal impediments, if the love on both sides is strong enough. When Deniz says he's named after his father, the little boy is telling the truth. Cihan may not be his father in blood, but he's the father Deniz loves, the father he chose for himself. Then the same message is repeated through Deniz about CihAl when Sadakat tries to create trouble by saying Alya and Cihan are divorced. To which Deniz innocently replies, they may be divorced now, but they can get married again. Again, highlighting the importance of human connection. CihAl keep choosing each other through whatever challenge life throws at them, because they love each other equally. Yes, marriages and divorce can be forced, but it's the presence or absence of love that determines the final outcome. Case in point, Alya's marriage to Boran, Cihan's marriage to Seyda, Nare with Ozkan, Zerrin and Demir, etc., etc. That's what anyone opposing CihAl doesn't understand. Love finds a way. Always. That's what the story has been about since the beginning - that love will stand strong in front of all, as long as what you feel is truly love, and not some imitation of it. Also, *hint* *hint* that's the second time someone has mentioned CihAl getting married again, so it's definitely coming. Now for the scene where Cihan and Alya talk in their room. Cihan is right to be afraid of Alya here because he's a first-hand witness to how Alya reacts when she's been betrayed. He's seen how she took off Boran's ring and buried it with him after she found out about the will. An extreme situation compared to this one, absolutely. But fears don't use logic. Cihan knows Alya is strong enough to move on, to rise from the ashes - her strength is what he loves and fears at the same time. So, when he says 'Think of the Cihan in Alya's eyes, I don't want to be that Cihan' he's saying I know it looks like I disregarded you and broke your trust again, but that's not how things were. He needs her to show emotions, not because it'll pander to his ego, but because that's a sign she's still involved. That she's not near the point where she says 'enough is enough.' Alya, on the flip side, can't show her emotions. Because, unlike what Cihan fears, it's because she's so in love with him, so involved, that she's afraid to even ask what Cihan feels. Because if she learns Cihan's past isn't just the past, that he still loves Meryem, it'll shatter her unlike anything else. Despite it all, Cihan manages to reach Alya somehow when he pleads, 'I need you to communicate with me.' It's like his fears break past her barriers and, in turn, allow her to open up a little to him because she admits she doesn't know what to do, and then out comes the real question, 'Don't you feel anything?' Kudos to Cihan for not dodging the question and saying whatever he feels for her is just memory and gratitude. Salak. And I say salak with all my love, because he still misses the elephant in the room. The point is the imbalance. When we tell someone they're the only love of our life, we want an equal declaration in return. If not, the loop remains incomplete - with one side a little more invested than the other. And, CihAl's story thus far has been the opposite of imbalance. Their story is about symmetry; they reflect each other in love, in wounds, in loss. Basically everything. So, how is it that Alya's only love is Cihan, while his isn't? It's not. And that's where that necklace reveal becomes important, but we'll get to that later. For now, let's talk about that little talk in the car. The story itself is giving us hints that this imbalance won't last long, because the minute Alya talks about her first brush with romance is the moment jealous Cihan makes a return. He gets jealous of a nameless, formless, 16-year-old boy who once had the audacity to date his wife. That is, he can't tolerate a contender for Alya's affections even in memory. Cihan is extremely possessive about Alya, which is why he doesn't waste a moment to remind her she told him he's her only love. And Alya, being Alya, doesn't waste a moment in reminding him that he didn't. And then she turns the screw a little by telling Cihan not to burn his heart over her teenage crush because she never planned to marry her crush, nor is she conveniently living under the same roof with him. Mic drop. Cihan's face at that moment is a study in being hoist by one's own petard. Because he's expecting Alya to be okay with something he can't even stand the idea of. He's jealous as hell, but he can't do anything about it. But why is all this happening? Because one of Cihan's biggest truths is - he loved Meryem and lost her. In truth, he didn't love her, which is why he didn't fight hard enough, which is why he lost her. If Cihan had truly loved Meryem the way he loves Alya, he would have fought until the bitter end. Like he's doing for Alya. That's the truth. In Uzak, true love isn't passive - it demands to be seen, to be felt, it doesn't sit back quietly and accept defeat. In this story, love demands to be chosen. And Cihan didn't choose Meryem, not in the way it matters. So, why can't Cihan just accept the truth already? Fear and guilt, I think. Fear of the magnitude of what he feels for Alya, and what losing her would do to him. And guilt because some part of him knows he didn't do for Meryem what he's doing for Alya. And of course, now there's the burden of her shitty ex, too. Nonetheless, fate keeps pushing Cihan to realize the truth, over and over again in this episode. Another glimpse of how passive Cihan may have been in his relationship with Meryem is the dinner scene. Sadakat points out how much Meryem loved stuffed kebabs, and Cihan is barely listening. This is the same man who knows what Alya likes to eat when she's on break during duty. When Meryem points out Cihan's allergy, he says it was something he had in the past, but no longer. Almost like he's comparing the feelings he once had for her to an allergy. What an allegory. See? The signs are all there, but Cihan isn't picking up on them completely. Then fate ups the ante with the arrival of Chef Engin. The first thing Cihan asks Alya when Engin is gone is - Is that him? As in, is that the boy you said loved you? The man goes off the rails in 0 to 60 seconds, and keeps coming