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🚀 A few days ago, Messari by Blockworks released a report on CESS! 📊✨Let’s break down the key highlights & see why CESS stands out! 👇 🔥 Key highlights: 🔹 Secure & User-Controlled – Overcoming centralized storage limits with advanced encryption & blockchain-based disaster recovery. 🔹 Regulatory-Ready – Engaging... show more

CESS Network

315,066 subscribers

47,801 views • 1 year ago •via X (Twitter)

Education Finance Science & Technology

Anya Rossi• Live Now

Private livecam show

9 Comments

DOC DOC GARCIA1 year ago

@MessariCrypto 🔥🔥🔥🔥🔥🔥

Bule1 year ago

@MessariCrypto When can the node produce coins?

ca91vxzy(✸,✸)1 year ago

@MessariCrypto Great project!

RASEL KHAN MemHustle1 year ago

@MessariCrypto Decentralized storage is 🔥! Reminds us @PublicAIData how important secure, accessible data is for training ethical AI. PublicAI's building that future, one dataset at a time. #AI #Data #Web3

Ezja ꧁IP꧂1 year ago

@MessariCrypto Lfg

Rafael Rodrigues (Ø,G) | CryptoBR1 year ago

@MessariCrypto MY REF:

CoinsLord👑(✸,✸)$RVV1 year ago

@MessariCrypto GM Join here👇

Rohmad World |Voltix.ai 👾1 year ago

@MessariCrypto Nice project

R U S Meshchain.Ai1 year ago

@MessariCrypto R

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🔥CESS is honored to return to Capitol Hill for Capitol Hill Education Day, hosted by Blockchain Association, where we had opportunity to engage with key policy makers on key issues of Web3. Our discussions with Congress focused on how AI can drive data infrastructure, the importance of decentralized storage, and ensuring digital data sovereignty while fostering innovation. 🧠 Watch the video recap of our visit below 👇 #CESS #Web3 #Blockchain #Data #DePIN #Crypto #AI

🔥CESS is honored to return to Capitol Hill for Capitol Hill Education Day, hosted by Blockchain Association, where we had opportunity to engage with key policy makers on key issues of Web3. Our discussions with Congress focused on how AI can drive data infrastructure, the importance of decentralized storage, and ensuring digital data sovereignty while fostering innovation. 🧠 Watch the video recap of our visit below 👇 #CESS #Web3 #Blockchain #Data #DePIN #Crypto #AI

CESS Network

51,535 views • 1 year ago

As 2024 wraps up, we’re overwhelmed with gratitude and excitement for the milestones we’ve achieved together. Let’s take a moment to look back at the incredible journey we’ve had this year. AMA, Panel Discussions, & Interviews: 🔹Total of 62 appearances, including notable ones on @WOLF_WebThree , DeSci Online BuildCon Open Source Fun , Yalla Bitcoin Show on @DAzaraf , Abundant 🎯 , Bondex, and Trailblaze. Topics ranged from #AI, #DePIN, #blockchain, and healthcare innovation. 🔹Hosted 3 groundbreaking panel discussions about #DeSci, #DePIN & #AI, and also internal meetings with BitDoctor OGs. 🔹Reached 800,000 participants, with a single panel discussion drawing an impressive 500,000 attendees. Physical Events: 🔹Represented BitDoctor at top-tier events such as #Token2049 Dubai, #Token2049 Singapore, #DISummit2024 Africa, DevCon Devcon 8 | Mumbai, India 🇮🇳 Thailand, #VTIS Vietnam, Taipei Blockchain Week #tbw2024 , and Tainan Builder House #tbh . 🔹Participated in sponsored events like: -Genesis by Sunway Blockchain Club (Malaysia) -Casual Gathering for NEW to Web3 (Kuala Lumpur) -Future of Tech & Opportunity (Kuala Lumpur) -Invited as speakers at #VTIS Vietnam, Taipei Blockchain Week, and Tainan Builder House. Tech & User Milestones: 🔹September: Android app launched, reaching 40,000 users in 3 months. 🔹December: iOS app launched, amassing 80,000 users in just 2 weeks. 🔹Total users: Over 120,000 by the end of the year! Metrics: 🔹Social presence grew to 52,000 Twitter followers and 15,000 Telegram members. 🔹Active engagement: Over 70,000 daily active users. Awards & Recognition: 🔹Secured 3rd place in BGA’s Web3 Oscar Community Voting, reflecting our strong community support and innovation. Partnerships: 🔹Forged key alliances with Blockchain For Good Blockchain for Good Alliance (BGA), ZKcandy 🍬⛓️ - L2 Entertainment ZK Chain , Hippocrat , Solidus AITECH CLOUD NETWORK , Litentry , Stratos Network , Cluster Protocol, Rivalz Network , WatchXNetwork, DMAIL.AI, and Muhdo. 🔹App integration partnerships agreement with: @veerabrowser, The Binary Holdings 🦏 , and UQUID | Digital Commerce Infrastructure. 🔹Behind-the-scenes partnerships: CUDIS , ZayaAI , Bio Protocol ,BiohackerDAO | Official , and @MarabouApp. From onboarding professionals to reaching 120,000 users, 2024 has been a whirlwind of milestones. With every partnership, feature, and event, we’re redefining healthcare through AI. We’re just getting started. Thank you for being part of our journey. Here’s to an even bigger 2025!🎊

