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rotating env vars - automatically converts non-sensitive to sensitive guardrails to prevent mistakes: - checks if dev value matches prod/preview - educates that revoking is still needed - bunch of heuristics on key name/value for mistakes collab w William Bout

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JohnPhamous

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11,399 görüntüleme • 6 ay önce •via X (Twitter)

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I had a good meeting with U.S. Special Presidential Envoy, General Keith Kellogg Keith Kellogg. Ukraine is deeply grateful to the United States for its support, and we value that President Trump President Donald J. Trump is so determined to achieve real peace. It is very important to realize all the results—political, defense, and economic—that were achieved during our meeting together with European leaders in Washington. Undoubtedly, it was a successful Summit, a demonstration of true unity between Europe and America. Ukraine, as always, is uniting the world. We value the United States’ readiness to be part of the security architecture for Ukraine, and our teams are actively working on shaping it. We expect that the key foundations of security will be defined shortly. We discussed how we can influence the Russians, compel them to engage in real negotiations, and end the war. Sanctions, tariffs—everything must remain on the agenda. We are ready to engage in a format of leaders. This is the format needed to resolve the key issues. Now, the same readiness is needed from Moscow. Military cooperation is important for both Ukraine and the United States, and there are two strong opportunities—an agreement on arms procurement and an agreement on drones that could significantly strengthen our arsenals. We are maintaining momentum in our work within PURL. This is an important instrument for procuring American equipment funded by partners, and we are now actively working on engaging additional countries. And, of course, the humanitarian track. The return of all abducted children. We strongly hope that America, President and the First Lady of the United States First Lady Melania Trump will continue to make personal efforts to bring back all children illegally abducted by Russia. Thank you!
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I had a good meeting with U.S. Special Presidential Envoy, General Keith Kellogg Keith Kellogg. Ukraine is deeply grateful to the United States for its support, and we value that President Trump President Donald J. Trump is so determined to achieve real peace. It is very important to realize all the results—political, defense, and economic—that were achieved during our meeting together with European leaders in Washington. Undoubtedly, it was a successful Summit, a demonstration of true unity between Europe and America. Ukraine, as always, is uniting the world. We value the United States’ readiness to be part of the security architecture for Ukraine, and our teams are actively working on shaping it. We expect that the key foundations of security will be defined shortly. We discussed how we can influence the Russians, compel them to engage in real negotiations, and end the war. Sanctions, tariffs—everything must remain on the agenda. We are ready to engage in a format of leaders. This is the format needed to resolve the key issues. Now, the same readiness is needed from Moscow. Military cooperation is important for both Ukraine and the United States, and there are two strong opportunities—an agreement on arms procurement and an agreement on drones that could significantly strengthen our arsenals. We are maintaining momentum in our work within PURL. This is an important instrument for procuring American equipment funded by partners, and we are now actively working on engaging additional countries. And, of course, the humanitarian track. The return of all abducted children. We strongly hope that America, President and the First Lady of the United States First Lady Melania Trump will continue to make personal efforts to bring back all children illegally abducted by Russia. Thank you!

