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Risk isn't just about numbers: it's about understanding what breaks first. Carson Brown breaks down how risk really works in DeFi and why liquidity concentration is more dangerous than people think. On the latest episode of Blueprints, Carson sits down with Edgar of Symbiotic to discuss the evolution of...

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Symbiotic

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Stablecoins aren't just currency: they're the bridge pulling TradFi onchain. Sam MacPherson breaks down how Spark is evolving from lending markets to DeFi's liquidity layer. On the latest episode of Blueprints, Sam sits down with Edgar of Symbiotic to discuss billions in capital allocation, Sky's subDAO ecosystem, and how Symbiotic staking strengthens Spark's security model. Topics discussed in this episode: - 00:00 Introduction - 09:28 Evolution of Stablecoins - 13:11 Capital Allocation on Spark - 17:42 Rewards vs. Risk: Finding the balance - 20:56 The link between Sky and Spark - 34:42 TGE Advice for Founders - 36:57 Competition in the Stablecoin market - 46:11 Is there room for more Stablecoins? Watch the latest episode of Blueprints:
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Stablecoins aren't just currency: they're the bridge pulling TradFi onchain. Sam MacPherson breaks down how Spark is evolving from lending markets to DeFi's liquidity layer. On the latest episode of Blueprints, Sam sits down with Edgar of Symbiotic to discuss billions in capital allocation, Sky's subDAO ecosystem, and how Symbiotic staking strengthens Spark's security model. Topics discussed in this episode: - 00:00 Introduction - 09:28 Evolution of Stablecoins - 13:11 Capital Allocation on Spark - 17:42 Rewards vs. Risk: Finding the balance - 20:56 The link between Sky and Spark - 34:42 TGE Advice for Founders - 36:57 Competition in the Stablecoin market - 46:11 Is there room for more Stablecoins? Watch the latest episode of Blueprints:

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Stablecoins aren't just about stability: they're about sustainable yield. Benjamin breaks down the evolution of stablecoins and how is building yield-bearing stables with verifiable guarantees on Symbiotic. From traditional finance bridges to multichain ecosystems, Benjamin sits down with Edgar and shares the blueprint for safer stablecoin design. Topics discussed in this episode: 06:38 Money Flow in Cap 09:39 Building on New Crypto Tech 13:46 TradFi x DeFi Bridge 18:44 Vault Curators' Role 24:07 LRTs Playing Safe 29:11 31:43 Regulatory Clarity & Innovation Watch the latest episode of Blueprints:
42:44

Stablecoins aren't just about stability: they're about sustainable yield. Benjamin breaks down the evolution of stablecoins and how is building yield-bearing stables with verifiable guarantees on Symbiotic. From traditional finance bridges to multichain ecosystems, Benjamin sits down with Edgar and shares the blueprint for safer stablecoin design. Topics discussed in this episode: 06:38 Money Flow in Cap 09:39 Building on New Crypto Tech 13:46 TradFi x DeFi Bridge 18:44 Vault Curators' Role 24:07 LRTs Playing Safe 29:11 31:43 Regulatory Clarity & Innovation Watch the latest episode of Blueprints:

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Sergej Kunz: The next billion users will be AI agents. 1inch Co-Founder Sergej Kunz sits down with Gareth Jenkinson to discuss how liquidity fragmentation, and user experience challenges are shaping the next generation of protocols, including 1inch’s new approach with Aqua. OUTLINE 00:00 - Introduction 01:37 - Market Recovery 02:35 - Ethereum Direction 03:08 - Institutional Interest 03:45 - Institutional DeFi 05:27 - UX and Trade Risks 07:28 - Security and Hacks 09:48 - AMM Innovation 12:55 - Aave and Competition 14:52 - AI and Agents
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Sergej Kunz: The next billion users will be AI agents. 1inch Co-Founder Sergej Kunz sits down with Gareth Jenkinson to discuss how liquidity fragmentation, and user experience challenges are shaping the next generation of protocols, including 1inch’s new approach with Aqua. OUTLINE 00:00 - Introduction 01:37 - Market Recovery 02:35 - Ethereum Direction 03:08 - Institutional Interest 03:45 - Institutional DeFi 05:27 - UX and Trade Risks 07:28 - Security and Hacks 09:48 - AMM Innovation 12:55 - Aave and Competition 14:52 - AI and Agents