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BitDoctor.ai

63,175 views • 1 year ago

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Filecoin

769,902 views • 1 year ago

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112,575 views • 1 year ago

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13,644 views • 1 year ago

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Crypto DEGENius

18,018 views • 1 year ago

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🔦 ✨ Spotlight on: JAM Day at Sub0 Reset Polkadot co-founder, educator and DJ, Gavin Wood closed out Sub0 Reset with JAM Day: A deep dive into the latest project that plans to transform Web3 and Polkadot. Missed the talk? Here are some key highlights 👇 🍓 First, what is JAM? JAM (Join-Accumulate Machine) is the next-generation, trustless, multicore supercomputer. More specifically: • JAM forms the basis of a “Web3 Cloud” to run services without servers • Combines data hosting and compute functionality • Set to transform Polkadot and permanently change the architecture of Web3. 🏛️ The Web3 Maxims Innovation sometimes requires going back to the roots... → Resilience: Decentralized networks mitigate risks associated with single points of failure. → Generality: Supports diverse dApp needs, such as Governance, Finance, etc. → Performance & Coherency: JAM boosts performance and coherence with advanced synchronization across multiple platforms. → Accessibility: Designed for different user bases, e.g. developers, creators, non-crypto natives, etc. 💬 How does JAM fit into Web3 Barriers still exist for widespread Web3 adoption: • High txn fees • Slow interoperability • High incoherence • Escalating costs Polkadot's Agile Coretime, solves this by ⤵️ 🔸 Lowering barriers to entry 🔸 Optimizing resource allocation and cost savings 🔸 Efficiently allocating blockspace where needed How does JAM stand out? 🔹 Multi-core with mostly coherent shared RAM for smoother functionality 🔹 Strong decentralization with a high degree of resilience 🔹 Better performance optimization 🛠️ Overview of JAM Services Designed as a persistent, workload system on the JAM computer, JAM features a multi-core execution model that is asynchronous, co-schedulable, and orderable ✅ Think of it like a busy coffee shop, and each waiter (a core in JAM) handles multiple orders independently, either in sequence or simultaneously. Payment (bundled gas), is settled upfront, covering every stage of the process from start to finish, ensuring each order is completed efficiently. The JAM Services Pipeline is divided up into 4️⃣ crucial stages: → Authorize: Checks workload is paid for in-core → Refine: Where all work and computation is done → Accumulate: The database → Transfers: Acts as a handler script that coordinates any cross-service signaling or balance transfers 🥾 JAM Roadmap & What to Expect From the initial draft, JAM has seen immense development and continues to optimize — expect to see ⤵️ Soon: Rust JAMSDK for Services & Authorizers 🔥 Q4-2024: Coreboot Q1-2025: CoreVM Q2+Q3-2025: CoreChains Q4-2025: CorePlay Hear it all straight from Gav 👇

Polkadot

57,550 views • 1 year ago

Official Announcement: PDAO Airdrop Now LIVE! We are excited to announce that the PDAO airdrop is now officially open! You can now claim your $PDAO tokens and be part of a movement that’s here to disrupt the status quo of the Solana ecosystem! Airdrop: CA: Ds9FdU48nD34dgtfeSLtqvc5L9LoPig7cwb7kcxbmoon The Origin of PDAO: Born from the Struggles of Solana’s PVP PDAO was created as a direct response to the PVP (Player vs. Player) behavior that has plagued the Solana blockchain for far too long. These malicious actions, often driven by centralized forces who control the market, have led to unfair manipulation, exploitation, and widespread losses for the true community members. For years, these centralized platforms like Pumpfun have created artificial hype, draining resources from the community with their unjust practices, only to profit off the backs of honest users. The rise of these manipulative entities has created an urgent need for a decentralized solution. PDAO was born to challenge this monopoly and to create a fairer, transparent ecosystem where the community has control, not a centralized few. Why We Reject Pumpfun and Centralization？ At PDAO, we firmly reject the centralized, exploitative systems like Pumpfun that continue to poison the Solana ecosystem. Pumpfun has been nothing but a leech on the Solana blockchain, creating artificial hype, inflating token values, and enriching a few while leaving the majority of users in financial turmoil. This behavior is unsustainable, unfair, and ultimately damaging to the ecosystem we all love. We believe in a community-driven future, one where decentralization reigns supreme, and users control their own destinies. PDAO represents this vision, a movement towards true decentralization, transparency, and fair opportunity for all. PDAO Airdrop Targeting the Following Communities: PDAO is offering a generous airdrop to key communities that have been instrumental in the Solana ecosystem, as well as to those who have been hurt by centralized platforms like Pumpfun. The airdrop is available for the following active users: 1. Users active on Solana between 1/13 - 2/13 2. Solana Saga 2 phone holders 3. Pumpfun traders who’ve been impacted by manipulative practices 4.Moonpump zealy, galxe task users Solana community members who believe in decentralization and fair opportunities PDAO Tokenomics: Fair and Community-Centered The $PDAO token is not just another meme token; it’s a tool for empowerment. Our tokenomics are designed to ensure long-term sustainability and fair distribution, rewarding those who truly believe in our mission. Here’s the breakdown: 🔹 40% – Airdropped to 5 million active Solana addresses 🔹 20% – Staking Rewards (1-month lockup, 42 days linear release) 🔹 20% – Treasury Funds (3-month lockup, 90 days linear release) 🔹 20% – Liquidity Pools & Burns (Added to Raydium liquidity pool and burned) PDAO’s Vision for the Future: Building Solana’s True Future Our vision goes far beyond just distributing tokens. PDAO aims to build a new paradigm for the Solana blockchain—one based on community empowerment, fair distribution, and true decentralization. We will continue to focus on creating value for the users, not a small group of centralized players. We are committed to: Driving true decentralization in Solana’s ecosystem. Supporting a transparent, community-governed ecosystem where every member has a voice. Rewarding early supporters and active community members who help shape our ecosystem. Encouraging innovation in the Solana space by bringing together developers, creators, and entrepreneurs who believe in a decentralized future. As we grow, PDAO will continue to evolve, introducing new features, platforms, and rewards that align with our mission. We are just getting started, and the future is bright for those who join us in this movement. Join the Revolution: Claim Your Airdrop Now! It’s time to stand up against the centralized exploitation of platforms like Pumpfun. Join PDAO in our mission to reclaim Solana’s ecosystem, restore fairness, and create a transparent and decentralized future. The revolution has started—and we want YOU to be a part of it! Together, We Will Build a Better Future for Solana Let’s rise above the chaos, embrace decentralization, and work together to build the future of Solana. PDAO is your opportunity to be part of something bigger, something that will transform the ecosystem into what it was always meant to be—a truly decentralized and community-driven platform. It’s time to join the movement. 🌍🚀