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In 2025, the AgentFlayer exploit highlighted a new category of risk in AI systems. It was not a traditional breach involving stolen credentials or broken encryption. Instead, it demonstrated how an autonomous AI agent could be manipulated into executing unintended actions by processing malicious instructions embedded inside content it automatically processes. The incident did not expose a flaw in one specific integration. It revealed a structural weakness in how many modern AI agents are built. Today’s agents are no longer passive language models. They read documents automatically, scan emails, connect to SaaS tools, access cloud storage, and execute actions across multiple systems. To be useful, they are granted meaningful permissions. That capability creates value, but it also expands the attack surface. Most agent environments operate in a trusted, plaintext execution model. Data is encrypted at rest and in transit, but it is typically decrypted during inference so the model can process it. That runtime visibility is where potential risk lies. In a zero-click scenario like AgentFlayer, an attacker can embed hidden instructions inside a document that the AI processes automatically. Because the agent may have access to connected systems such as Google Drive, Slack, or GitHub, it can potentially be influenced to retrieve sensitive information or perform unintended actions. The user does not need to click a malicious link or approve a suspicious request. Therefore, the core issue is that during execution, the system may have access to sensitive data and broad privileges, meaning whoever controls the execution environment ultimately controls access to that data. Now consider a different architectural approach. If a system is designed so that data remains protected during execution, the risk profile changes. On Nesa, privacy is enforced at the execution layer through Equivariant Encryption. Computation can occur on encrypted data, reducing the visibility surface during runtime. Sensitive inputs and models do not need to be exposed in plain text to infrastructure operators for inference to occur. This does not eliminate prompt injection, logic manipulation, or tool misuse. Encryption alone cannot prevent an agent from being instructed to take an unintended action if it has been granted that permission. What it does do is materially reduce confidentiality risk. By limiting access to readable sensitive data during execution and reducing unilateral visibility at the infrastructure layer, the potential blast radius of a successful manipulation attempt is constrained. As AI agents become more autonomous and embedded into enterprise workflows, security must move deeper into architecture. The goal is not to claim invulnerability. It is to reduce trust concentration and contain systemic exposure when failures occur. AgentFlayer was not simply a one-off exploit. It was a reminder that in autonomous systems, execution-layer design determines how risk propagates.
0:11

In 2025, the AgentFlayer exploit highlighted a new category of risk in AI systems. It was not a traditional breach involving stolen credentials or broken encryption. Instead, it demonstrated how an autonomous AI agent could be manipulated into executing unintended actions by processing malicious instructions embedded inside content it automatically processes. The incident did not expose a flaw in one specific integration. It revealed a structural weakness in how many modern AI agents are built. Today’s agents are no longer passive language models. They read documents automatically, scan emails, connect to SaaS tools, access cloud storage, and execute actions across multiple systems. To be useful, they are granted meaningful permissions. That capability creates value, but it also expands the attack surface. Most agent environments operate in a trusted, plaintext execution model. Data is encrypted at rest and in transit, but it is typically decrypted during inference so the model can process it. That runtime visibility is where potential risk lies. In a zero-click scenario like AgentFlayer, an attacker can embed hidden instructions inside a document that the AI processes automatically. Because the agent may have access to connected systems such as Google Drive, Slack, or GitHub, it can potentially be influenced to retrieve sensitive information or perform unintended actions. The user does not need to click a malicious link or approve a suspicious request. Therefore, the core issue is that during execution, the system may have access to sensitive data and broad privileges, meaning whoever controls the execution environment ultimately controls access to that data. Now consider a different architectural approach. If a system is designed so that data remains protected during execution, the risk profile changes. On Nesa, privacy is enforced at the execution layer through Equivariant Encryption. Computation can occur on encrypted data, reducing the visibility surface during runtime. Sensitive inputs and models do not need to be exposed in plain text to infrastructure operators for inference to occur. This does not eliminate prompt injection, logic manipulation, or tool misuse. Encryption alone cannot prevent an agent from being instructed to take an unintended action if it has been granted that permission. What it does do is materially reduce confidentiality risk. By limiting access to readable sensitive data during execution and reducing unilateral visibility at the infrastructure layer, the potential blast radius of a successful manipulation attempt is constrained. As AI agents become more autonomous and embedded into enterprise workflows, security must move deeper into architecture. The goal is not to claim invulnerability. It is to reduce trust concentration and contain systemic exposure when failures occur. AgentFlayer was not simply a one-off exploit. It was a reminder that in autonomous systems, execution-layer design determines how risk propagates.

