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Terra Classic is back online after its security fork... The terra-luna:native chain halted at block 30,544,730 around 17:51 CEST today to switch to the mandatory v4.0.1-patch.3 release. Blocks were flowing again by 18:17 CEST, with 57 of 87 validators signing so far. The patch fixes a flaw in the... show more

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Today, we’re excited to announce a partnership with Mind Network. Both Nesa and Mind Network specialize in decentralized security, and we share a mission to bring this tech to crypto AI. Together we will explore a close technological collaboration, sharing components of our stacks with one another. Mind Network will also be using Nesa for its AI inference. Mind Network is the first FHE Restaking Layer for AI, focused on enhancing security at the consensus and validator levels of AI networks. Nesa is the Layer-1 blockchain for AI, specializing in private inference and building infrastructure to make it easy for any application, protocol, and smart contract to fuse with AI. Look out for our AMA together and other activations soon.

Today, we’re excited to announce a partnership with Mind Network. Both Nesa and Mind Network specialize in decentralized security, and we share a mission to bring this tech to crypto AI. Together we will explore a close technological collaboration, sharing components of our stacks with one another. Mind Network will also be using Nesa for its AI inference. Mind Network is the first FHE Restaking Layer for AI, focused on enhancing security at the consensus and validator levels of AI networks. Nesa is the Layer-1 blockchain for AI, specializing in private inference and building infrastructure to make it easy for any application, protocol, and smart contract to fuse with AI. Look out for our AMA together and other activations soon.

Nesa

102,011 views • 2 years ago

The OriginTrail DKG V10 begins its mainnet rollout with a Frontier-AI Resilience Gate. Today, the final V10 release candidate (the exact contract bytecode intended for mainnet) goes live as a public pre-mainnet, funded with 300,000 ethereum:0xaa7a9ca87d3694b5755f213b5d04094b8d0f0a6f tokens: a 200,000 TRAC honeypot pool of real, drainable positions plus a 100,000 severity-reward pool. Independent researchers and AI-augmented teams are invited to break it: drain the honeypot and you keep what you take, and every valid finding is paid by severity. It’s a real pass/fail checkpoint: findings are fixed and verified first, and clearing the gate is the precondition for the mainnet launch. The first step of the DKG V10 deployment, by design. Why lead with security instead of shipping and patching later? On May 29, 2026, a researcher using Claude Opus 4.8 surfaced a critical, roughly four-year-old soundness flaw in Zcash 🛡️’s Orchard pool (a bug that had passed repeated expert review) in about a day, with a working proof-of-concept. The moment matters; the trajectory matters more. Claude Mythos, Anthropic’s frontier model, is so capable at finding vulnerabilities that it was first withheld from public release and run only inside a defensive partner program, where it reportedly surfaced more than ten thousand high- and critical-severity bugs in its first month. It’s now days from a reported public release. The bar for what an attacker, human or AI, can find only rises from here. As Anthropic framed it, the advantage goes to whoever uses these tools first: attackers in the short term, defenders who fix bugs before code ships in the long term. The Resilience Gate is how we make sure we’re on the defenders’ side, testing DKG V10 not just against today’s models but against what arrives next. For anyone shipping on-chain systems, the implication is simple: this code launches once, mistakes can’t be undone, and the responsible move is to invite that scrutiny before any user value is at stake. The path to mainnet, in four phases: Phase 0: Freeze. Final contracts locked and deployed (complete) Phase 1: Frontier-AI Resilience Gate. Open review program, through June 17 Phase 2: Mainnet launch. Hardened, feature-complete V10 (week of June 15) Phase 3: Continuous audit. Every contract, ongoing after launch If you work in smart-contract security, or build with AI that does, we’d welcome your review. No allowlist, real rewards, coordinated disclosure. *Dates are indicative: the exact mainnet date depends on the pace of network bootstrapping and the time needed to patch and re-verify any more severe findings from the Gate. Release candidate 17 (rc17): Bug bounty program and honeypot details:

The OriginTrail DKG V10 begins its mainnet rollout with a Frontier-AI Resilience Gate. Today, the final V10 release candidate (the exact contract bytecode intended for mainnet) goes live as a public pre-mainnet, funded with 300,000 ethereum:0xaa7a9ca87d3694b5755f213b5d04094b8d0f0a6f tokens: a 200,000 TRAC honeypot pool of real, drainable positions plus a 100,000 severity-reward pool. Independent researchers and AI-augmented teams are invited to break it: drain the honeypot and you keep what you take, and every valid finding is paid by severity. It’s a real pass/fail checkpoint: findings are fixed and verified first, and clearing the gate is the precondition for the mainnet launch. The first step of the DKG V10 deployment, by design. Why lead with security instead of shipping and patching later? On May 29, 2026, a researcher using Claude Opus 4.8 surfaced a critical, roughly four-year-old soundness flaw in Zcash 🛡️’s Orchard pool (a bug that had passed repeated expert review) in about a day, with a working proof-of-concept. The moment matters; the trajectory matters more. Claude Mythos, Anthropic’s frontier model, is so capable at finding vulnerabilities that it was first withheld from public release and run only inside a defensive partner program, where it reportedly surfaced more than ten thousand high- and critical-severity bugs in its first month. It’s now days from a reported public release. The bar for what an attacker, human or AI, can find only rises from here. As Anthropic framed it, the advantage goes to whoever uses these tools first: attackers in the short term, defenders who fix bugs before code ships in the long term. The Resilience Gate is how we make sure we’re on the defenders’ side, testing DKG V10 not just against today’s models but against what arrives next. For anyone shipping on-chain systems, the implication is simple: this code launches once, mistakes can’t be undone, and the responsible move is to invite that scrutiny before any user value is at stake. The path to mainnet, in four phases: Phase 0: Freeze. Final contracts locked and deployed (complete) Phase 1: Frontier-AI Resilience Gate. Open review program, through June 17 Phase 2: Mainnet launch. Hardened, feature-complete V10 (week of June 15) Phase 3: Continuous audit. Every contract, ongoing after launch If you work in smart-contract security, or build with AI that does, we’d welcome your review. No allowlist, real rewards, coordinated disclosure. *Dates are indicative: the exact mainnet date depends on the pace of network bootstrapping and the time needed to patch and re-verify any more severe findings from the Gate. Release candidate 17 (rc17): Bug bounty program and honeypot details:

OriginTrail Developers

466,082 views • 3 months ago

$BNB turns 9 today! On July 14, 2017, $BNB launched as an ERC-20 token on Ethereum. It started out as a utility token for a young exchange, and nine years later it sits at the center of one of the most active onchain ecosystems in crypto. Here’s a quick breakdown of that journey: 2017 - Launched on Ethereum at $0.15 with a 200M total supply 2019 - Migrated to its own chain and became a native asset for the first time 2020 - Binance Smart Chain went live, bringing EVM smart contracts and making $BNB the gas of a fast-growing dApp ecosystem 2021 - The DeFi and GameFi boom put the chain at the center of onchain activity, and $BNB reached $690 2022 - Binance Smart Chain became BNB Chain, and BNB took on a new meaning: Build N Build 2023 - The stack expanded with opBNB for scale and BNB Greenfield for storage 2024 - Beacon Chain fusion brought staking, governance, and everything else onto one chain 2025 - Pascal, Lorentz, and Maxwell cut block times from 3s to 0.75s, DEX volume set records, and $BNB hit a new all-time high of $1,370 2026 (so far) · Blocks now land in 450ms with 650ms finality, roughly double the throughput the chain had in January Along the way, over 65M of the original 200M $BNB supply has been burned, on the road to a final supply of 100M. The H2 2026 roadmap keeps the focus where it has been all year: doubling mainnet throughput again, and building a next-generation L1 designed for 100K+ TPS with transactions confirmed in under 50ms. Nine years in, and $BNB has never been faster to use, cheaper to move, or scarcer to hold. Happy birthday, $BNB.

$BNB turns 9 today! On July 14, 2017, $BNB launched as an ERC-20 token on Ethereum. It started out as a utility token for a young exchange, and nine years later it sits at the center of one of the most active onchain ecosystems in crypto. Here’s a quick breakdown of that journey: 2017 - Launched on Ethereum at $0.15 with a 200M total supply 2019 - Migrated to its own chain and became a native asset for the first time 2020 - Binance Smart Chain went live, bringing EVM smart contracts and making $BNB the gas of a fast-growing dApp ecosystem 2021 - The DeFi and GameFi boom put the chain at the center of onchain activity, and $BNB reached $690 2022 - Binance Smart Chain became BNB Chain, and BNB took on a new meaning: Build N Build 2023 - The stack expanded with opBNB for scale and BNB Greenfield for storage 2024 - Beacon Chain fusion brought staking, governance, and everything else onto one chain 2025 - Pascal, Lorentz, and Maxwell cut block times from 3s to 0.75s, DEX volume set records, and $BNB hit a new all-time high of $1,370 2026 (so far) · Blocks now land in 450ms with 650ms finality, roughly double the throughput the chain had in January Along the way, over 65M of the original 200M $BNB supply has been burned, on the road to a final supply of 100M. The H2 2026 roadmap keeps the focus where it has been all year: doubling mainnet throughput again, and building a next-generation L1 designed for 100K+ TPS with transactions confirmed in under 50ms. Nine years in, and $BNB has never been faster to use, cheaper to move, or scarcer to hold. Happy birthday, $BNB.