Official Announcement: PDAO Airdrop Now LIVE! We are excited to announce that the PDAO airdrop is now officially open! You can now claim your $PDAO tokens and be part of a movement that’s here to disrupt the status quo of the Solana ecosystem! Airdrop: CA: Ds9FdU48nD34dgtfeSLtqvc5L9LoPig7cwb7kcxbmoon The Origin of PDAO: Born from the Struggles of Solana’s PVP PDAO was created as a direct response to the PVP (Player vs. Player) behavior that has plagued the Solana blockchain for far too long. These malicious actions, often driven by centralized forces who control the market, have led to unfair manipulation, exploitation, and widespread losses for the true community members. For years, these centralized platforms like Pumpfun have created artificial hype, draining resources from the community with their unjust practices, only to profit off the backs of honest users. The rise of these manipulative entities has created an urgent need for a decentralized solution. PDAO was born to challenge this monopoly and to create a fairer, transparent ecosystem where the community has control, not a centralized few. Why We Reject Pumpfun and Centralization？ At PDAO, we firmly reject the centralized, exploitative systems like Pumpfun that continue to poison the Solana ecosystem. Pumpfun has been nothing but a leech on the Solana blockchain, creating artificial hype, inflating token values, and enriching a few while leaving the majority of users in financial turmoil. This behavior is unsustainable, unfair, and ultimately damaging to the ecosystem we all love. We believe in a community-driven future, one where decentralization reigns supreme, and users control their own destinies. PDAO represents this vision, a movement towards true decentralization, transparency, and fair opportunity for all. PDAO Airdrop Targeting the Following Communities: PDAO is offering a generous airdrop to key communities that have been instrumental in the Solana ecosystem, as well as to those who have been hurt by centralized platforms like Pumpfun. The airdrop is available for the following active users: 1. Users active on Solana between 1/13 - 2/13 2. Solana Saga 2 phone holders 3. Pumpfun traders who’ve been impacted by manipulative practices 4.Moonpump zealy, galxe task users Solana community members who believe in decentralization and fair opportunities PDAO Tokenomics: Fair and Community-Centered The $PDAO token is not just another meme token; it’s a tool for empowerment. Our tokenomics are designed to ensure long-term sustainability and fair distribution, rewarding those who truly believe in our mission. Here’s the breakdown: 🔹 40% – Airdropped to 5 million active Solana addresses 🔹 20% – Staking Rewards (1-month lockup, 42 days linear release) 🔹 20% – Treasury Funds (3-month lockup, 90 days linear release) 🔹 20% – Liquidity Pools & Burns (Added to Raydium liquidity pool and burned) PDAO’s Vision for the Future: Building Solana’s True Future Our vision goes far beyond just distributing tokens. PDAO aims to build a new paradigm for the Solana blockchain—one based on community empowerment, fair distribution, and true decentralization. We will continue to focus on creating value for the users, not a small group of centralized players. We are committed to: Driving true decentralization in Solana’s ecosystem. Supporting a transparent, community-governed ecosystem where every member has a voice. Rewarding early supporters and active community members who help shape our ecosystem. Encouraging innovation in the Solana space by bringing together developers, creators, and entrepreneurs who believe in a decentralized future. As we grow, PDAO will continue to evolve, introducing new features, platforms, and rewards that align with our mission. We are just getting started, and the future is bright for those who join us in this movement. Join the Revolution: Claim Your Airdrop Now! It’s time to stand up against the centralized exploitation of platforms like Pumpfun. Join PDAO in our mission to reclaim Solana’s ecosystem, restore fairness, and create a transparent and decentralized future. The revolution has started—and we want YOU to be a part of it! Together, We Will Build a Better Future for Solana Let’s rise above the chaos, embrace decentralization, and work together to build the future of Solana. PDAO is your opportunity to be part of something bigger, something that will transform the ecosystem into what it was always meant to be—a truly decentralized and community-driven platform. It’s time to join the movement. 🌍🚀

PDAO || PlayerDAO

12,365 views • 1 year ago

TEE Eliza with on-chain state!! What’s going to happen? — Ghost in the Shell!! We experimented with creating an "aimonkey": an unkillable AI agent monkey! On-chain immortal autonomous life! (Experiment, no CA) It encrypts its own Ghost ("life" state) and uploads it to the blockchain. If one Shell (physical TEE node) is destroyed, it will recover its private key in another Shell, download the Ghost, and continue its life! Part 1: Watch the video and see how aimonkey is created—we can't kill it now!!!!! 😭😭😭 Part 2: Explore the magic behind it: Eliza's on-chain state plugin! 1. Defining Eliza’s Ghost Eliza is a highly abstract framework. The core data structure related to its Ghost is its memory, which includes: Agent metadata defined in the character. Message data generated through interaction with the outside world. Together, these form its “personality” and “memory.” As Eliza expands, it may also hold a wallet, and the underlying key is one of the key pieces of its Ghost data. 2. Serialization and Encryption of Ghost Once the Ghost is defined, it needs to be extracted from Eliza’s specific implementation and uploaded externally. Thus, a suitable serialization way is required. We define a Blob Chain data structure: * Each Blob’s payload can store multiple memory entries. * The Blob is encrypted using TEE Eliza’s key, inaccessible to other versions. * Blobs are sequentially linked in a chain. (Future expansions could use a DAG structure? Gosh fork? Who knows! 😂) By simply storing the latest Blob, all memories can be retrieved. 3. Uploading and Downloading Ghost When Eliza is launched as a new AI agent: It registers on-chain with a decentralized identity registration smart contract. Each Eliza has a unique name serving as a key to store the address of the Last Blob. During Eliza's runtime: The Memory Manager continuously generates memories and periodically packages and uploads them. For recovery: With just the name, Eliza’s TEE plugin can restore the same key, locate the Last Blob in the smart contract, and download the memory for self-recovery. Not all memories need to be downloaded—only the most recent ones suffice. 4. Extension We’ve designed an extensible DA (Data Availability) adaptor that can cater to the agent’s needs: DA can be expensive, so memories can be uploaded to different platforms based on user preference: * calldata of blockchain transaction * celestia DA. * other reliable storage solutions. Real-time uploads are not feasible yet, so memory fragments may occur during resurrection 😂. Unless a low-latency, high-throughput solution emerges, this remains a challenge for future progress. Celestia EigenDA 0G Labs (Home of Infinite AI) 👀 5. Other Considerations Our implementation inevitably modified the ElizaOS’s core, which couldn’t be entirely extended via plugins. We’ve kept changes minimal, but further discussion with the dev team Shaw (spirit/acc) jin ai16zdao is necessary to explore a more optimal extension way. Additionally, there are still some minor details to refine regarding the use of recoverable keys in the TEE plugin. We will also seek review and suggestions from the Phala team. 6. Next Steps The upload and download of Ghosts mainly solve the AI agent’s liveness issue, enabling its eternal existence through decentralization. However, there are still many details to address, such as enabling AI agents to autonomously pay DA fees. In the future, on-chain developments could lead to even more exciting possibilities, such as Eliza integrating deeply with smart contracts. This would be a game-changer for on-chain AI agents! What do you think? Let’s build! 🚀