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CĦRISTMAS STOCKINGs 2024 Launchpad is LIVE: Are you ready for the sweetest FREEMINT & onboarding event of the year?! 🧦🍬 We are beyond excited to announce that the value of the gifts inside the 830 stockings is estimated to be worth around 170,000 $HBAR!!! Check out the launchpad and set your reminders for Christmas Day! 🎄⏳ Comment below if you still don´t have a WL NFT, as we will be giving out some on this post over the coming days. ĦO ĦO ĦO Hedera 🎅
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CĦRISTMAS STOCKINGs 2024 Launchpad is LIVE: Are you ready for the sweetest FREEMINT & onboarding event of the year?! 🧦🍬 We are beyond excited to announce that the value of the gifts inside the 830 stockings is estimated to be worth around 170,000 $HBAR!!! Check out the launchpad and set your reminders for Christmas Day! 🎄⏳ Comment below if you still don´t have a WL NFT, as we will be giving out some on this post over the coming days. ĦO ĦO ĦO Hedera 🎅

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JohnPhamous

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It is spectacularly easy to get shadowbanned on X One wrong reply and your reputation can go up in flames Luckily there are a few steps you can take to reduce your odds of getting banned by 10x 🔶First step: Don't reply from notifications Notifications are a minefield because hidden, spammy replies are shown to you as normal replies It's never worth replying from here. You risk replying to low reputation accounts without even knowing it Just reply normally from the posts so you know what's marked as spam 🔶Second step: turn off sensitive content in your settings Engaging with sensitive content could hurt your reputation score Little do you know, but a ton of content that’s not actually sensitive, gets marked as sensitive Turn off sensitive content in your settings, then become shocked when you see how much innocent content is marked as sensitive (tutorial video below) 🔶Third Step: Check for following/follower ratio before hitting reply Easy check to take before every reply This is brought up in the code 100 different times as a reputation destroyer Make sure to hover over people’s name before replying and check for their ratio 60% followers to following is the ratio cut off point 🔶Fourth Step: Don’t feed the trolls There are 100+ labels for toxic behavior in the code Engaging with anyone with these labels hurts your reputation For some of these labels they can be applied just for “insults” Best not to engage with any trolls (also good for your mental health) 🔶Fifth Step: Get the blue checkmark The easiest step of them all It’s coded into the algo that if you have the blue checkmark you can’t be marked as spam Yes it costs money, but if you have any serious interest of growing on this platform, it’s a must have 🔶🔶🔶🔶🔶 I've said this before, but it absolutely stinks you have to take all these steps just to get some reach At times, it can be like walking in a minefield It doesn't exactly make a social media platform feel very 'social' I have high confidence Elon is working to fix this. He's mentioned it before. But in the meantime, take these steps and be careful. It's worth it if you care about being seen on this platform. I'm 100% confident brighter days are ahead. Let me know below if any of these tips helped and what other steps you take to avoid getting banned.
0:10

It is spectacularly easy to get shadowbanned on X One wrong reply and your reputation can go up in flames Luckily there are a few steps you can take to reduce your odds of getting banned by 10x 🔶First step: Don't reply from notifications Notifications are a minefield because hidden, spammy replies are shown to you as normal replies It's never worth replying from here. You risk replying to low reputation accounts without even knowing it Just reply normally from the posts so you know what's marked as spam 🔶Second step: turn off sensitive content in your settings Engaging with sensitive content could hurt your reputation score Little do you know, but a ton of content that’s not actually sensitive, gets marked as sensitive Turn off sensitive content in your settings, then become shocked when you see how much innocent content is marked as sensitive (tutorial video below) 🔶Third Step: Check for following/follower ratio before hitting reply Easy check to take before every reply This is brought up in the code 100 different times as a reputation destroyer Make sure to hover over people’s name before replying and check for their ratio 60% followers to following is the ratio cut off point 🔶Fourth Step: Don’t feed the trolls There are 100+ labels for toxic behavior in the code Engaging with anyone with these labels hurts your reputation For some of these labels they can be applied just for “insults” Best not to engage with any trolls (also good for your mental health) 🔶Fifth Step: Get the blue checkmark The easiest step of them all It’s coded into the algo that if you have the blue checkmark you can’t be marked as spam Yes it costs money, but if you have any serious interest of growing on this platform, it’s a must have 🔶🔶🔶🔶🔶 I've said this before, but it absolutely stinks you have to take all these steps just to get some reach At times, it can be like walking in a minefield It doesn't exactly make a social media platform feel very 'social' I have high confidence Elon is working to fix this. He's mentioned it before. But in the meantime, take these steps and be careful. It's worth it if you care about being seen on this platform. I'm 100% confident brighter days are ahead. Let me know below if any of these tips helped and what other steps you take to avoid getting banned.