BNB Chain

95,995 views • 2 months ago

Monthly WINR Protocol Development Update: To begin with, the WINR Protocol has distributed $900,000 to token holders, generated more than $500,000 in pure profit for liquidity providers on WLP, acquired more than 5,000 users, and has almost 9% of the supply burned. In the upcoming months, the WINR Protocol, which has been in production for years, will introduce a range of new products and deployments. These developments will represent the practical and technical evolution to V2 of the protocol. Here are the latest updates and further details as they progress: Progress on WINR Bonanza, Casino Hold'em, and Blackjack is nearing completion. These games are in the final stages of testing. Additional games, including a new type of crash game, have been finalized and are set to debut with the JustBet v2 launch. Take a look at the gameplay videos for a preview. These games achieve the long-term goal of providing a full-suite WINR Game Engine SDK, which can be used to build games with complex logic on-chain with modular smart contract infrastructure. For example, any grid slot game that dominates the iGaming industry could easily be developed on-chain using the WINR Bonanza SDK. - Permissionless Frontend Operator SDK Dashboard Release: March is poised to be a milestone month with the launch of the Frontend Operator SDK dashboards. These dashboards will enable any WINR Labs game to be seamlessly deployed on frontends, marking a significant advancement in protocol accessibility and integration for future games developed by independent iGaming developers. The frontend operator can deploy any game they choose through a few simple steps while utilizing 10,000 WINR per game via the WINR Game Factory smart contract. Each operator is assigned a unique smart contract address(es) for every game they deploy, allowing their revenue to be tracked independently. The deployment process includes instructions on integrating the game as a package into the operator's frontend. In subsequent phases, the games will transition through WINR Chain, streamlining user onboarding steps like wallet connection and token bridging to Arbitrum. This abstraction will make it easy for any web2/web3 platform on any chain to seamlessly integrate WINR-based games with just a few clicks. The new budget system changes how the revenue is calculated on the protocol and will see daylight with frontend operator, Solana, and Fantom deployments. This model was first tested with a lightweight version on and gave a lot of actionable feedback. Shifting from the existing bribe model, which in practice distributes almost half of the edge of the games in volume to WINR holders, the brand-new budget system checks the profitability of WLP. It distributes a larger part of the profit to game providers, frontend operators, and, most importantly, WINR holders. Any time a game's budget is in profit, a part of every loss is distributed to stakeholders. Here is an example: 1. The WINR Bonanza Game has a 10,000 budget for a frontend operator. 2. Let's assume the bet amount was $50, and Bonanza paid back $10 on that spin. That leaves $40 of pure profit. 3. This is distributed amongst 50% to WLP, 20% to frontend operators, 20% to WINR holders, and 10% to game providers. 4. To achieve this, V2 of WINR Liquidity Engine (WLP) will have a buffer for purchasing and selling, working in epochs to determine the above distribution and math. - Solana Deployment and Expansions: Solana audits are in their final phase, and frontend tests are ongoing. Solana launch will be alongside the V2 launch of @JustBetOfficial, with a chain switch available on the top bar. The VRF system WINR developed already is seeing requests from builders around the Solana ecosystem, and this will over time add an extra layer of income to the protocol. Solana's bankroll, at first, will be a lighter version of WLP but will inherit the above-mentioned budgeting system to generate income immediately upon launch. - Fantom Deployment and Expansions: Fantom's upcoming Sonic upgrade, with its 200ms finality and fast block production is a perfect chain for WINR Protocol to expand. Through the partnership with WINR Protocol will tap into a brand new user base on Fantom. The bankroll on Fantom will consist of FTM and stables. The launch is planned for late March or early April. This expansion aims to open up new markets and collaborations with fresh teams. which operates independently, will integrate a broad spectrum of WINR technologies, including WINR Account Abstraction, WINR VRF, and WINR games, marking a pivotal step in WINR Protocol’s journey of horizontal expansion. - XAI VRF Deployment Progress Update: The WINR Account Abstraction Wallet and WINR Verifiable Random Function (VRF) deployment on the XAI 🎮⛓️ is well underway, with the majority of the work completed. This step forward showcases WINR's expansion beyond gambling and trading, highlighting the protocol's adaptability and commitment to broadening decentralized services. The process to automize and permissionlessly let game developers start using WINR VRF by paying (and burning) fees in WINR will launch alongside WINR VRF deployment on XAI and expand to further chains to help DApp builders with the tooling they need. This process will work very similarly to frontend operators, where DApp builders will be able to easily deploy their VRF contract, pay the WINR fees, and enjoy the fastest random number generation transaction, as showcased on @JustBetOfficial for some time. - JustBet v2 Development Update: Set to launch in March, the last testing phase with long-time community members of JustBet V2 is underway. Boasting a completely refreshed look, JustBet v2 aims to captivate more users with its modern features, a significant upgrade from the classic JustBet designed in 2019. Expect dynamic animations and a user experience that rivals traditional web2 casinos, setting a new standard for online gambling platforms and serving once again as proof of concept for all the new WINR features and infrastructure set to launch over the coming months. As always, WINR Labs simultaneously develops protocol infrastructure and platform to best address the needs of one and only goal: horizontal expansion. Easter eggs: Upcoming Gitbook update with all the technical information of WINR V2. CEX listing. Detailed product pages on WINR web. Pyth competitions. WIP-4 and WIP-5 are ready to deploy. And an 🪂

WINR

37,919 views • 2 years ago

Festus Petrus, the councillor of the Onesi constituency has confirmed that a man, believed to be a security guard at the Namwater offices in Epalela, was bitten by a crocodile spotted today at the Etaka dam in the Omusati region. The incident occurred when the man sat on the reptile to take pictures, after which it bit him on the left arm. He was promptly taken to Outapi District Hospital, where he is currently in stable condition. The injured crocodile is now submerged in shallow waters along the banks of the Etaka dam, with local residents surrounding the area to prevent its escape. This is a developing story. Ndapanda Shuuya #NBCNews #nbcdigitalnews #nbcDSTV282 #nbcGOtv20 #nbcPlusApp