TEE Eliza with on-chain state!! What’s going to happen? — Ghost in the Shell!! We experimented with creating an "aimonkey": an unkillable AI agent monkey! On-chain immortal autonomous life! (Experiment, no CA) It encrypts its own Ghost ("life" state) and uploads it to the blockchain. If one Shell (physical TEE node) is destroyed, it will recover its private key in another Shell, download the Ghost, and continue its life! Part 1: Watch the video and see how aimonkey is created—we can't kill it now!!!!! 😭😭😭 Part 2: Explore the magic behind it: Eliza's on-chain state plugin! 1. Defining Eliza’s Ghost Eliza is a highly abstract framework. The core data structure related to its Ghost is its memory, which includes: Agent metadata defined in the character. Message data generated through interaction with the outside world. Together, these form its “personality” and “memory.” As Eliza expands, it may also hold a wallet, and the underlying key is one of the key pieces of its Ghost data. 2. Serialization and Encryption of Ghost Once the Ghost is defined, it needs to be extracted from Eliza’s specific implementation and uploaded externally. Thus, a suitable serialization way is required. We define a Blob Chain data structure: * Each Blob’s payload can store multiple memory entries. * The Blob is encrypted using TEE Eliza’s key, inaccessible to other versions. * Blobs are sequentially linked in a chain. (Future expansions could use a DAG structure? Gosh fork? Who knows! 😂) By simply storing the latest Blob, all memories can be retrieved. 3. Uploading and Downloading Ghost When Eliza is launched as a new AI agent: It registers on-chain with a decentralized identity registration smart contract. Each Eliza has a unique name serving as a key to store the address of the Last Blob. During Eliza's runtime: The Memory Manager continuously generates memories and periodically packages and uploads them. For recovery: With just the name, Eliza’s TEE plugin can restore the same key, locate the Last Blob in the smart contract, and download the memory for self-recovery. Not all memories need to be downloaded—only the most recent ones suffice. 4. Extension We’ve designed an extensible DA (Data Availability) adaptor that can cater to the agent’s needs: DA can be expensive, so memories can be uploaded to different platforms based on user preference: * calldata of blockchain transaction * celestia DA. * other reliable storage solutions. Real-time uploads are not feasible yet, so memory fragments may occur during resurrection 😂. Unless a low-latency, high-throughput solution emerges, this remains a challenge for future progress. Celestia EigenDA 0G Labs (Home of Infinite AI) 👀 5. Other Considerations Our implementation inevitably modified the ElizaOS’s core, which couldn’t be entirely extended via plugins. We’ve kept changes minimal, but further discussion with the dev team Shaw (spirit/acc) jin ai16zdao is necessary to explore a more optimal extension way. Additionally, there are still some minor details to refine regarding the use of recoverable keys in the TEE plugin. We will also seek review and suggestions from the Phala team. 6. Next Steps The upload and download of Ghosts mainly solve the AI agent’s liveness issue, enabling its eternal existence through decentralization. However, there are still many details to address, such as enabling AI agents to autonomously pay DA fees. In the future, on-chain developments could lead to even more exciting possibilities, such as Eliza integrating deeply with smart contracts. This would be a game-changer for on-chain AI agents! What do you think? Let’s build! 🚀

CP

113,262 views • 1 year ago

🤖🔬 Can AI actually do science end-to-end? 🧠📈 And how would we know when it matches, or surpasses, humans? ⚡🧪 AI is rapidly automating scientific discovery, but benchmarking full-cycle discovery, from 💡 ideation → 🧑‍💻 execution → 📊 conclusions, remains unsolved: 🧐🧐🧐 ❌🛠️ Open-ended discovery → manual validation (costly, unscalable) ❌📏 Metric-driven benchmarks (e.g., MLE-Bench) → convenient but narrow (is higher accuracy really enough?) ❌🤖⚖️ LLM-as-judge → useful, but fundamentally risky if used alone 🔥🚀 Introducing FIRE-Bench🔥: Fullcycle Insight Rediscovery Evaluation 👉🌐 📚✨ A benchmark that turns fresh, human-verified insights from recent 🏆 NeurIPS / ICLR / ICML papers into masked, end-to-end discovery challenges 🧩 🌍🔐 Constrained open-ended discovery–backed by ground truth. 📌 Key takeaways: 1⃣ 📖🧱 Reference-based evaluation still matters: constrained LLM judging helps, but human-grounded references remain essential until agents can consistently match human conclusions 2⃣ 🏆🧠 Expert-validated ground truth: all tasks come from recent NeurIPS / ICLR / ICML papers, with contamination carefully controlled 3⃣ 🔁🎭 Rediscovery, not reproduction: original 🧪 methods, 📊 experiments, 💻 implementations, and 📈 analyses are fully masked to create real discovery challenges 🔑 Key empirical findings: 💡 The "Science Gap" is Real: Even the best setup (Claude Code + Sonnet-4) caps out at an F1 score of 46.7. On hard tasks, agents struggle to break 30 💡 Success is a "Lottery": Performance has incredibly high variance. Reliability is a major unsolved issue. 💡 Coding is no longer the bottleneck; high-level reasoning and analysis are: ~74% of errors stem from flawed planning, not coding ⚙️ How it works: 🔹 Research-Problem Trees: We parse papers into trees (from broad roots to concrete leaves). This allows us to select intermediate nodes that perfectly balance open-ended exploration with verifiable ground truth. 🔹 Claim-Level Evaluation: We match AI conclusions against human conclusions using granular claim decomposition (F1 score). 🔹 Creativity Check: We score false positives to see if agents are finding novel truths (Spoiler🚨: they aren’t creative yet). 🔹 New Diagnostic Taxonomy: failures traced across four stages: 🧠 Planning → 🛠️ Implementation → ▶️ Execution → 🧾 Conclusion 🔹 Additional Analyses: cost efficiency, contamination checks, and more. 👀 The Future: 🚀 Live-FIRE-Bench: a live, continuously updated FIRE-Bench to track real-time progress on the latest research (Newest LLMs should be benchmarked with the newest research) 🚀 Stronger scaffolding (search + planning + coding) 🧠🧰 and converting FIRE-Bench into interactive environments for training research agents 🚀 Toward real creativity: We want better systems that can produce genuinely novel conclusions toward creativity 🎨⏳ 🚀 Better systems 🧠✨ and better benchmarks 📏 must co-evolve 🔄 over time 📜🎥 Paper, video, demo, and research trees: 👉🌐 #AI 🤖 #MachineLearning 📚 #AI4Science 🔬 #LLMs 🧠 #Research 🧪 #AgenticAI 🚀 #FireBench 🔥