up with excuses like he may have changed his name or appearance. The idea of not being the only man in Alya's life makes him lose his cool while Alya rightly points out that she's not the one living with her 'first love' currently. Which then leads to Cihan spending the night at the office. So, fate manages to teach him one lesson here. Which is - ask only for that which you're ready to give. Cihan needs emotional exclusivity from Alya, but hasn't given her the same yet. He's not built to share Alya, not with the past, not with a memory, not with anything. But the second he feels even a fraction of what Alya's been going through, he unravels marvelously. And that's the entire point of that sequence. It's not just jealous drama, it's exposure. Cihan is slowly being led towards the one truth staring him in the face. That's where the necklace comes in. Thus far, Ciho seems to be operating under the misconception that Meryem has moved on, like him. But that necklace (and the video) prove otherwise. Meryem's current attachment to him throws neutrality out the window. Because Cihan will now have to set absolute boundaries, and in doing so, understand why he's setting them. Why what he feels for Alya leaves no room for anyone else because he can't stand the idea of something similar in Alya's past, present, or future. Because they are each other's exception, and everyone else was the rule. And that's it from me for now. Till later. Happy reading, y'all. #CihAl #UzakŞehir

CocoLoco

14,669 views • 2 months ago

A young man sees someone drive by in a Ferrari with a blonde. He thinks: that guy has everything. Jordan Peterson says look closer. "The woman in the car is a prostitute with a cocaine addiction. Her life is one catastrophe after another." "He's had to lie and cheat his way into this position. He's afraid everything's going to come crashing down on him." "And that's what you're jealous of." He spent 15 minutes explaining what we're actually built for: "We view ourselves as built for pleasure. For consumption. For safety. For egotistical self-aggrandizement and fame." "What are we actually built for? Maximal challenge." "We're built to walk uphill. When you reach the pinnacle, you want to stop and appreciate the vision. But the next thing you want is a higher hill in the distance." "It's from the uphill climb that we derive our value." This is why young men disappear into video games. "That's all acted out in the video game. The active warrior moving uphill with sword in hand. That's dynamic. That's exciting." "They have to act that out in their own life. Video games are not a substitute for life." Start where you are. Even if it's embarrassing. "Humility is starting where you are. If your life is a mess, you have to see that you're the person in that mess." "Your first attempt to fix it might not be something you're particularly proud of." "I saw this in my clinical practice. The first steps people had to take were pretty embarrassing. They'd think: really? That's all I can do?" "Hey, man. Uphill is better than downhill." Here's what most people don't understand about momentum: "You accrue success exponentially. You accrue defeat exponentially too." "Start going downhill, you go downhill faster and faster. Start going uphill, you go uphill faster and faster." "Even if you have to start painfully small, it doesn't matter." Everyone wants confidence. But self-esteem is a lie. "Self-esteem doesn't even exist. It's a pathological concept altogether." "You want confidence that's based in competence. Otherwise it's narcissistic." "How do you develop that? You watch yourself exceed your limits." "And then you think: there's something in me that can exceed my limits. That's your true self." You want a goal you can never fully attain. "Almost all the positive emotion we feel, especially the emotion that fills us with enthusiasm, is experienced in relationship to a goal." "You want a horizon of ever-expanding possibility." "People stake their soul on attaining an instrumental goal. Then they get there and think: now what?" "The answer can't be: I'm going to live in the lap of luxury and never have to do anything." "What do you want to be? A giant infant with a gold bottle? You never have to do anything but lay on your back and suck." "No. You want to be an active warrior moving uphill with your sword in hand." Now here's the dark part: "You need to contemplate your own malevolence. Because you're not only who you are. You're who you could be. For better or worse." "I think it's easier to understand who you could be if you were better once you deeply understand who you could be if you were worse." "You think: I'm way deeper on the negative end than I thought. Much more closely aligned with the forces of hell than I presumed." "That's easy to swallow factually. Not so easy to swallow emotionally. It's a bitter pill." "I don't think you can contemplate the good without contemplating the evil first. It doesn't have the depth." "Fear of God is the beginning of wisdom." Many of his clients are too agreeable. They let everyone else win. "They're resentful and don't know how to stand up for themselves. They're very compassionate by nature. If you're negotiating with them, they'll let you win." "That's not good. You need to win too." "You cannot negotiate unless you can say no. And it causes conflict to say no." The solution sounds counterintuitive. "You have to develop your inner monster a little bit. And that makes you a better person, not a worse person." "It's weird. But that's just how it is." On privilege and how to pay for it: "Some cards are privilege. Maybe you're born intelligent. Symmetrical. Healthy. Into a culture where it's easier not to be deprived. Maybe your parents are rich." "All of that is unearned." "The way you pay for your privilege is with your virtue." "You expiate and atone by doing your best to live the best possible life you can manage. To speak the truth. To treat people with respect. To put your house in order." On envy: "Don't be so sure your position in your room is so damn trivial. It might be your attitude towards it that's trivial." "If you're in dire circumstances, look at how much opportunity you have to make things better." "You don't even want it to be easy."