The Block

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5 Teams, 1 Mission: The Institutional Restaking Stack Explained - The Cap Room EP #1 On the very first episode of The Cap Room, The Flâneur of Bushwick sits down with Benjamin (Cap Founder), Misha (Symbiotic Co-Founder), Showtime (EtherFi Head of Ecosystem), Thibault (M11 Credit), and Craig Birchall (FalconX Head of Lending) to break down Cap's institutional restaking superpartnership piece by piece. We cover how Cap is using Symbiotic's shared security infrastructure to build insured private credit market, why ether.fi is backstopping the system as the largest delegator in restaking, how M11 Credit and FalconX are generating sustainable, overcollateralized yield from real lending activity, and why this collaboration could mark a turning point for restaking as a whole. TIMESTAMPS 00:00 Introduction 03:00 Understanding the Collaboration and New Primitives 05:52 The Role of EtherFi in the Partnership 08:51 M11 Credit's Perspective on Cap 11:57 Exploring Cap's Three-Sided Marketplace 15:04 Yield Strategies and Risk Management 18:01 The Future of DeFi and TradFi Convergence 21:06 Community Impact 31:00 Closing Thoughts Listen & Subscribe on all major platforms below 👇
37:20

5 Teams, 1 Mission: The Institutional Restaking Stack Explained - The Cap Room EP #1 On the very first episode of The Cap Room, The Flâneur of Bushwick sits down with Benjamin (Cap Founder), Misha (Symbiotic Co-Founder), Showtime (EtherFi Head of Ecosystem), Thibault (M11 Credit), and Craig Birchall (FalconX Head of Lending) to break down Cap's institutional restaking superpartnership piece by piece. We cover how Cap is using Symbiotic's shared security infrastructure to build insured private credit market, why ether.fi is backstopping the system as the largest delegator in restaking, how M11 Credit and FalconX are generating sustainable, overcollateralized yield from real lending activity, and why this collaboration could mark a turning point for restaking as a whole. TIMESTAMPS 00:00 Introduction 03:00 Understanding the Collaboration and New Primitives 05:52 The Role of EtherFi in the Partnership 08:51 M11 Credit's Perspective on Cap 11:57 Exploring Cap's Three-Sided Marketplace 15:04 Yield Strategies and Risk Management 18:01 The Future of DeFi and TradFi Convergence 21:06 Community Impact 31:00 Closing Thoughts Listen & Subscribe on all major platforms below 👇

cap

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1:28:08

New episode of This Week in AI is live @jason sits down with Tanay Kothari (Wispr Flow) and Richard Socher ( to break down the AI doom post that crashed markets, how to build an AI-first team, and why the agent era is already here. 00:00:00 - Welcome & Guest Introductions 00:09:32 - The Citrini doom post explained 00:14:28 - Why it's completely wrong 00:26:18 - Open source vs. closed models 00:38:05 - Building AI-first teams 00:43:42 - From 200 support agents to 4 00:50:34 - Producer Oliver's OpenClaw demo 01:16:29 - Apple on-shoring & the Taiwan chip risk 🎥 Watch the full episode here 👇

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42:26

The latest Talking Tokens Podcast x Solana Sessions episode with Ayyan Rahman, cofounder of OnRe dives into: - Why DeFi and RWAs need to be fully compatible - The future of tokenization beyond just putting assets onchain - The opportunity to revamp the reinsurance market and more We also discuss the need for DeFi security following the Drift exploit, as we recorded right before Kelp DAO's DeFi exploit, but this convo still rings true - if not even more now. TIMESTAMPS 00:00 Introduction 00:32 The Tokenization Illusion 01:59 Tokenization vs Reality 03:15 Why Reinsurance Actually Matters 06:22 The Real Unlock: Scaling Capital 09:05 Building a DeFi-Compatible Asset 12:14 What Breaks DeFi Under Stress 17:13 The Question That Actually Matters 22:07 Redefining Risk in DeFi 23:49 The Yield Trap 29:06 Best Gameplan for Growth 36:37 Where Adoption Actually Comes From Full episode here:

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48:16

The Scoop Finale: Mike Dudas on how stablecoins are eating Wall Street Frank Chaparro was joined by Mike Dudas for Frank's final episode of The Scoop 😢 Frank and Mike discuss The Block's history, the evolution of the crypto space over the years, and how payments and stablecoins have emerged as one of crypto's killer use cases. We will miss you Frank! Wishing you all the best from the Media team ❤️ OUTLINE 00:00 - Introduction 02:11 – Early Days of The Block 03:24 – The Tether Revelation 05:24 – Stablecoin Success 07:44 – Adoption Curve in Payments 11:33 – Global Stablecoin Impact 14:47 – Investment Opportunities 19:48 – Crypto vs. Fintech 25:27 – Meme Coins Debate 31:52 – Bonk and Pump Strategies 35:27 – Breaking Into the Mainstream 40:54 – Conviction in Solana 44:18 – Crypto Culture and Sentiment 47:51 – Conclusion