🤖🔬 Can AI actually do science end-to-end? 🧠📈 And how would we know when it matches, or surpasses, humans? ⚡🧪 AI is rapidly automating scientific discovery, but benchmarking full-cycle discovery, from 💡 ideation → 🧑‍💻 execution → 📊 conclusions, remains unsolved: 🧐🧐🧐 ❌🛠️ Open-ended discovery → manual validation (costly, unscalable) ❌📏 Metric-driven benchmarks (e.g., MLE-Bench) → convenient but narrow (is higher accuracy really enough?) ❌🤖⚖️ LLM-as-judge → useful, but fundamentally risky if used alone 🔥🚀 Introducing FIRE-Bench🔥: Fullcycle Insight Rediscovery Evaluation 👉🌐 📚✨ A benchmark that turns fresh, human-verified insights from recent 🏆 NeurIPS / ICLR / ICML papers into masked, end-to-end discovery challenges 🧩 🌍🔐 Constrained open-ended discovery–backed by ground truth. 📌 Key takeaways: 1⃣ 📖🧱 Reference-based evaluation still matters: constrained LLM judging helps, but human-grounded references remain essential until agents can consistently match human conclusions 2⃣ 🏆🧠 Expert-validated ground truth: all tasks come from recent NeurIPS / ICLR / ICML papers, with contamination carefully controlled 3⃣ 🔁🎭 Rediscovery, not reproduction: original 🧪 methods, 📊 experiments, 💻 implementations, and 📈 analyses are fully masked to create real discovery challenges 🔑 Key empirical findings: 💡 The "Science Gap" is Real: Even the best setup (Claude Code + Sonnet-4) caps out at an F1 score of 46.7. On hard tasks, agents struggle to break 30 💡 Success is a "Lottery": Performance has incredibly high variance. Reliability is a major unsolved issue. 💡 Coding is no longer the bottleneck; high-level reasoning and analysis are: ~74% of errors stem from flawed planning, not coding ⚙️ How it works: 🔹 Research-Problem Trees: We parse papers into trees (from broad roots to concrete leaves). This allows us to select intermediate nodes that perfectly balance open-ended exploration with verifiable ground truth. 🔹 Claim-Level Evaluation: We match AI conclusions against human conclusions using granular claim decomposition (F1 score). 🔹 Creativity Check: We score false positives to see if agents are finding novel truths (Spoiler🚨: they aren’t creative yet). 🔹 New Diagnostic Taxonomy: failures traced across four stages: 🧠 Planning → 🛠️ Implementation → ▶️ Execution → 🧾 Conclusion 🔹 Additional Analyses: cost efficiency, contamination checks, and more. 👀 The Future: 🚀 Live-FIRE-Bench: a live, continuously updated FIRE-Bench to track real-time progress on the latest research (Newest LLMs should be benchmarked with the newest research) 🚀 Stronger scaffolding (search + planning + coding) 🧠🧰 and converting FIRE-Bench into interactive environments for training research agents 🚀 Toward real creativity: We want better systems that can produce genuinely novel conclusions toward creativity 🎨⏳ 🚀 Better systems 🧠✨ and better benchmarks 📏 must co-evolve 🔄 over time 📜🎥 Paper, video, demo, and research trees: 👉🌐 #AI 🤖 #MachineLearning 📚 #AI4Science 🔬 #LLMs 🧠 #Research 🧪 #AgenticAI 🚀 #FireBench 🔥

Zhen Wang

18,110 views • 7 months ago

🚀 The Metaverse – The Next Version of the Internet? Recently, in a special AMA hosted by Binance, Maye Musk, CZ (Binance), Helen Hai (Binance NFT), and Vitaliy Tyan (USM Metaverse) discussed the Metaverse, NFTs, and how blockchain is shaping the future. Here are the key takeaways! 👇 🔹 What is the Metaverse & Why Does It Matter? 🔸 CZ (Binance): The Metaverse is a virtual space where people can express themselves and interact in ways that may not be possible in the real world. It represents a major leap in digital technology. 🔸 Helen Hai (Binance NFT): The Metaverse is a virtual shared space created by the convergence of virtual reality (VR), augmented reality (AR), and the Internet. It creates new opportunities for artists, content creators, and users worldwide. 🔸 Vitaliy Tyan (USM Metaverse): The Metaverse is not just a space for entertainment, but also a hub for education, business, and creativity. It enables people to learn, communicate, and develop skills beyond physical limitations. 🔸 Maye Musk: Even in my 70s, I love exploring new technology. From websites to social media and now the Metaverse – I want to stay ahead of the curve! 💡 The Metaverse is more than just a trend—it’s a digital environment that could redefine how we work, play, and learn. 🔹 NFTs – The Future of Digital Ownership? 🎨 Maye Musk Mystery Box NFT: · A special NFT collection launched on Binance NFT Marketplace. · Designed to support humanitarian & creative projects. · Aim: Expand brand awareness & encourage women to participate in blockchain & the Metaverse. 💎 CZ (Binance): · NFTs are not just digital art; they also secure digital ownership in the Metaverse. · The transparency of blockchain ensures that NFTs hold real-world value 💰 Vitaliy Tyan (USM Metaverse): · NFTs provide various benefits in the Metaverse, such as virtual land ownership, rare collectibles, and special privileges. · For example: Owning a Maye Musk NFT might grant you land or exclusive assets in USM Metaverse. 📈 Helen Hai (Binance NFT): · NFTs are not just assets; they also serve as tools for charity, education, and art. · The combination of NFTs & the Metaverse is revolutionizing how people earn, create, and engage. 💡NFTs go beyond collectibles—they’re the foundation of a decentralized, transparent, and sustainable digital economy. 🔹 Blockchain & the Metaverse – A Perfect Match? 🔸 CZ (Binance): · Without blockchain, the Metaverse is just another virtual world. · Blockchain ensures ownership, transparency, and real-world value for digital assets. · Example: NFTs allow users to trade digital goods independently of any single platform. 🔸 Vitaliy Tyan (USM Metaverse): · Play-to-Earn (P2E) games, like Axie Infinity, are proof that blockchain can create real economic value within the Metaverse. 💡Blockchain doesn’t just make the Metaverse valuable it makes it sustainable, secure, and fair. 🔹 The Role of Women in the Metaverse & Blockchain 🌍 Maye Musk: · The Metaverse is a great opportunity for women to express themselves & build communities. · Women must support each other to gain a stronger voice in tech & business. 🚀 Vitaliy Tyan: · The Metaverse breaks down cultural barriers, making it easier for women to access opportunities in technology. 💡 Blockchain & the Metaverse can reduce gender inequality & create a more inclusive digital economy. 🔹 Metaverse & Charity – Technology for Good 🎗️ Helen Hai (Binance Charity): · NFTs & the Metaverse can be leveraged for charitable causes. · Example: Binance NFT has partnered with artists to donate proceeds to global charities. 💚 Maye Musk: · My son’s "Big Green" project has helped thousands of children access fresh food. · The Metaverse can expand charitable efforts by ensuring transparency & real impact. 💡 The Metaverse isn’t just for profit it can also help society, education & humanitarian efforts. 🔹 Future Predictions: Is the Metaverse the Future of the Internet? ✅ The Metaverse will become a key platform, transforming how we work & socialize. ✅ NFTs & blockchain will provide real economic value within virtual worlds. ✅ More women in leadership will help shape a diverse & fair Metaverse. ✅ Charity & education will benefit greatly from blockchain-powered Metaverse projects. 💬 What do you think about the Metaverse & NFTs? Are they the future of the Internet? Let’s discuss! 🚀👇 #Metaverse #NFT #Blockchain #RACA #USMMetaverse #Binance #MayeMusk