Festus Petrus, the councillor of the Onesi constituency has confirmed that a man, believed to be a security guard at the Namwater offices in Epalela, was bitten by a crocodile spotted today at the Etaka dam in the Omusati region. The incident occurred when the man sat on the reptile to take pictures, after which it bit him on the left arm. He was promptly taken to Outapi District Hospital, where he is currently in stable condition. The injured crocodile is now submerged in shallow waters along the banks of the Etaka dam, with local residents surrounding the area to prevent its escape. This is a developing story. Ndapanda Shuuya #NBCNews #nbcdigitalnews #nbcDSTV282 #nbcGOtv20 #nbcPlusApp

NBC Digital News

24,295 views • 1 year ago

🙏❤️‍🔥🫶We have THANKSGIVING Today! Thank you to all of our DONORS and SUPPORTERS, Ukrainian 🇺🇦defenders, to all of YOU TIRELESS VOLUNTEERS! What a great day to HELP UKRAINIAN 🇺🇦DEFENDERS! 🇺🇦DONATE to BRAVE U Fund so that our defenders do not sleep on the ground, as in the video! 🅿️ay🅿️al: liz@braveu.fund ☕️BuyMeACoffee: 💳BANK CARDS & GoFundMe: 🫙Monobank Jar: ✅✅ 21% 🟧🟥🟥🟥🟥🟥🟥🟥 🎯GOAL: £5,000 ✅ RAISED: £1050 (21%) 💸TO RAISE: £3,950 🥶🥶🥶Winter is here already! Please CONTINUE TO SUPPORT OUR COMMON with LEGENDARY Shaun Pinner RAFFLE, so that our defenders do not sleep on the ground, as in the video! 🚨IMPORTANT: To participate in our raffle, send a screenshot of your donation in a private message to BRAVE U Fund. 🇺🇦DONATE to BRAVE U Fund! Get your tickets 🎟 🎫 and win COOL PRIZES! 🚨Or you can just buy the Patches!!! ⚠️ POSSIBLE DONATIONS: 👉Every $10 = 1 ticket 🎟to participate in ‼️Mission 1: 49 SAB Karpatska Sich RAFFLE ‼️More donations - more tickets! 👉$100 = Mission 1: 49 SAB Karpatska Sich Patch (Photo 4); 👉$200 = The legendary BRAVE U Patch (Photo 3); 👉$250 = 2 Patches: BRAVE U Patch + Mission 1: 49 SAB Karpatska Sich Patch; 👉$300 = Mission 1: 49 SAB Karpatska Sich Patch, autographed by our Incredible Partner @olddog100ua Shaun Pinner (Photo 6)! 👉$500 = The legendary BRAVE U Patch, autographed by our Incredible Partner @olddog100ua Shaun Pinner (Photo 5)! 👉$700 = 2 Patches: BRAVE U Patch + Mission 1: 49 SAB Karpatska Sich Patch, autographed by our Incredible Partner @olddog100ua Shaun Pinner! More details are here: 💸Donate, 💭Quote, or 🔁RT the post, Reply with the meme! Thank you! ✊🇺🇦 #BRAVEUFundWorks #AndriiWorks

🙏❤️‍🔥🫶We have THANKSGIVING Today! Thank you to all of our DONORS and SUPPORTERS, Ukrainian 🇺🇦defenders, to all of YOU TIRELESS VOLUNTEERS! What a great day to HELP UKRAINIAN 🇺🇦DEFENDERS! 🇺🇦DONATE to BRAVE U Fund so that our defenders do not sleep on the ground, as in the video! 🅿️ay🅿️al: [email protected] ☕️BuyMeACoffee: 💳BANK CARDS & GoFundMe: 🫙Monobank Jar: ✅✅ 21% 🟧🟥🟥🟥🟥🟥🟥🟥 🎯GOAL: £5,000 ✅ RAISED: £1050 (21%) 💸TO RAISE: £3,950 🥶🥶🥶Winter is here already! Please CONTINUE TO SUPPORT OUR COMMON with LEGENDARY Shaun Pinner RAFFLE, so that our defenders do not sleep on the ground, as in the video! 🚨IMPORTANT: To participate in our raffle, send a screenshot of your donation in a private message to BRAVE U Fund. 🇺🇦DONATE to BRAVE U Fund! Get your tickets 🎟 🎫 and win COOL PRIZES! 🚨Or you can just buy the Patches!!! ⚠️ POSSIBLE DONATIONS: 👉Every $10 = 1 ticket 🎟to participate in ‼️Mission 1: 49 SAB Karpatska Sich RAFFLE ‼️More donations - more tickets! 👉$100 = Mission 1: 49 SAB Karpatska Sich Patch (Photo 4); 👉$200 = The legendary BRAVE U Patch (Photo 3); 👉$250 = 2 Patches: BRAVE U Patch + Mission 1: 49 SAB Karpatska Sich Patch; 👉$300 = Mission 1: 49 SAB Karpatska Sich Patch, autographed by our Incredible Partner @olddog100ua Shaun Pinner (Photo 6)! 👉$500 = The legendary BRAVE U Patch, autographed by our Incredible Partner @olddog100ua Shaun Pinner (Photo 5)! 👉$700 = 2 Patches: BRAVE U Patch + Mission 1: 49 SAB Karpatska Sich Patch, autographed by our Incredible Partner @olddog100ua Shaun Pinner! More details are here: 💸Donate, 💭Quote, or 🔁RT the post, Reply with the meme! Thank you! ✊🇺🇦 #BRAVEUFundWorks #AndriiWorks