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53,225 görüntüleme • 1 yıl önce

The latest episode of Professionally Curious is here! In Episode 13 of Professionally Curious 🧠 Joanna Zeng @ SOON (🔴,💊)📍🇺🇸🗽 (Mainnet Arc) sits down with hdahmΞ 🛡️, CTO of Hack VC From founder to investor, Harrison breaks down how Web3, AI, and stablecoins are reshaping venture, and why curiosity fuels innovation across both building and funding in crypto. SOON takeaway: the future of crypto lay in the hands of founders who can think like investors, innovate by contributing domain specific knowledge to building scalable infra and practical AI-driven products that solve real problems. Key Highlights: • Transitioning from builder → investor mindset • How AI is redefining venture in Web3 • Stablecoins as the foundation for real adoption • Market cycles shaping investment theses • Building institutional-grade infrastructure in crypto • Where Web3 begins to mirror Web2 in usability ⏱️ Timestamps 00:00 Harrison’s journey into crypto 02:34 From building to investing 05:05 Investing frameworks in Web3 07:54 AI’s role in shaping the next wave 10:25 Market trends + predictions 13:10 Closing insights on the future of venture Listen to the full episode below 👇👇👇
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The latest episode of Professionally Curious is here! In Episode 13 of Professionally Curious 🧠 Joanna Zeng @ SOON (🔴,💊)📍🇺🇸🗽 (Mainnet Arc) sits down with hdahmΞ 🛡️, CTO of Hack VC From founder to investor, Harrison breaks down how Web3, AI, and stablecoins are reshaping venture, and why curiosity fuels innovation across both building and funding in crypto. SOON takeaway: the future of crypto lay in the hands of founders who can think like investors, innovate by contributing domain specific knowledge to building scalable infra and practical AI-driven products that solve real problems. Key Highlights: • Transitioning from builder → investor mindset • How AI is redefining venture in Web3 • Stablecoins as the foundation for real adoption • Market cycles shaping investment theses • Building institutional-grade infrastructure in crypto • Where Web3 begins to mirror Web2 in usability ⏱️ Timestamps 00:00 Harrison’s journey into crypto 02:34 From building to investing 05:05 Investing frameworks in Web3 07:54 AI’s role in shaping the next wave 10:25 Market trends + predictions 13:10 Closing insights on the future of venture Listen to the full episode below 👇👇👇

SOON - Solana Optimistic Network (Mainnet Arc)

31,642 görüntüleme • 10 ay önce

There’s no such thing as a free +10% DeFi yield Risk curators have been at the center of the storm. Steakhouse Financial’s SebVentures breaks down what most DeFi users misunderstand about yield, vault safety, and the coming stablecoin wave on Bits + Bips Plus: the liquidity problem with tokenized onchain credit funds & the role of new stablechains like Tempo and Plasma 👇 Timestamps: 🥩 0:27 Understanding Steakhouse Financial and its growth rate 🧠 2:27 What “risk curation” actually means and why Steakhouse focuses on institutions 💵 5:20 How Steakhouse Financial vaults generate stablecoin yields ⚙️ 8:07 What risk curators can—and can’t—control in a decentralized environment ⚠️ 12:56 What recent volatility revealed about #DeFi vaults and the collapse of Stream Finance 📉 17:01 Whether “safe” high yield is even possible 🧱 19:06 The liquidity problem with tokenized credit funds onchain 🌊 27:16 How Steakhouse is positioning for the stablecoin boom ⛓️ 28:52 How stablechains like #Tempo and #Plasma could change the game 🏦 30:15 Why Steakhouse plans to integrate tokenized deposits 🌍 32:23 Steakhouse’s 2026 bet on non-USD #stablecoins
34:29

There’s no such thing as a free +10% DeFi yield Risk curators have been at the center of the storm. Steakhouse Financial’s SebVentures breaks down what most DeFi users misunderstand about yield, vault safety, and the coming stablecoin wave on Bits + Bips Plus: the liquidity problem with tokenized onchain credit funds & the role of new stablechains like Tempo and Plasma 👇 Timestamps: 🥩 0:27 Understanding Steakhouse Financial and its growth rate 🧠 2:27 What “risk curation” actually means and why Steakhouse focuses on institutions 💵 5:20 How Steakhouse Financial vaults generate stablecoin yields ⚙️ 8:07 What risk curators can—and can’t—control in a decentralized environment ⚠️ 12:56 What recent volatility revealed about #DeFi vaults and the collapse of Stream Finance 📉 17:01 Whether “safe” high yield is even possible 🧱 19:06 The liquidity problem with tokenized credit funds onchain 🌊 27:16 How Steakhouse is positioning for the stablecoin boom ⛓️ 28:52 How stablechains like #Tempo and #Plasma could change the game 🏦 30:15 Why Steakhouse plans to integrate tokenized deposits 🌍 32:23 Steakhouse’s 2026 bet on non-USD #stablecoins