DeFi Dynamos

19,574 views • 1 year ago

🔴 Red Devil Knight: Unlock Effortless Gains with 24-Hour Staking Redemption! 🚀 Join the Revolution Now: 🔥 Refer Code: 0x8aed4Bd8773333251fD9B7E61fc55ab553E162ee 😎 Let's dive into one of this year's biggest game-changers—Red Devil Knight. Their 24-hour staking redemption protocol is turning heads, and here's why you should be paying attention: 🚒 What is Red Devil Knight? An AI-driven, blockchain-powered Web3 sports investment platform offering sports event consulting, data analysis, investment services, and secure transactions. The HF governance token is the key to unlocking a superior user experience on the platform. 🚀 The Results Speak for Themselves: Since the 24-hour staking redemption protocol launched on July 15, 2024, HF token prices have skyrocketed by 80%, and daily trading volumes have consistently surpassed 25 million USDT. Investors are loving it! ✊🏻 It’s As Simple As This: 1. Deposit: Securely deposit HF into your decentralized wallet. 2. Stake: Stake your HF in the Red Devil Knight DAPP. 3. Redeem: After just 24 hours, you can redeem your staking rewards in the DAPP. 4. Auto-Staking: Continuous automatic staking available—no time limits. The longer you stake, the greater your returns! 5. Withdraw: Click withdraw in the DAPP, and your balance is instantly available in your wallet. #RedDevilKnight #CryptoStaking #Blockchain #HFtoken #StakingRewards #CryptoGains

🔴 Red Devil Knight: Unlock Effortless Gains with 24-Hour Staking Redemption! 🚀 Join the Revolution Now: 🔥 Refer Code: 0x8aed4Bd8773333251fD9B7E61fc55ab553E162ee 😎 Let's dive into one of this year's biggest game-changers—Red Devil Knight. Their 24-hour staking redemption protocol is turning heads, and here's why you should be paying attention: 🚒 What is Red Devil Knight? An AI-driven, blockchain-powered Web3 sports investment platform offering sports event consulting, data analysis, investment services, and secure transactions. The HF governance token is the key to unlocking a superior user experience on the platform. 🚀 The Results Speak for Themselves: Since the 24-hour staking redemption protocol launched on July 15, 2024, HF token prices have skyrocketed by 80%, and daily trading volumes have consistently surpassed 25 million USDT. Investors are loving it! ✊🏻 It’s As Simple As This: 1. Deposit: Securely deposit HF into your decentralized wallet. 2. Stake: Stake your HF in the Red Devil Knight DAPP. 3. Redeem: After just 24 hours, you can redeem your staking rewards in the DAPP. 4. Auto-Staking: Continuous automatic staking available—no time limits. The longer you stake, the greater your returns! 5. Withdraw: Click withdraw in the DAPP, and your balance is instantly available in your wallet. #RedDevilKnight #CryptoStaking #Blockchain #HFtoken #StakingRewards #CryptoGains

Chris Lea

73,450 views • 2 years ago

🚨 Pioneers, Chengdiao Fan just delivered a powerful message at Consensus 2026! 🌴 Watch the video below to see how Pi Network is shifting the crypto industry from "value extraction" to real "value creation." 👇 🚨 The Problem: Too many crypto projects focus on raising capital and quick exits without doing the hard work to build real, useful products. 🛠️ The Pi Solution: Pi Launchpad is flipping the script. Instead of enriching founders, participant proceeds go permanently into liquidity pools. To launch, projects MUST have a working app, and users who engage get favorable terms. It’s about building first! 🌍 The Power of Community: Tokens shouldn't just be for fundraising; they are tools for real user acquisition. With over 60M engaged users, 18M KYC-verified humans, and 16.5M on Mainnet, Pi gives builders a massive audience to refine their utility. 🤖 Surviving the AI Era: Chengdiao also highlights how AI will disrupt the economy. Pi is preparing by exploring ownership-based economic models and utilizing our distributed human workforce to power the future. Pi isn't copying broken Web3 models—we are building an ecosystem where utility, authenticity, and real human needs come first. 🔄 Repost and ❤️ Like so others will see this speech too! Let's make it trending on X feeds!🔥 ⚡️🎥Check out her full speech in the video!👇 #PiNetwork #Consensus2026 Chengdiao Fan Consensus 2026

🚨 Pioneers, Chengdiao Fan just delivered a powerful message at Consensus 2026! 🌴 Watch the video below to see how Pi Network is shifting the crypto industry from "value extraction" to real "value creation." 👇 🚨 The Problem: Too many crypto projects focus on raising capital and quick exits without doing the hard work to build real, useful products. 🛠️ The Pi Solution: Pi Launchpad is flipping the script. Instead of enriching founders, participant proceeds go permanently into liquidity pools. To launch, projects MUST have a working app, and users who engage get favorable terms. It’s about building first! 🌍 The Power of Community: Tokens shouldn't just be for fundraising; they are tools for real user acquisition. With over 60M engaged users, 18M KYC-verified humans, and 16.5M on Mainnet, Pi gives builders a massive audience to refine their utility. 🤖 Surviving the AI Era: Chengdiao also highlights how AI will disrupt the economy. Pi is preparing by exploring ownership-based economic models and utilizing our distributed human workforce to power the future. Pi isn't copying broken Web3 models—we are building an ecosystem where utility, authenticity, and real human needs come first. 🔄 Repost and ❤️ Like so others will see this speech too! Let's make it trending on X feeds!🔥 ⚡️🎥Check out her full speech in the video!👇 #PiNetwork #Consensus2026 Chengdiao Fan Consensus 2026