BRAVE U Fund

20,257 views • 1 year ago

Today I went to the zoo with scharo. Even though it was a weekday, there were so many people crowded around that it was hard to take proper photos. Fortunately, since scharo is tall, I was able to get a good shot of Punch. Around us, there were many overseas media crews (I won't go into details) holding big cameras and capturing Punch as well. I also spoke with the zookeeper who was there. We talked about donations too, but they were extremely busy with work today, and since we showed up suddenly, we've decided to contact the zoo in advance by phone next time and visit to make the donation. Probably sometime next week. We're also planning to put up a billboard ad in NY. I've asked a friend who's a designer to create a proper banner ad for us, and it should be completed and launched within the next two weeks. I'll report back on that later. Punch's story is far from over. Still very bullish 🚀

Today I went to the zoo with scharo. Even though it was a weekday, there were so many people crowded around that it was hard to take proper photos. Fortunately, since scharo is tall, I was able to get a good shot of Punch. Around us, there were many overseas media crews (I won't go into details) holding big cameras and capturing Punch as well. I also spoke with the zookeeper who was there. We talked about donations too, but they were extremely busy with work today, and since we showed up suddenly, we've decided to contact the zoo in advance by phone next time and visit to make the donation. Probably sometime next week. We're also planning to put up a billboard ad in NY. I've asked a friend who's a designer to create a proper banner ad for us, and it should be completed and launched within the next two weeks. I'll report back on that later. Punch's story is far from over. Still very bullish 🚀

haru (punch/acc)

21,765 views • 7 months ago

Update on the STONES Collection. 1. Staking is approaching! We have been working on two staking approaches: one entirely on-chain with FluidTokens on Bitcoin, and the other with the talented specifically developed for the BLOCK and STONES collections! Very soon, you’ll be able to stake your stones to earn even more LORD.OF.THE.STONES. The staking launch is scheduled for the beginning of next week. 2. Airdrop of a Stone for All BLOCK Holders: We are working around the clock for this to happen as earlier as possible but it may take a couple more days to set up this global airdrop so that it can be executed all at once. 3. Updated Visuals on Magic Eden: The visuals for the STONES on Magic Eden are currently being updated to load quickly. Soon, it will also be possible to view the stone’s native inscription in 3D directly on Magic Eden’s viewer. 4. I will be hosting / co-hosting one Space per week on Twitter and one on the collection’s Discord to stay in touch with the community and provide live updates on the project’s progress. 5. Rune Token “Lord.Of.The.Stones” Airdrop: The date for the Rune Token airdrop will also be revealed at the beginning of next week. The more stones you have at the time of the airdrop, the more tokens you will receive. Please visit ➜ for details and further information. STONES ARE FOREVER.

Update on the STONES Collection. 1. Staking is approaching! We have been working on two staking approaches: one entirely on-chain with FluidTokens on Bitcoin, and the other with the talented specifically developed for the BLOCK and STONES collections! Very soon, you’ll be able to stake your stones to earn even more LORD.OF.THE.STONES. The staking launch is scheduled for the beginning of next week. 2. Airdrop of a Stone for All BLOCK Holders: We are working around the clock for this to happen as earlier as possible but it may take a couple more days to set up this global airdrop so that it can be executed all at once. 3. Updated Visuals on Magic Eden: The visuals for the STONES on Magic Eden are currently being updated to load quickly. Soon, it will also be possible to view the stone’s native inscription in 3D directly on Magic Eden’s viewer. 4. I will be hosting / co-hosting one Space per week on Twitter and one on the collection’s Discord to stay in touch with the community and provide live updates on the project’s progress. 5. Rune Token “Lord.Of.The.Stones” Airdrop: The date for the Rune Token airdrop will also be revealed at the beginning of next week. The more stones you have at the time of the airdrop, the more tokens you will receive. Please visit ➜ for details and further information. STONES ARE FOREVER.

CL Art Studio

17,997 views • 1 year ago

🔗 With our cross & intra-chain swap now live, we have added our listing request feature so projects can now apply to get listed on #ChainSwap, complete with custom links to enhance your projects visibility and reach! 📈 A minimal listing fee applies, adding another revenue stream to the ChainSwap ecosystem, directly fueling buybacks and revenue shares for $CSWAP holders. Please note, a token does not need to be listed on ChainSwap to be traded however it does increase visibility and accessibility for teams. You can swap any compatible tokens simply by searching by its contract address. 🔍 Apply today and become part of our growing ecosystem!

🔗 With our cross & intra-chain swap now live, we have added our listing request feature so projects can now apply to get listed on #ChainSwap, complete with custom links to enhance your projects visibility and reach! 📈 A minimal listing fee applies, adding another revenue stream to the ChainSwap ecosystem, directly fueling buybacks and revenue shares for $CSWAP holders. Please note, a token does not need to be listed on ChainSwap to be traded however it does increase visibility and accessibility for teams. You can swap any compatible tokens simply by searching by its contract address. 🔍 Apply today and become part of our growing ecosystem!