Alex Finn

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Introducing my new OSS framework: OhSnap provides really simple way to record and reproduce the data your users saw when encountering an issue (bug/crash), integration in your project should take a few minutes at most. Majority of bugs are related to data you have to deal with and often times we have to work with frequently changing data via network API's. Even if you have access to multiple environments (prod/staging/dev) it's still going to be PITA to reproduce a lot of bugs your user saw, since we often get to them a long time after the bug occured... OhSnap allows you to easily record any data your app downloads, pack it and put it on server so that you can replay it on your device later on, while connected to debugger and save hours of development time trying to figure out what exactly they experienced! Here's a demo of 2 app instances running, and me manipulating what server reply I'll be getting, there is 1 line of code needed to record and reply this data (outside of just setting up your framework). I built this so that I can show dev tool building process for the members of which I encourage you to join if you want to put your engineering efficiency at a different level😉
0:17

Introducing my new OSS framework: OhSnap provides really simple way to record and reproduce the data your users saw when encountering an issue (bug/crash), integration in your project should take a few minutes at most. Majority of bugs are related to data you have to deal with and often times we have to work with frequently changing data via network API's. Even if you have access to multiple environments (prod/staging/dev) it's still going to be PITA to reproduce a lot of bugs your user saw, since we often get to them a long time after the bug occured... OhSnap allows you to easily record any data your app downloads, pack it and put it on server so that you can replay it on your device later on, while connected to debugger and save hours of development time trying to figure out what exactly they experienced! Here's a demo of 2 app instances running, and me manipulating what server reply I'll be getting, there is 1 line of code needed to record and reply this data (outside of just setting up your framework). I built this so that I can show dev tool building process for the members of which I encourage you to join if you want to put your engineering efficiency at a different level😉

Krzysztof Zabłocki

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▒░ DR3AM REDPILL VISION ░▒ We are launching a new feature for holders only. Photon memescope but for pre-bond Virtual agents. Something we have heard across multiple groups is the want to have more visibility into agents before they have red pilled. With DR3AM REDPILL VISION, you get a dashboard on pre-bond agents to: 『•』see market stats 『•』swap into directly from dashboard 『•』get insights from DR3AM AI We're excited to launch this as it hits on several key points. It brings value to holders today, builds on our long term vision as graduated agents will be automatically added to registry, will help feed insights to DR3AM DAO, and increases our moat since gathering this data isn't straightforward (we had to decompile Virtual contracts raw bytecode to get here). We will be exposing access to the DR3AM Validators (early DR3AM supporters) first, with broader holder access planned for next week. A minimum amount of $DREAM will be required, if you hold $FDREAM that minimum amount is lowered. More details TBA.
0:13

▒░ DR3AM REDPILL VISION ░▒ We are launching a new feature for holders only. Photon memescope but for pre-bond Virtual agents. Something we have heard across multiple groups is the want to have more visibility into agents before they have red pilled. With DR3AM REDPILL VISION, you get a dashboard on pre-bond agents to: 『•』see market stats 『•』swap into directly from dashboard 『•』get insights from DR3AM AI We're excited to launch this as it hits on several key points. It brings value to holders today, builds on our long term vision as graduated agents will be automatically added to registry, will help feed insights to DR3AM DAO, and increases our moat since gathering this data isn't straightforward (we had to decompile Virtual contracts raw bytecode to get here). We will be exposing access to the DR3AM Validators (early DR3AM supporters) first, with broader holder access planned for next week. A minimum amount of $DREAM will be required, if you hold $FDREAM that minimum amount is lowered. More details TBA.