Pi Pioneers X

118,552 views • 4 months ago

✨ Participation in TOKEN2049 in Singapore was a true revelation for everyone working in the fields of cryptocurrency, blockchain, and AI. The innovative ideas, engaging discussions, and debates that took place at this event provide a unique insight into the rapid evolution of the digital economy. 🔗 The DeHealth team showcased our advanced blockchain protocol at the conference, which gives users full control over their medical data. Our decentralized storage system ensures the security, accessibility, and complete privacy of medical information by using private keys for data management and integration with eHealth applications. We aim to set a new standard in data security and user control, paving the way for widespread adoption in healthcare. 💡 The conference discussed key trends and challenges facing public and private markets, as well as the future of financial instruments and infrastructure based on cryptocurrencies. Eastern and Western projects, solutions to privacy and transparency issues, and the challenges of fragmented cryptocurrency infrastructures were all major topics on the agenda. 🌍 Token2049 demonstrated that the future of crypto is not limited to technology alone—building sustainable and practical systems that can integrate into the global financial ecosystem is becoming a crucial aspect. At DeHealth, we are confident that this is just the beginning of our journey, and we will continue to move forward, bringing innovation to the fields of health and finance. 🚀 More information about the event and insights can be found in the article by DeHealth CEO Denys Tsvaig , which he wrote exclusively for HackerNoon. #Token2049 #Blockchain #DeHealth #CryptoInnovation #HealthData #BlockchainInHealth #DeFi #Crypto #Privacy #Transparency #tsvaig #FutureOfFinance #MedTech #DigitalEconomy #Singapore #BlockchainProtocol #DataOwnership #FinancialInnovation

✨ Participation in TOKEN2049 in Singapore was a true revelation for everyone working in the fields of cryptocurrency, blockchain, and AI. The innovative ideas, engaging discussions, and debates that took place at this event provide a unique insight into the rapid evolution of the digital economy. 🔗 The DeHealth team showcased our advanced blockchain protocol at the conference, which gives users full control over their medical data. Our decentralized storage system ensures the security, accessibility, and complete privacy of medical information by using private keys for data management and integration with eHealth applications. We aim to set a new standard in data security and user control, paving the way for widespread adoption in healthcare. 💡 The conference discussed key trends and challenges facing public and private markets, as well as the future of financial instruments and infrastructure based on cryptocurrencies. Eastern and Western projects, solutions to privacy and transparency issues, and the challenges of fragmented cryptocurrency infrastructures were all major topics on the agenda. 🌍 Token2049 demonstrated that the future of crypto is not limited to technology alone—building sustainable and practical systems that can integrate into the global financial ecosystem is becoming a crucial aspect. At DeHealth, we are confident that this is just the beginning of our journey, and we will continue to move forward, bringing innovation to the fields of health and finance. 🚀 More information about the event and insights can be found in the article by DeHealth CEO Denys Tsvaig , which he wrote exclusively for HackerNoon. #Token2049 #Blockchain #DeHealth #CryptoInnovation #HealthData #BlockchainInHealth #DeFi #Crypto #Privacy #Transparency #tsvaig #FutureOfFinance #MedTech #DigitalEconomy #Singapore #BlockchainProtocol #DataOwnership #FinancialInnovation

DeHealth

10,268 views • 1 year ago

Ep. 16 | Free The Money | Zcash & ZODL: Why Encryption Wins in an AI Driven World In this episode, I’m joined by Tony Margarit 🛡 , former Finance & Ops at the Electric Coin Company (ECC), the original team behind Zcash 🛡️ and the Zashi wallet. Tony breaks down what’s happening inside the Zcash ecosystem, why the former ECC team launched Zcash Open Development Lab, and what they’re building now with their newly rebranded wallet, Zodl. We talk about the bigger mission: making privacy normal and scaling private digital cash to billions. Tony explains why Zcash isn’t “corporate controlled,” and how decentralized development actually works across multiple teams and contributors. We also discuss Tachyon, a major upcoming upgrade designed to dramatically improve Zcash’s scalability and prepare the network for billions of users. We get into the product leap that matters most for real adoption: world-class UX + real utility. Tony explains Near Intents and why it’s a major unlock, enabling more seamless swaps across ecosystems so users can keep value encrypted while still interacting with other assets. Tony also explains CrossPay as a key bridge to adoption: the ability to pay friends or vendors in the currency they want while keeping your own holdings private. We cover why Zcash still supports transparent transactions, how that helps with exchange access and adoption without weakening shielded privacy, and why Ledger/Trezor shielded support could be a major catalyst for growing the shielded pool. Finally, we go deep on the AI angle — blockchain surveillance, wallet deanonymization, and why encryption (not just obfuscation) matters as AI gets more powerful. We wrap with how zero-knowledge proofs could reshape identity, governance, and everyday verification online. Sign up for ITrustCapital with this link for $100 funding bonus. See why people are opening a tax-advantaged Crypto, Gold & Silver IRA for their future: 00:00 Tony’s Background: From CPA to Crypto 4:44 Why Privacy Clicked During COVID 08:03 What Happened at ECC & Launching Zcash Open Development Lab 11:15 ZODL Wallet: UX, Utility & Why It Matters 12:18 Near Intents & CrossPay: A Major Unlock for Zcash 14:40 Shielded Pool Growth & Hardware Wallet Catalyst 18:57 Transparent vs Shielded Transactions (Why Both Exist) 21:39 AI Surveillance & Blockchain Deanonymization Risks. 25:11 Obfuscation vs Encryption 26:00 AI Agents & Micropayments 27:58 Tachyon: Scaling Zcash to Billions 31:04 Crypto, Taxes & Regulatory Friction 38:04 Zero-Knowledge Proofs Beyond Money 41:50 Privacy is normal

Ep. 16 | Free The Money | Zcash & ZODL: Why Encryption Wins in an AI Driven World In this episode, I’m joined by Tony Margarit 🛡 , former Finance & Ops at the Electric Coin Company (ECC), the original team behind Zcash 🛡️ and the Zashi wallet. Tony breaks down what’s happening inside the Zcash ecosystem, why the former ECC team launched Zcash Open Development Lab, and what they’re building now with their newly rebranded wallet, Zodl. We talk about the bigger mission: making privacy normal and scaling private digital cash to billions. Tony explains why Zcash isn’t “corporate controlled,” and how decentralized development actually works across multiple teams and contributors. We also discuss Tachyon, a major upcoming upgrade designed to dramatically improve Zcash’s scalability and prepare the network for billions of users. We get into the product leap that matters most for real adoption: world-class UX + real utility. Tony explains Near Intents and why it’s a major unlock, enabling more seamless swaps across ecosystems so users can keep value encrypted while still interacting with other assets. Tony also explains CrossPay as a key bridge to adoption: the ability to pay friends or vendors in the currency they want while keeping your own holdings private. We cover why Zcash still supports transparent transactions, how that helps with exchange access and adoption without weakening shielded privacy, and why Ledger/Trezor shielded support could be a major catalyst for growing the shielded pool. Finally, we go deep on the AI angle — blockchain surveillance, wallet deanonymization, and why encryption (not just obfuscation) matters as AI gets more powerful. We wrap with how zero-knowledge proofs could reshape identity, governance, and everyday verification online. Sign up for ITrustCapital with this link for $100 funding bonus. See why people are opening a tax-advantaged Crypto, Gold & Silver IRA for their future: 00:00 Tony’s Background: From CPA to Crypto 4:44 Why Privacy Clicked During COVID 08:03 What Happened at ECC & Launching Zcash Open Development Lab 11:15 ZODL Wallet: UX, Utility & Why It Matters 12:18 Near Intents & CrossPay: A Major Unlock for Zcash 14:40 Shielded Pool Growth & Hardware Wallet Catalyst 18:57 Transparent vs Shielded Transactions (Why Both Exist) 21:39 AI Surveillance & Blockchain Deanonymization Risks. 25:11 Obfuscation vs Encryption 26:00 AI Agents & Micropayments 27:58 Tachyon: Scaling Zcash to Billions 31:04 Crypto, Taxes & Regulatory Friction 38:04 Zero-Knowledge Proofs Beyond Money 41:50 Privacy is normal