14:51

A young man sees someone drive by in a Ferrari with a blonde. He thinks: that guy has everything. Jordan Peterson says look closer. "The woman in the car is a prostitute with a cocaine addiction. Her life is one catastrophe after another." "He's had to lie and cheat his way into this position. He's afraid everything's going to come crashing down on him." "And that's what you're jealous of." He spent 15 minutes explaining what we're actually built for: "We view ourselves as built for pleasure. For consumption. For safety. For egotistical self-aggrandizement and fame." "What are we actually built for? Maximal challenge." "We're built to walk uphill. When you reach the pinnacle, you want to stop and appreciate the vision. But the next thing you want is a higher hill in the distance." "It's from the uphill climb that we derive our value." This is why young men disappear into video games. "That's all acted out in the video game. The active warrior moving uphill with sword in hand. That's dynamic. That's exciting." "They have to act that out in their own life. Video games are not a substitute for life." Start where you are. Even if it's embarrassing. "Humility is starting where you are. If your life is a mess, you have to see that you're the person in that mess." "Your first attempt to fix it might not be something you're particularly proud of." "I saw this in my clinical practice. The first steps people had to take were pretty embarrassing. They'd think: really? That's all I can do?" "Hey, man. Uphill is better than downhill." Here's what most people don't understand about momentum: "You accrue success exponentially. You accrue defeat exponentially too." "Start going downhill, you go downhill faster and faster. Start going uphill, you go uphill faster and faster." "Even if you have to start painfully small, it doesn't matter." Everyone wants confidence. But self-esteem is a lie. "Self-esteem doesn't even exist. It's a pathological concept altogether." "You want confidence that's based in competence. Otherwise it's narcissistic." "How do you develop that? You watch yourself exceed your limits." "And then you think: there's something in me that can exceed my limits. That's your true self." You want a goal you can never fully attain. "Almost all the positive emotion we feel, especially the emotion that fills us with enthusiasm, is experienced in relationship to a goal." "You want a horizon of ever-expanding possibility." "People stake their soul on attaining an instrumental goal. Then they get there and think: now what?" "The answer can't be: I'm going to live in the lap of luxury and never have to do anything." "What do you want to be? A giant infant with a gold bottle? You never have to do anything but lay on your back and suck." "No. You want to be an active warrior moving uphill with your sword in hand." Now here's the dark part: "You need to contemplate your own malevolence. Because you're not only who you are. You're who you could be. For better or worse." "I think it's easier to understand who you could be if you were better once you deeply understand who you could be if you were worse." "You think: I'm way deeper on the negative end than I thought. Much more closely aligned with the forces of hell than I presumed." "That's easy to swallow factually. Not so easy to swallow emotionally. It's a bitter pill." "I don't think you can contemplate the good without contemplating the evil first. It doesn't have the depth." "Fear of God is the beginning of wisdom." Many of his clients are too agreeable. They let everyone else win. "They're resentful and don't know how to stand up for themselves. They're very compassionate by nature. If you're negotiating with them, they'll let you win." "That's not good. You need to win too." "You cannot negotiate unless you can say no. And it causes conflict to say no." The solution sounds counterintuitive. "You have to develop your inner monster a little bit. And that makes you a better person, not a worse person." "It's weird. But that's just how it is." On privilege and how to pay for it: "Some cards are privilege. Maybe you're born intelligent. Symmetrical. Healthy. Into a culture where it's easier not to be deprived. Maybe your parents are rich." "All of that is unearned." "The way you pay for your privilege is with your virtue." "You expiate and atone by doing your best to live the best possible life you can manage. To speak the truth. To treat people with respect. To put your house in order." On envy: "Don't be so sure your position in your room is so damn trivial. It might be your attitude towards it that's trivial." "If you're in dire circumstances, look at how much opportunity you have to make things better." "You don't even want it to be easy."