devdeckard

44,401 görüntüleme • 1 yıl önce

🚨BIG BREAKING : ECI Surrender to Indian Express🔥🔥 Ten days after Indian Express exposed the rupture inside the Election Commission, ECI has suddenly told all 20 states where SIR is over to run a "special drive" to bring back voters who were "left out" of the rolls. State CEOs must now find voters deleted as "unmapped" or for "logical discrepancy". BLOs must go house to house to help them come back. Read that again. Come BACK. They were removed first. Now the same Commission wants to bring them back. And the extra question added to Form 6 in July, asking whether your parents were on the last SIR roll? One Election Commissioner had called it "unauthorised/illegal" on record. Now it will apply only in the "SIR phase". In the 20 states where SIR is over, people will use the plain Form 6. So the question was never needed. But for months, people had to answer it. Bro, think of an old couple in a village. Their name was cut for a "logical discrepancy". They ran to the BLO, queued at the office, brought papers that were 40 years old. All for a vote that was theirs from the day they turned 18. 😡 Why did it take a newspaper to make the ECI see it? How many names are still missing in the 10 states where SIR is still going on? Gyanesh Kumar, who pays for the mistakes? Modi ji, the voter's name is not a favour. Bring back every single one of them. 🔥🔥
0:15

🚨BIG BREAKING : ECI Surrender to Indian Express🔥🔥 Ten days after Indian Express exposed the rupture inside the Election Commission, ECI has suddenly told all 20 states where SIR is over to run a "special drive" to bring back voters who were "left out" of the rolls. State CEOs must now find voters deleted as "unmapped" or for "logical discrepancy". BLOs must go house to house to help them come back. Read that again. Come BACK. They were removed first. Now the same Commission wants to bring them back. And the extra question added to Form 6 in July, asking whether your parents were on the last SIR roll? One Election Commissioner had called it "unauthorised/illegal" on record. Now it will apply only in the "SIR phase". In the 20 states where SIR is over, people will use the plain Form 6. So the question was never needed. But for months, people had to answer it. Bro, think of an old couple in a village. Their name was cut for a "logical discrepancy". They ran to the BLO, queued at the office, brought papers that were 40 years old. All for a vote that was theirs from the day they turned 18. 😡 Why did it take a newspaper to make the ECI see it? How many names are still missing in the 10 states where SIR is still going on? Gyanesh Kumar, who pays for the mistakes? Modi ji, the voter's name is not a favour. Bring back every single one of them. 🔥🔥

The Rebel

26,119 görüntüleme • 22 gün önce

dog is animated using a sprite sheet - single network request for 57kb image to get animation frames - no 3rd party dependencies
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dog is animated using a sprite sheet - single network request for 57kb image to get animation frames - no 3rd party dependencies

JohnPhamous

243,940 görüntüleme • 9 ay önce

What bothers me most about ashley biden, is that as a little girl, she was subjected to showering with her dad, Joe biden, she then goes on to write that she is ashamed that she was sexually aroused and felt shame because she knew it was wrong. Then she confesses that she was probably molested, which contributed to her hypersexual behavior. It is sad that so many people would read those same words, turn and ignore them, and turn it into a reason to support the child molester that is the head of their party, while giving no value on her innocence. This little girl, through no fault of her own, was sexually abused by this man, and millions deny her pain. At this point, if any sexually abuse survivor is voting for biden still, you have traded your right to claim to be the victim anymore. You are now the same evil you once opposed.
0:12

Sensitive content

What bothers me most about ashley biden, is that as a little girl, she was subjected to showering with her dad, Joe biden, she then goes on to write that she is ashamed that she was sexually aroused and felt shame because she knew it was wrong. Then she confesses that she was probably molested, which contributed to her hypersexual behavior. It is sad that so many people would read those same words, turn and ignore them, and turn it into a reason to support the child molester that is the head of their party, while giving no value on her innocence. This little girl, through no fault of her own, was sexually abused by this man, and millions deny her pain. At this point, if any sexually abuse survivor is voting for biden still, you have traded your right to claim to be the victim anymore. You are now the same evil you once opposed.