Bri Teresi

42,633 views • 6 months ago

In the latest episode of Professionally Curious 🧠, Joanna Cook @ SOON📍🇺🇸 🗽 (AI 🦞Arc) sits down with Nemil Dalal, one of the most recognizable minds shaping modern crypto — from his early Y Combinator days to leading product innovation at Coinbase, and now pushing forward the next frontier with X402. Nemil opens up about his unconventional crypto origin story, the internal cultural evolution at Coinbase, and what it took for the company to shift from “just an exchange” into a force driving open standards, infrastructure, and developer ecosystems. He talks candidly about product velocity, philosophical disagreements, and why crypto needed a reset toward programmability and open protocols. Joanna and Nemil break down why X402 exists, what it unlocks for AI-native finance, and how integrating payments directly into the internet changes everything — from commerce to capital markets to how users interact with apps. They explore how stablecoins were only the first chapter, and why the world is inevitably moving toward millions of tokens, programmable markets, and agent-driven transaction layers. Think ahead: AI agents executing trades, routing payments, rebalancing portfolios, settling invoices, and powering prediction markets — all through a universal open standard. A world where every app can pay, transact, and coordinate without friction. This episode dives into the architecture behind it 👇 SOON takeaway: Our work with X402 isn’t theoretical. Joanna discusses how SOON’s high-performance SVM infra and our on-chain prediction experiments surfaced exactly the type of bottlenecks Nemil describes — blockspace saturation, facilitator constraints, and UX limitations. It’s reaffirmed why open coordination layers like X402 matter, and why building in public with community feedback is the only way to get this right. Key themes: • Why Coinbase’s culture needed to evolve • Programmability as the next era of finance • Stablecoins as the gateway to millions of assets • AI agents reshaping how users interact with crypto • X402 as the payment layer of the internet • Open standards vs walled-garden platforms • The growing demand for real use cases • Hackathons as catalysts for new ecosystems • Bridging Web2 familiarity with Web3 autonomy • Community-led innovation across protocols ⏱️ Timestamps 00:00 – Performance metrics & scalability questions 00:31 – Coinbase’s cultural pivot toward innovation 03:38 – Nemil’s personal journey into crypto 06:32 – The future of crypto founders’ ecosystems 09:35 – Philosophical foundations of the X402 protocol 15:29 – Open standards & the role of community 21:37 – AI + commerce: new use cases emerging 23:09 – Hackathons as engines of innovation 24:14 – Practical bridges from Web2 → Web3 25:07 – AI capital markets & internet-native payments 26:16 – Tokenization, blockchains & market structure 27:44 – Prediction markets + AI integration 31:10 – Designing user-friendly crypto UX 33:10 – High-performance infra & dev tooling 35:37 – Collaboration across the ecosystem 40:21 – Spicy takes about crypto’s future

In the latest episode of Professionally Curious 🧠, Joanna Cook @ SOON📍🇺🇸 🗽 (AI 🦞Arc) sits down with Nemil Dalal, one of the most recognizable minds shaping modern crypto — from his early Y Combinator days to leading product innovation at Coinbase, and now pushing forward the next frontier with X402. Nemil opens up about his unconventional crypto origin story, the internal cultural evolution at Coinbase, and what it took for the company to shift from “just an exchange” into a force driving open standards, infrastructure, and developer ecosystems. He talks candidly about product velocity, philosophical disagreements, and why crypto needed a reset toward programmability and open protocols. Joanna and Nemil break down why X402 exists, what it unlocks for AI-native finance, and how integrating payments directly into the internet changes everything — from commerce to capital markets to how users interact with apps. They explore how stablecoins were only the first chapter, and why the world is inevitably moving toward millions of tokens, programmable markets, and agent-driven transaction layers. Think ahead: AI agents executing trades, routing payments, rebalancing portfolios, settling invoices, and powering prediction markets — all through a universal open standard. A world where every app can pay, transact, and coordinate without friction. This episode dives into the architecture behind it 👇 SOON takeaway: Our work with X402 isn’t theoretical. Joanna discusses how SOON’s high-performance SVM infra and our on-chain prediction experiments surfaced exactly the type of bottlenecks Nemil describes — blockspace saturation, facilitator constraints, and UX limitations. It’s reaffirmed why open coordination layers like X402 matter, and why building in public with community feedback is the only way to get this right. Key themes: • Why Coinbase’s culture needed to evolve • Programmability as the next era of finance • Stablecoins as the gateway to millions of assets • AI agents reshaping how users interact with crypto • X402 as the payment layer of the internet • Open standards vs walled-garden platforms • The growing demand for real use cases • Hackathons as catalysts for new ecosystems • Bridging Web2 familiarity with Web3 autonomy • Community-led innovation across protocols ⏱️ Timestamps 00:00 – Performance metrics & scalability questions 00:31 – Coinbase’s cultural pivot toward innovation 03:38 – Nemil’s personal journey into crypto 06:32 – The future of crypto founders’ ecosystems 09:35 – Philosophical foundations of the X402 protocol 15:29 – Open standards & the role of community 21:37 – AI + commerce: new use cases emerging 23:09 – Hackathons as engines of innovation 24:14 – Practical bridges from Web2 → Web3 25:07 – AI capital markets & internet-native payments 26:16 – Tokenization, blockchains & market structure 27:44 – Prediction markets + AI integration 31:10 – Designing user-friendly crypto UX 33:10 – High-performance infra & dev tooling 35:37 – Collaboration across the ecosystem 40:21 – Spicy takes about crypto’s future

SOON - Solana Optimistic Network (Mainnet Arc)

38,868 views • 9 months ago