Jaynit

400,000 views • 2 months ago

"Mark this day on your calendar: 11/18/25 - the day the entire online world surrounding Karen Read, John O’Keefe, Turtleboy, Lindsey Gaetani, Brian Tully, Michael Proctor, Yuri Bukhenik, and the Norfolk DA went straight to hell in a handbasket. Kate Peter and Leigha “Bathtub” Genduso have taken center stage in the remaining Aidan “Turtleboy” Kearney cases, and Lindsey Gaetani is on an absolute wrecking path. Look at that: Kate Peter had ex parte contact with one of the special prosecutors working for the Norfolk DA, and now there's a record of it. Kate's Discord server might not survive. She's got a November 25 hearing on her open felony charges where the issue is the Norfolk DA's conflict because of their contact with Kate Peter." To understand why PI Kate Peter and all her Discord operatives are losing their collective minds on social media right now, the answer is this recent filing from Aidan TurtleBoy Kearney; In short, Kate had ex parte contact with the DA's office (and Lindsey Gaetani can prove it). TRASNCRIPT: In the past week, the defense—that's the Aidan Kearney defense—has obtained five items of favorable and discoverable evidence which should have been, but were not, disclosed to us by the Commonwealth. Two of the discoverable items originated from civilian witness Lindsey Gaetani. First, there's an audio recording where Leigha Genduso texted her on December 11, 2023, which Ms. Gaetani posted online on November 9, 2025. And second, an email from Kate Peter to special prosecutor Kenneth Mello dated February 14, 2024, which Kate Peter forwarded to Lindsey Gaetani on February 22, 2024, and Lindsey then forwarded to the defense on November 11, 2025. Oh hey, Leigha Genduso, you made it into a court filing! God bless America! Look at that, ladies and gentlemen—Leigha Genduso is in the Aidan “Turtleboy” Kearney case. She's going to be so pleased. I have to do a tweet about this. I'm posting about this right now. Ladies and gentlemen, hold on—how do I phrase this? Kate Peter's Discord server is going to lose their ever-loving minds. Leigha Genduso has made her appearance in the Aidan Turtleboy Kearney case, and it is glorious. Who hid that recording from the defense? God bless the United States of America. I should join the defense bar—I think I'm going to do it. Oh, Adam Deitch just announced he's running for Norfolk DA, by the way—the guy from the federal investigation into John O'Keefe's death. God bless us all. How do you even spell Genduso? G-E-N-D-U-S-O. Can I call her Leigha Bathtub Genduso? I feel like that's reasonable. Lindsey's trying to make that a thing, and I think it should be a thing. Leigha Bathtub Genduso has made her appearance, and Bossy Texas Chicken Bella are listening with all their towel ears. Here we go—let's do it. Oh, Kate Peter's in there too. God bless America. This is a glorious day. Listen, listen—now I know my Towel Mom best. I'll take the slings and arrows. This is freaking amazing. About time. Goddamn Kate Peter and Leigha Genduso—goddamn little towels. They're not towels; they're anti-towels. Is there such a thing as an anti-towel? If there is, it's Kate Peter. We thought maybe it was other people—it was Kate Peter all along. She's an anti-towel. Yes, it is glorious. Kate Peter and Leigha Bathtub Genduso have taken center stage in the remaining Aidan Turtleboy Kearney cases, and Lindsey Gaetani is on a wrecking path. Somebody check on Kate's Discord server—it's probably chaos. I'm hilarious, you've got to admit. I'm endearing and hilarious. Who else just narrates writing their Twitter posts as they write them? It's very meta, you know what I'm saying? I can't take forever with this though—I have to be somewhat of an erudite and informed little towel. We've got to continue. I'm tagging Lindsey because she's a little towel. You're a little towel. I'm clearly overly excited. Wow, it's all happening at the same time. What a day. God bless these United States of America. I'm never going to get to eat if all this keeps happening—I'm just running in circles. Look at that—Kate Peter had ex parte contact with one of the special prosecutors working for the Norfolk DA, and now there's a record of it. Kate's Discord server might not survive. She's got a November 25 hearing on her open felony charges where the issue is the Norfolk DA's conflict because of their contact with Kate Peter. Mark this day on your calendar, ladies and gentlemen: November 18, 2025—the day the online world related to Karen Read, John O'Keefe, Turtleboy, Lindsey Gaetani, Brian Tully, Michael Proctor, Yuri Bukhenik, the Norfolk DA, and everything else all went to hell in a handbasket. Their worlds have imploded. Kate Peter had direct ex parte contact with members of the Norfolk DA's office, and there is now evidence in the hands of Aidan Turtleboy Kearney. This could be huge for Kate's November 25 hearing where her relationship to the DA's office is at issue. The revenge of Lindsey Gaetani. Lindsey Gaetani will be a prosecution and defense trial witness. She voluntarily cooperated with the prosecution against Mr. Kearney from December 2023 until approximately September 2025. During that period, she met and spoke with Detective Lieutenant Brian Tully, Mr. Mello, and Mr. Cosgrove. Her direct contact with Mr. Mello and Detective Lieutenant Tully resulted in Mr. Mello being disqualified from a now-dismissed 2024 case because his interactions with her made him a material defense witness. On December 14, 2023, she was interviewed