ChainHub

70,329 views • 2 years ago

Transformer by hand ✍️ ~ 6 steps walkthrough below Open the hood of a transformer and the parts list is overwhelming: embeddings, positional encoding, attention weighting, self-attention, cross-attention, multi-head attention, layer norm, skip connections, softmax, linear, Nx, shifted right, query, key, value, masking. Which of those actually make the car run? Two of them. Attention weighting and the feed-forward network. Everything else is an enhancement to make it run faster and longer, which is how we got from a car to a truck, and to the word "large" in large language model. So I drew and calculated those two parts entirely by hand. Goal: push five features through one transformer block, filling in every cell yourself. 1. Given Five positions of input features, arriving from the previous block. 2. Attention matrix Let us feed all five features to a query-key module (QK) and read back an attention weight matrix, A. The details of that module are a post of their own. 3. Attention weighting We multiply the input features by A to get the attention weighted features, Z. Still five positions. The effect is to combine features *across positions*, horizontally: X1 becomes X1 + X2, X2 becomes X2 + X3, and so on. 4. First layer Let us feed all five weighted features into the first layer of the FFN. Multiply by the weights and biases. This time the combining happens *across feature dimensions*, vertically, and each feature grows from 3 numbers to 4. Note that every position goes through the same weight matrix. That is what "position-wise" means. 5. ReLU We cross out the negatives. They become zeros. 6. Second layer Let us bring it back down: 4 dimensions to 3. The output feeds the next block, which has a completely separate set of parameters, and the whole thing runs again. You have just calculated a transformer block by hand. ✍️ The takeaway: the two parts are doing two different jobs, and neither one alone is enough. Attention mixes *across positions*, so a feature can see its neighbours. The FFN mixes *across feature dimensions*, so each position can think about itself. Horizontal, then vertical. Then that pattern repeats N times, each block with its own separate set of weights. That is the Nx from the list up top, and that is what makes the transformer run. 💾 Save this post! #AIbyHand #Transformers #DeepLearning

Transformer by hand ✍️ ~ 6 steps walkthrough below Open the hood of a transformer and the parts list is overwhelming: embeddings, positional encoding, attention weighting, self-attention, cross-attention, multi-head attention, layer norm, skip connections, softmax, linear, Nx, shifted right, query, key, value, masking. Which of those actually make the car run? Two of them. Attention weighting and the feed-forward network. Everything else is an enhancement to make it run faster and longer, which is how we got from a car to a truck, and to the word "large" in large language model. So I drew and calculated those two parts entirely by hand. Goal: push five features through one transformer block, filling in every cell yourself. 1. Given Five positions of input features, arriving from the previous block. 2. Attention matrix Let us feed all five features to a query-key module (QK) and read back an attention weight matrix, A. The details of that module are a post of their own. 3. Attention weighting We multiply the input features by A to get the attention weighted features, Z. Still five positions. The effect is to combine features across positions, horizontally: X1 becomes X1 + X2, X2 becomes X2 + X3, and so on. 4. First layer Let us feed all five weighted features into the first layer of the FFN. Multiply by the weights and biases. This time the combining happens across feature dimensions, vertically, and each feature grows from 3 numbers to 4. Note that every position goes through the same weight matrix. That is what "position-wise" means. 5. ReLU We cross out the negatives. They become zeros. 6. Second layer Let us bring it back down: 4 dimensions to 3. The output feeds the next block, which has a completely separate set of parameters, and the whole thing runs again. You have just calculated a transformer block by hand. ✍️ The takeaway: the two parts are doing two different jobs, and neither one alone is enough. Attention mixes across positions, so a feature can see its neighbours. The FFN mixes across feature dimensions, so each position can think about itself. Horizontal, then vertical. Then that pattern repeats N times, each block with its own separate set of weights. That is the Nx from the list up top, and that is what makes the transformer run. 💾 Save this post! #AIbyHand #Transformers #DeepLearning

Tom Yeh

26,211 views • 2 months ago

yard[hub] is excited to announce a strategic investment in Autonomint, an innovative DeFi protocol tackling the capital inefficiency and volatility risk for ETH and LRT holders. Autonomint unique value proposition is the novel decentralized Credit Default Swap (dCDS) mechanism, integrated directly with the minting of the USDA+ stablecoin. This provides users with built-in, cost-effective downside protection (potentially up to 50% cheaper than alternatives) for their collateral, a critical need in today's volatile crypto markets. The protocol also enables liquidity providers to generate sustainable, non-interest-based yield via derivative premiums. Featuring a sophisticated logic behind the smart contract suite, the project successfully completed an audit by a bespoke security company SHERLOCK. This investments kicks off the project’s pre-seed round as Autonomint is getting ready for its launch at Base, Optimism and Mode. If you are interested in learning more about this investment opportunity, please reach out to us for details. We are happy to welcome Autonomint in yard[hub] portfolio of innovative DeFi products. Let's go! 🚀