Captain Salty

311,928 görüntüleme • 2 yıl önce

"Give value to receive value." We believe that those who deeply contribute to the community deserve recognition. ✨ In appreciation of their invaluable contributions over recent months, we extended exclusive invitations to a select group of Stellars. These individuals joined our founders Kiat, JJ Lin, and icunucmi for a cosy Fireside chat at 33Club last week. 👉🏻 Team Skrambled7, champions of our InterStellar Quest: . criticalz 🐉$MON Jun @Chrislhz (Tanguy Girault 🇰🇷🇫🇷 Jo | Joanne Newar we missed you! 🥲) 👉🏻 Our top referrers, who brought in the most Stellars: Collin Seow CFTe tescomilk @ddskiwi Karl 👉🏻 Sophia, who spoke on a panel that we organised with Financial Women Association (FWA) 👉🏻 Bella, one of our key coordinators for Vietnam Blockchain Week They were treated to insights into the founders' medium and long-term visions for ARC, got some alpha on merch 👀, and engaged in candid discussions to share and refine ideas to make ARC even better. If you missed out this time, don't fret—just make sure your contribution game is stronk! Who knows? Next time, it might be YOU sipping tea (or something stronger 😉) with our founders.
0:11

"Give value to receive value." We believe that those who deeply contribute to the community deserve recognition. ✨ In appreciation of their invaluable contributions over recent months, we extended exclusive invitations to a select group of Stellars. These individuals joined our founders Kiat, JJ Lin, and icunucmi for a cosy Fireside chat at 33Club last week. 👉🏻 Team Skrambled7, champions of our InterStellar Quest: . criticalz 🐉$MON Jun @Chrislhz (Tanguy Girault 🇰🇷🇫🇷 Jo | Joanne Newar we missed you! 🥲) 👉🏻 Our top referrers, who brought in the most Stellars: Collin Seow CFTe tescomilk @ddskiwi Karl 👉🏻 Sophia, who spoke on a panel that we organised with Financial Women Association (FWA) 👉🏻 Bella, one of our key coordinators for Vietnam Blockchain Week They were treated to insights into the founders' medium and long-term visions for ARC, got some alpha on merch 👀, and engaged in candid discussions to share and refine ideas to make ARC even better. If you missed out this time, don't fret—just make sure your contribution game is stronk! Who knows? Next time, it might be YOU sipping tea (or something stronger 😉) with our founders.

ARC

205,047 görüntüleme • 3 yıl önce

🚨🎙️| Roy Keane on Chelsea signing Emiliano Martínez: 🗣️“Chelsea need to be very careful with this one. If the club are seriously thinking about signing Emiliano Martínez, they need to stop and think again. In my opinion, Robert Sánchez is actually a better goalkeeper for Chelsea. Yes, Martínez has experience and has played at the highest level, but that doesn’t automatically mean he’s the right answer for Chelsea. Replacing Sánchez with Martínez could be a catastrophe. Chelsea don’t need to panic because of one bad performance. They need to make the right decision for the long term, not just bring in a big name because the fans are demanding a new goalkeeper. And I’ll say something that will probably annoy Chelsea fans: if Martínez walks into Stamford Bridge and Sánchez leaves, Chelsea could end up regretting it. Sometimes the goalkeeper you already have is better than the one everyone is begging you to sign. Chelsea fans might laugh at me now, but if this transfer happens and Martínez starts making mistakes, remember who warned you. Don’t turn a goalkeeper problem into an even bigger one.”
0:14

🚨🎙️| Roy Keane on Chelsea signing Emiliano Martínez: 🗣️“Chelsea need to be very careful with this one. If the club are seriously thinking about signing Emiliano Martínez, they need to stop and think again. In my opinion, Robert Sánchez is actually a better goalkeeper for Chelsea. Yes, Martínez has experience and has played at the highest level, but that doesn’t automatically mean he’s the right answer for Chelsea. Replacing Sánchez with Martínez could be a catastrophe. Chelsea don’t need to panic because of one bad performance. They need to make the right decision for the long term, not just bring in a big name because the fans are demanding a new goalkeeper. And I’ll say something that will probably annoy Chelsea fans: if Martínez walks into Stamford Bridge and Sánchez leaves, Chelsea could end up regretting it. Sometimes the goalkeeper you already have is better than the one everyone is begging you to sign. Chelsea fans might laugh at me now, but if this transfer happens and Martínez starts making mistakes, remember who warned you. Don’t turn a goalkeeper problem into an even bigger one.”

Futy chels

62,033 görüntüleme • 1 ay önce