by Detective Lieutenant Tully and Mr. Mello's investigator. On December 22, 2023, she was summoned to testify before the grand jury. In January 2024, she voluntarily provided her cell phone to Detective Lieutenant Tully for the MSP to prepare an extraction report, under a promise by Ken Mello and Tully that it would be redacted. On January 22, 2024, Detective Lieutenant Tully applied for a search warrant to seize Karen Read's cell phones. Information from Ms. Gaetani served as a substantial source of the probable cause in Tully's affidavit—paragraphs 72 to 89, I'd say a good 12 to 15 paragraphs dedicated to her. Mr. Cosgrove is currently seeking to search Ms. Read's phones in anticipation of seeking an indictment against her and Mr. Kearney for conspiracy to commit witness intimidation. What the fuck? That's it. I'm just trying to eat my fucking lunch, and now this? Aiden Turtleboy Kearney's lawyers have confirmed in a bombshell filing that special prosecutor Robert Cosgrove is aiming to search Karen Read's phones for the purpose of criminally indicting Kearney and Read. This is outrageous. They were never going to really charge Kearney—it was all to get to Karen. I told you! Somebody get me a soapbox! Peep Bunny Towel! Peep Bunny Towel! Peep Bunny Towel! [Peep Bunny Towel squeaking in the background] I woke him up very rudely. I'm sorry, Peep—I'll give you food in a second. I am having a day! This has been a ridiculous fucking day. First I just wanted to cover a regulatory hearing, and now I'm forced to use my comfort Peep Bunny Towel because there have been so many developments. First Brian Walsh pleading guilty to two charges but going to trial on first-degree murder, then Karen Read announcing she's suing basically the entire town of Canton, then the 46-page filing, then the Farwell filing, then down the rabbit hole on the sealed affidavit—and now all hell is breaking loose. Leigha Genduso and Kate Peter are probably running around like chickens with their heads cut off, and the reason Cosgrove and Tully were seizing Karen's phones all the way back in January 2024 was because their plan was to charge Karen and Aidan together. Ladies and gentlemen, someone get my broom—I don't even know what to say anymore. This is outrageous. I'm joining the defense bar. I've had enough prosecutorial misconduct. I'm done. On February 1 and 22, 2024, Ms. Gaetani testified before a grand jury that returned indictments against her. In June 2025, Mr. Cosgrove called her as a prosecution witness against herself in a district court trial, and she was acquitted of all charges notwithstanding her own testimony. In the past few months, Ms. Gaetani has publicly accused numerous prosecution witnesses and sources—including Kate Peter, Leigha Genduso, Detective Lieutenant Tully, and Jen McCabe—of assorted misconduct that adversely impacts their credibility. On September 5, 2025, she sued Mr. Cosgrove and Detective Lieutenant Tully for intentional infliction of emotional distress and interfering with her rights by threat, intimidation, or coercion. That same day she served notice of intent to sue the Norfolk DA. As a result of her civil complaint against him, Mr. Cosgrove voluntarily withdrew from the 2024 case, recognizing the obvious conflict when a prosecutor is sued for intentionally harming a witness in a case he is prosecuting. Thank you, Peep Bunny Towel—this is a day if I've ever seen a day. I'll go back to reading the document. I mean, how do you even make sense of this? There's like 70,000 words, Peep Bunny Towel is in it, it won't stop—it's just more and more and more. Thank you, Peep Bunny Towel. All right, he says I can get through it. Let's do it. Ladies and gentlemen, this is a day. This is a day if I've ever seen a day. Let me tell you right now—this is a day. On February 1st and 22nd of 2024, Ms. Gaetani testified before a grand jury that returned indictments against Ms. Gaetani. In June of 2025, Ms. Gaetani was called by Mr. Cosgrove as a prosecution witness against Ms. Gaetani in a district court trial. Notwithstanding Ms. Gaetani's own testimony, Ms. Gaetani was acquitted of all charges. In the past few months, Ms. Gaetani has publicly accused numerous prosecution witnesses and sources—including Ms. Peter, Ms. Genduso, Detective Lieutenant Tully, and Jen McCabe—of assorted misconduct or other issues that adversely impact their credibility. See Bederow/Yannetti's October 2nd filing, paragraphs 90 through 98. On September 5th, 2025, Ms. Gaetani sued Mr. Cosgrove and Detective Lieutenant Tully for, among other things, intentional infliction of emotional distress and interfering with her rights by threat, intimidation, or coercion. I think that had to do with the release of one specific report—it wasn't about her phone; it was about a report on something that's very intense. That same day, Ms. Gaetani also served notice of her intent to sue the Norfolk DA because of the harm Mr. Cosgrove and Det. Lt. Tully allegedly caused her. I'm still not totally sure where he's getting that from—I went to the docket, I read the filing, and I still don't fully understand what he's referring to there. Maybe he's reading something I'm not. I don't know. And finally, point 13: As a result of Ms. Gaetani's civil complaint against him, Mr. Cosgrove voluntarily withdrew from the prosecution of the now-dismissed 2024 case because he, quote, “recognized the obvious conflict created by circumstances where a prosecutor is sued for intentionally harming a witness in a case where he is prosecuting.”