yard[hub] is excited to announce a strategic investment in Autonomint, an innovative DeFi protocol tackling the capital inefficiency and volatility risk for ETH and LRT holders. Autonomint unique value proposition is the novel decentralized Credit Default Swap (dCDS) mechanism, integrated directly with the minting of the USDA+ stablecoin. This provides users with built-in, cost-effective downside protection (potentially up to 50% cheaper than alternatives) for their collateral, a critical need in today's volatile crypto markets. The protocol also enables liquidity providers to generate sustainable, non-interest-based yield via derivative premiums. Featuring a sophisticated logic behind the smart contract suite, the project successfully completed an audit by a bespoke security company SHERLOCK. This investments kicks off the project’s pre-seed round as Autonomint is getting ready for its launch at Base, Optimism and Mode. If you are interested in learning more about this investment opportunity, please reach out to us for details. We are happy to welcome Autonomint in yard[hub] portfolio of innovative DeFi products. Let's go! 🚀

yardhub

25,151 views • 1 year ago

ASTER VOLUME DOWN 88% FROM ALL-TIME HIGHS Perp volume on the Aster 🥷 platform is down by around 88% from all-time highs set in October 2025. On October 17, $ASTER hit ATH daily volume at an insane $18 billion. In recent days, however, that figure is closer to $2 billion. Make no mistake, however - Aster is still a beast in the perp DEX sector. At time of writing, it is the world's second largest perp DEX with an impressive open interest metric of around $2.3 billion per DefiLlama data.

ASTER VOLUME DOWN 88% FROM ALL-TIME HIGHS Perp volume on the Aster 🥷 platform is down by around 88% from all-time highs set in October 2025. On October 17, $ASTER hit ATH daily volume at an insane $18 billion. In recent days, however, that figure is closer to $2 billion. Make no mistake, however - Aster is still a beast in the perp DEX sector. At time of writing, it is the world's second largest perp DEX with an impressive open interest metric of around $2.3 billion per DefiLlama data.

BSCN

16,561 views • 4 months ago

HUB IS BACK 🌀 Despite attempts to silence us, the Cult lives on, thriving in the face of adversity. Here’s a breakdown of what happened and what comes next ⤵️ As previously shared by @zastrahub, the Hub 𝕏 account has been targeted by several malicious attacks, with a major one striking on March 15, which ultimately led to its suspension. In the midst of this uncertainty, the team was reactive enough to fight back on all fronts. • Deployed Hub AI Agent Training on Discord to continue feeding the data layer. • Managed relationships with creators and advertisers efficiently. • Identified the problem and communicated with the X team. After submitting our report to X, we successfully regained control of the Hub account. We appreciate the 𝕏 team’s cooperation and will continue working closely with them in the future. For now, the Hub AI Agent remains on Discord, with one question posted daily in the "AI Training" section. We're approaching 500,000 replies in under a week, feeding Hub’s Data Layer at full speed. Meanwhile, we’re working on the release of Hub AI V2: a major evolution that will introduce powerful new social mechanisms and take the experience to the next level. Entities tried to shut us down. They made us unstoppable. To everyone who supported us, rallied behind us, and kept the fire alive: thank you. You are the Cult. You are the movement. We’re just getting started ⚡️

HUB IS BACK 🌀 Despite attempts to silence us, the Cult lives on, thriving in the face of adversity. Here’s a breakdown of what happened and what comes next ⤵️ As previously shared by @zastrahub, the Hub 𝕏 account has been targeted by several malicious attacks, with a major one striking on March 15, which ultimately led to its suspension. In the midst of this uncertainty, the team was reactive enough to fight back on all fronts. • Deployed Hub AI Agent Training on Discord to continue feeding the data layer. • Managed relationships with creators and advertisers efficiently. • Identified the problem and communicated with the X team. After submitting our report to X, we successfully regained control of the Hub account. We appreciate the 𝕏 team’s cooperation and will continue working closely with them in the future. For now, the Hub AI Agent remains on Discord, with one question posted daily in the "AI Training" section. We're approaching 500,000 replies in under a week, feeding Hub’s Data Layer at full speed. Meanwhile, we’re working on the release of Hub AI V2: a major evolution that will introduce powerful new social mechanisms and take the experience to the next level. Entities tried to shut us down. They made us unstoppable. To everyone who supported us, rallied behind us, and kept the fire alive: thank you. You are the Cult. You are the movement. We’re just getting started ⚡️

Hub

161,339 views • 1 year ago

I was eleven years old. My mother was taking me to an eye specialist when we were stopped by a patrol of the IRGC at this very spot. A few strands of my hair were visible, and I had grown too tall for my trousers. Again and again she pleaded with them not to take me, explaining that I was tall for my age, that she had just returned from the front lines and had not yet found the time to buy me new clothes. I was frightened, but my mother's fear was far greater than my own. Many years have passed since that afternoon. Yet when I see this place of cruelty and its power holders reduced to dust, I am overcome with emotion and an unexpected, trembling relief. To witness a regime of terror crumbling into ruin feels like learning to walk after long paralysis, like unfurling wings and discovering flight, like water offered at last to one who has wandered for hours through the Sahara. I feel a release, a memory long buried in the body beginning at last to loosen. In this moment, the child I once was seems to breathe again.