16:45

"Mark this day on your calendar: 11/18/25 - the day the entire online world surrounding Karen Read, John O’Keefe, Turtleboy, Lindsey Gaetani, Brian Tully, Michael Proctor, Yuri Bukhenik, and the Norfolk DA went straight to hell in a handbasket. Kate Peter and Leigha “Bathtub” Genduso have taken center stage in the remaining Aidan “Turtleboy” Kearney cases, and Lindsey Gaetani is on an absolute wrecking path. Look at that: Kate Peter had ex parte contact with one of the special prosecutors working for the Norfolk DA, and now there's a record of it. Kate's Discord server might not survive. She's got a November 25 hearing on her open felony charges where the issue is the Norfolk DA's conflict because of their contact with Kate Peter." To understand why PI Kate Peter and all her Discord operatives are losing their collective minds on social media right now, the answer is this recent filing from Aidan TurtleBoy Kearney; In short, Kate had ex parte contact with the DA's office (and Lindsey Gaetani can prove it). TRASNCRIPT: In the past week, the defense—that's the Aidan Kearney defense—has obtained five items of favorable and discoverable evidence which should have been, but were not, disclosed to us by the Commonwealth. Two of the discoverable items originated from civilian witness Lindsey Gaetani. First, there's an audio recording where Leigha Genduso texted her on December 11, 2023, which Ms. Gaetani posted online on November 9, 2025. And second, an email from Kate Peter to special prosecutor Kenneth Mello dated February 14, 2024, which Kate Peter forwarded to Lindsey Gaetani on February 22, 2024, and Lindsey then forwarded to the defense on November 11, 2025. Oh hey, Leigha Genduso, you made it into a court filing! God bless America! Look at that, ladies and gentlemen—Leigha Genduso is in the Aidan “Turtleboy” Kearney case. She's going to be so pleased. I have to do a tweet about this. I'm posting about this right now. Ladies and gentlemen, hold on—how do I phrase this? Kate Peter's Discord server is going to lose their ever-loving minds. Leigha Genduso has made her appearance in the Aidan Turtleboy Kearney case, and it is glorious. Who hid that recording from the defense? God bless the United States of America. I should join the defense bar—I think I'm going to do it. Oh, Adam Deitch just announced he's running for Norfolk DA, by the way—the guy from the federal investigation into John O'Keefe's death. God bless us all. How do you even spell Genduso? G-E-N-D-U-S-O. Can I call her Leigha Bathtub Genduso? I feel like that's reasonable. Lindsey's trying to make that a thing, and I think it should be a thing. Leigha Bathtub Genduso has made her appearance, and Bossy Texas Chicken Bella are listening with all their towel ears. Here we go—let's do it. Oh, Kate Peter's in there too. God bless America. This is a glorious day. Listen, listen—now I know my Towel Mom best. I'll take the slings and arrows. This is freaking amazing. About time. Goddamn Kate Peter and Leigha Genduso—goddamn little towels. They're not towels; they're anti-towels. Is there such a thing as an anti-towel? If there is, it's Kate Peter. We thought maybe it was other people—it was Kate Peter all along. She's an anti-towel. Yes, it is glorious. Kate Peter and Leigha Bathtub Genduso have taken center stage in the remaining Aidan Turtleboy Kearney cases, and Lindsey Gaetani is on a wrecking path. Somebody check on Kate's Discord server—it's probably chaos. I'm hilarious, you've got to admit. I'm endearing and hilarious. Who else just narrates writing their Twitter posts as they write them? It's very meta, you know what I'm saying? I can't take forever with this though—I have to be somewhat of an erudite and informed little towel. We've got to continue. I'm tagging Lindsey because she's a little towel. You're a little towel. I'm clearly overly excited. Wow, it's all happening at the same time. What a day. God bless these United States of America. I'm never going to get to eat if all this keeps happening—I'm just running in circles. Look at that—Kate Peter had ex parte contact with one of the special prosecutors working for the Norfolk DA, and now there's a record of it. Kate's Discord server might not survive. She's got a November 25 hearing on her open felony charges where the issue is the Norfolk DA's conflict because of their contact with Kate Peter. Mark this day on your calendar, ladies and gentlemen: November 18, 2025—the day the online world related to Karen Read, John O'Keefe, Turtleboy, Lindsey Gaetani, Brian Tully, Michael Proctor, Yuri Bukhenik, the Norfolk DA, and everything else all went to hell in a handbasket. Their worlds have imploded. Kate Peter had direct ex parte contact with members of the Norfolk DA's office, and there is now evidence in the hands of Aidan Turtleboy Kearney. This could be huge for Kate's November 25 hearing where her relationship to the DA's office is at issue. The revenge of Lindsey Gaetani. Lindsey Gaetani will be a prosecution and defense trial witness. She voluntarily cooperated with the prosecution against Mr. Kearney from December 2023 until approximately September 2025. During that period, she met and spoke with Detective Lieutenant Brian Tully, Mr. Mello, and Mr. Cosgrove. Her direct contact with Mr. Mello and Detective Lieutenant Tully resulted in Mr. Mello being disqualified from a now-dismissed 2024 case because his interactions with her made him a material defense witness. On December 14, 2023, she was interviewed by Detective Lieutenant Tully and Mr. Mello's investigator. On December 22, 2023, she was summoned to testify before the grand jury. In January 2024, she voluntarily provided her cell phone to Detective Lieutenant Tully for the MSP to prepare an extraction report, under a promise by Ken Mello and Tully that it would be redacted. On January 22, 2024, Detective Lieutenant Tully applied for a search warrant to seize Karen Read's cell phones. Information from Ms. Gaetani served as a substantial source of the probable cause in Tully's affidavit—paragraphs 72 to 89, I'd say a good 12 to 15 paragraphs dedicated to her. Mr. Cosgrove is currently seeking to search Ms. Read's phones in anticipation of seeking an indictment against her and Mr. Kearney for conspiracy to commit witness intimidation. What the fuck? That's it. I'm just trying to eat my fucking lunch, and now this? Aiden Turtleboy Kearney's lawyers have confirmed in a bombshell filing that special prosecutor Robert Cosgrove is aiming to search Karen Read's phones for the purpose of criminally indicting Kearney and Read. This is outrageous. They were never going to really charge Kearney—it was all to get to Karen. I told you! Somebody get me a soapbox! Peep Bunny Towel! Peep Bunny Towel! Peep Bunny Towel! [Peep Bunny Towel squeaking in the background] I woke him up very rudely. I'm sorry, Peep—I'll give you food in a second. I am having a day! This has been a ridiculous fucking day. First I just wanted to cover a regulatory hearing, and now I'm forced to use my comfort Peep Bunny Towel because there have been so many developments. First Brian Walsh pleading guilty to two charges but going to trial on first-degree murder, then Karen Read announcing she's suing basically the entire town of Canton, then the 46-page filing, then the Farwell filing, then down the rabbit hole on the sealed affidavit—and now all hell is breaking loose. Leigha Genduso and Kate Peter are probably running around like chickens with their heads cut off, and the reason Cosgrove and Tully were seizing Karen's phones all the way back in January 2024 was because their plan was to charge Karen and Aidan together. Ladies and gentlemen, someone get my broom—I don't even know what to say anymore. This is outrageous. I'm joining the defense bar. I've had enough prosecutorial misconduct. I'm done. On February 1 and 22, 2024, Ms. Gaetani testified before a grand jury that returned indictments against her. In June 2025, Mr. Cosgrove called her as a prosecution witness against herself in a district court trial, and she was acquitted of all charges notwithstanding her own testimony. In the past few months, Ms. Gaetani has publicly accused numerous prosecution witnesses and sources—including Kate Peter, Leigha Genduso, Detective Lieutenant Tully, and Jen McCabe—of assorted misconduct that adversely impacts their credibility. On September 5, 2025, she sued Mr. Cosgrove and Detective Lieutenant Tully for intentional infliction of emotional distress and interfering with her rights by threat, intimidation, or coercion. That same day she served notice of intent to sue the Norfolk DA. As a result of her civil complaint against him, Mr. Cosgrove voluntarily withdrew from the 2024 case, recognizing the obvious conflict when a prosecutor is sued for intentionally harming a witness in a case he is prosecuting. Thank you, Peep Bunny Towel—this is a day if I've ever seen a day. I'll go back to reading the document. I mean, how do you even make sense of this? There's like 70,000 words, Peep Bunny Towel is in it, it won't stop—it's just more and more and more. Thank you, Peep Bunny Towel. All right, he says I can get through it. Let's do it. Ladies and gentlemen, this is a day. This is a day if I've ever seen a day. Let me tell you right now—this is a day. On February 1st and 22nd of 2024, Ms. Gaetani testified before a grand jury that returned indictments against Ms. Gaetani. In June of 2025, Ms. Gaetani was called by Mr. Cosgrove as a prosecution witness against Ms. Gaetani in a district court trial. Notwithstanding Ms. Gaetani's own testimony, Ms. Gaetani was acquitted of all charges. In the past few months, Ms. Gaetani has publicly accused numerous prosecution witnesses and sources—including Ms. Peter, Ms. Genduso, Detective Lieutenant Tully, and Jen McCabe—of assorted misconduct or other issues that adversely impact their credibility. See Bederow/Yannetti's October 2nd filing, paragraphs 90 through 98. On September 5th, 2025, Ms. Gaetani sued Mr. Cosgrove and Detective Lieutenant Tully for, among other things, intentional infliction of emotional distress and interfering with her rights by threat, intimidation, or coercion. I think that had to do with the release of one specific report—it wasn't about her phone; it was about a report on something that's very intense. That same day, Ms. Gaetani also served notice of her intent to sue the Norfolk DA because of the harm Mr. Cosgrove and Det. Lt. Tully allegedly caused her. I'm still not totally sure where he's getting that from—I went to the docket, I read the filing, and I still don't fully understand what he's referring to there. Maybe he's reading something I'm not. I don't know. And finally, point 13: As a result of Ms. Gaetani's civil complaint against him, Mr. Cosgrove voluntarily withdrew from the prosecution of the now-dismissed 2024 case because he, quote, “recognized the obvious conflict created by circumstances where a prosecutor is sued for intentionally harming a witness in a case where he is prosecuting.”