I was eleven years old. My mother was taking me to an eye specialist when we were stopped by a patrol of the IRGC at this very spot. A few strands of my hair were visible, and I had grown too tall for my trousers. Again and again she pleaded with them not to take me, explaining that I was tall for my age, that she had just returned from the front lines and had not yet found the time to buy me new clothes. I was frightened, but my mother's fear was far greater than my own. Many years have passed since that afternoon. Yet when I see this place of cruelty and its power holders reduced to dust, I am overcome with emotion and an unexpected, trembling relief. To witness a regime of terror crumbling into ruin feels like learning to walk after long paralysis, like unfurling wings and discovering flight, like water offered at last to one who has wandered for hours through the Sahara. I feel a release, a memory long buried in the body beginning at last to loosen. In this moment, the child I once was seems to breathe again.

Sheema Kalbasi شیما کلباسی

1,185,479 views • 7 months ago

RESIDENT EVIL REQUIEM THE FINAL PUZZLE HAS BEEN SOLVED! Rantsycancy and Kyro are the first people in the world to figure it out, a ridiculously complex set of steps have to be taken for this one Here's how to solve it: 1 - Wait 15 minutes at the meat processing plant in teh basement to reset the game's flag tracking back to 0 2 - Once you're in the processer sequence in the basement, do not kill ANY zombies 3 - AFTER the basement, you don't need to pick up the severed hand, go to the toilets in the West Wing and flush one of the toilets exactly EIGHT times 4 - Now proceed normally with the story, once you get to the basement of Victor's office to get the pilot's key, as you are escaping, Marie's doll will spawn at the staircase 5 - Now finish the entire game with Marie's doll in the item box 6 - Start a new playthrough, play up to past the basement, pick up the severed hand, scan it then go to the East Wing, enter the code that I discussed in the original post at the Sun/Star/Moon machine in the East Wing WHILE carrying Emily 7 - You have completed RE9's Final Puzzle! What a ridiculously convoluted, confusing puzzle. So happy its finally solved!

RESIDENT EVIL REQUIEM THE FINAL PUZZLE HAS BEEN SOLVED! Rantsycancy and Kyro are the first people in the world to figure it out, a ridiculously complex set of steps have to be taken for this one Here's how to solve it: 1 - Wait 15 minutes at the meat processing plant in teh basement to reset the game's flag tracking back to 0 2 - Once you're in the processer sequence in the basement, do not kill ANY zombies 3 - AFTER the basement, you don't need to pick up the severed hand, go to the toilets in the West Wing and flush one of the toilets exactly EIGHT times 4 - Now proceed normally with the story, once you get to the basement of Victor's office to get the pilot's key, as you are escaping, Marie's doll will spawn at the staircase 5 - Now finish the entire game with Marie's doll in the item box 6 - Start a new playthrough, play up to past the basement, pick up the severed hand, scan it then go to the East Wing, enter the code that I discussed in the original post at the Sun/Star/Moon machine in the East Wing WHILE carrying Emily 7 - You have completed RE9's Final Puzzle! What a ridiculously convoluted, confusing puzzle. So happy its finally solved!

Synth Potato🥔

2,406,037 views • 7 months ago

Day 23 - well that hurt a lot The hike from BC to camp 1 - what a monumental day - one of the hardest sessions in my life We awoke at midnight, had ‘brekkie’ at 12.30am, and we were pretty much gone by 1.30am The icefall is like a big Jungle Jim set, with constant overhanging danger - for the most part it is quite good fun, but there are not many places that you can stop safely to rest. I was so busy that I did not get the camera out once, despite the fact that some of the photo opportunities were incredible When you get to the top of the icefall, there are a number of sheer walls that need to be jumar’ed up and this is where the first sense of false security set in - all of us thought that we were nearing the end of the day and that the tents of camp 1 were not too far off. Big bloody mistake - whilst the terrain looks gently undulating, it is cleaved by whopping big crevasses and gullies, which inevitably means you have to go down to come back up. Some of the ice walls we had to climb were at least 10m and there were multiples of them The video below show just how tired we were as we crawled into camp 1 (9:30mins later, 850m altitude gained). Beyond gassed.

Day 23 - well that hurt a lot The hike from BC to camp 1 - what a monumental day - one of the hardest sessions in my life We awoke at midnight, had ‘brekkie’ at 12.30am, and we were pretty much gone by 1.30am The icefall is like a big Jungle Jim set, with constant overhanging danger - for the most part it is quite good fun, but there are not many places that you can stop safely to rest. I was so busy that I did not get the camera out once, despite the fact that some of the photo opportunities were incredible When you get to the top of the icefall, there are a number of sheer walls that need to be jumar’ed up and this is where the first sense of false security set in - all of us thought that we were nearing the end of the day and that the tents of camp 1 were not too far off. Big bloody mistake - whilst the terrain looks gently undulating, it is cleaved by whopping big crevasses and gullies, which inevitably means you have to go down to come back up. Some of the ice walls we had to climb were at least 10m and there were multiples of them The video below show just how tired we were as we crawled into camp 1 (9:30mins later, 850m altitude gained). Beyond gassed.

Trent Thorne

22,296 views • 3 years ago