Grant Smith Ellis

22,026 views • 7 months ago

The main issue in the west is not Muslims. It is the traitors within, who knowingly import, enable, and shield the worst elements: violent, radical, self-entitled invaders who seek dominance. Islamists accomplish nothing on their own. They rely entirely on leftists and corrupt media elites, like those on Qatari payroll, to clear the path and provide cover. They manipulate the public through guilt and fear. They weaponize accusations of shame: resist their agenda and you are labeled racist; defend your core values and you are branded bigoted. They pressure ordinary citizens to sacrifice their own safety, their security, and their children’s future, all to maintain the illusion of moral superiority. This betrayal strikes not only native Western populations but also millions of peace-loving immigrants like Iranians who fled Islamic tyranny and brutality. The left does not act on our behalf. They exploit immigrants and Muslims as mere pawns, tools to divide society, consolidate control, and expand their own power. It is driven by votes, dominance, and a diseased sense of ego. We escaped that islamic oppression and savagery, yet now we see it resurfacing throughout the West, actively guarded and shielded by those in authority. The islamic regime’s murderers and their family all are enjoying their Canadian and US passports, who do you think gave it to them? Westerners: you owe immigrants absolutely nothing. Your democracy, your freedoms, and your entire way of life were earned through enormous sacrifice. Tens of millions of white Europeans and Americans perished in World War II and countless other conflicts. How possibly you are responsible for Palestinian savages who committed Oct 7, while Ukrainians are dying at the same time? Don’t let them gaslight you. You welcomed people like me with genuine generosity, opened your doors, provided opportunity, and offered a fresh beginning. In return, we offer only gratitude. We are committed to assimilating, contributing, and repaying that kindness. And we love your food, dogs and culture. Iranians discovered the depth of leftist treachery the hard way in 1979. Islamists possessed no real strength alone; nobody took them seriously. The true disaster ignited when leftists rallied around Khomeini in Paris, deep in Europe. They constructed a vast propaganda network, while the BBC relentlessly broadcast lies and invented tales of liberation and progress. Generations of Iranians continue to endure the monstrous regime those enablers helped birth. Western liberals persist in feeding these same monsters even today. Expose them clearly: the leftists, the Democrats, the corrupt voices in media. Refuse to be manipulated. Hold them fully accountable. Defend your values and your freedom without apology and with unrelenting force. Choose dogs. Choose freedom.
2:42

The main issue in the west is not Muslims. It is the traitors within, who knowingly import, enable, and shield the worst elements: violent, radical, self-entitled invaders who seek dominance. Islamists accomplish nothing on their own. They rely entirely on leftists and corrupt media elites, like those on Qatari payroll, to clear the path and provide cover. They manipulate the public through guilt and fear. They weaponize accusations of shame: resist their agenda and you are labeled racist; defend your core values and you are branded bigoted. They pressure ordinary citizens to sacrifice their own safety, their security, and their children’s future, all to maintain the illusion of moral superiority. This betrayal strikes not only native Western populations but also millions of peace-loving immigrants like Iranians who fled Islamic tyranny and brutality. The left does not act on our behalf. They exploit immigrants and Muslims as mere pawns, tools to divide society, consolidate control, and expand their own power. It is driven by votes, dominance, and a diseased sense of ego. We escaped that islamic oppression and savagery, yet now we see it resurfacing throughout the West, actively guarded and shielded by those in authority. The islamic regime’s murderers and their family all are enjoying their Canadian and US passports, who do you think gave it to them? Westerners: you owe immigrants absolutely nothing. Your democracy, your freedoms, and your entire way of life were earned through enormous sacrifice. Tens of millions of white Europeans and Americans perished in World War II and countless other conflicts. How possibly you are responsible for Palestinian savages who committed Oct 7, while Ukrainians are dying at the same time? Don’t let them gaslight you. You welcomed people like me with genuine generosity, opened your doors, provided opportunity, and offered a fresh beginning. In return, we offer only gratitude. We are committed to assimilating, contributing, and repaying that kindness. And we love your food, dogs and culture. Iranians discovered the depth of leftist treachery the hard way in 1979. Islamists possessed no real strength alone; nobody took them seriously. The true disaster ignited when leftists rallied around Khomeini in Paris, deep in Europe. They constructed a vast propaganda network, while the BBC relentlessly broadcast lies and invented tales of liberation and progress. Generations of Iranians continue to endure the monstrous regime those enablers helped birth. Western liberals persist in feeding these same monsters even today. Expose them clearly: the leftists, the Democrats, the corrupt voices in media. Refuse to be manipulated. Hold them fully accountable. Defend your values and your freedom without apology and with unrelenting force. Choose dogs. Choose freedom.

Ida Turan 🇮🇷 ایده توران

29,768 views • 4 months ago