Laura Shin

21,964 görüntüleme • 8 ay önce

Episode 14 of The Y-Axis Pod with Kevin McCordic (intern) on all things Monad. Tech, community building, crypto marketing strategies, and more! Chapters: 00:00 Introduction to Monad and Kevin's Journey 05:12 The Current State of Monad's Testnet 10:10 Understanding Monad's Unique Approach to EVM Scaling 15:04 Community Building and Ecosystem Development 20:11 The Future of Monad and Its Impact on Ethereum 29:16 The Dangers of Vanity Metrics 30:46 Building Authentic Communities 34:03 The Importance of Genuine Interaction 37:07 Transitioning Community Energy to Mainnet 43:30 The Monad Company Culture 56:02 User-Driven Development vs. Engineer-Driven Development 01:00:06 The Importance of In-Person Collaboration 01:03:12 Embracing Risk and Learning from Failure 01:06:53 Building a Strong Company Culture 01:10:03 Preparing for Mainnet Launch 01:15:25 The Art of Engaging on Social Media 01:22:27 Advice for Entering the Crypto Industry
1:26:56

Episode 14 of The Y-Axis Pod with Kevin McCordic (intern) on all things Monad. Tech, community building, crypto marketing strategies, and more! Chapters: 00:00 Introduction to Monad and Kevin's Journey 05:12 The Current State of Monad's Testnet 10:10 Understanding Monad's Unique Approach to EVM Scaling 15:04 Community Building and Ecosystem Development 20:11 The Future of Monad and Its Impact on Ethereum 29:16 The Dangers of Vanity Metrics 30:46 Building Authentic Communities 34:03 The Importance of Genuine Interaction 37:07 Transitioning Community Energy to Mainnet 43:30 The Monad Company Culture 56:02 User-Driven Development vs. Engineer-Driven Development 01:00:06 The Importance of In-Person Collaboration 01:03:12 Embracing Risk and Learning from Failure 01:06:53 Building a Strong Company Culture 01:10:03 Preparing for Mainnet Launch 01:15:25 The Art of Engaging on Social Media 01:22:27 Advice for Entering the Crypto Industry

Tristan

26,412 görüntüleme • 1 yıl önce

Our fearless leader fiddy.dime - priv/acc 🦡 sat down with Carl Bergman of Reverie for an action packed episode covering the dominance of perp dexes, the role of convexity, volatility and margin, building on Starknet (Privacy arc) 🥷 and competing in a really difficult and dynamic market. Lots of gems in here for anyone looking to learn more about building a derivatives exchange! 1️⃣ Commodities to crypto: Anand’s origin story 00:00 Paradigm’s role in birthing crypto options markets 05:00 FTX’s collapse and counterparty risk 06:30 Blockchains as trust machines, the birth of Paradex 2️⃣ Why do institutional liquidity networks exist? 08:07 What is an Institutional Liquidity Network? 10:06 Block trading for large and complex orders 12:40 How Paradigm killed the voice-brokers 3️⃣ The evolution of Crypto Derivatives markets 13:05 The rise and success of Perpetual swaps 15:32 Why perps killed options in crypto? 24:35 Is volatility a good thing? 27:00 How Paradex prevents “scam-wicks” 4️⃣ Why build Paradex? 31:00 Why build a decentralized perps exchange? 32:20 Custodial solutions are under attack 5️⃣ Why Starknet ? 34:00 Paradex as a high throughput Derivatives L2 35:10 Modular vs Monolithic 38:37 Paradex is the KILLER App! 🤙 6️⃣ Competing in a really difficult market 44:45 Are points the new meta? 45:30 Paradex Pro League 47:20 Addressing points fatigue via long-term PMF 7️⃣ GTM Sequencing and Points Program Design 52:40 Bootstrapping liquidity 54:20 Listing shitcoins VS blue chips 57:00 Pre-launch markets and innovation in Defi
59:05

Our fearless leader fiddy.dime - priv/acc 🦡 sat down with Carl Bergman of Reverie for an action packed episode covering the dominance of perp dexes, the role of convexity, volatility and margin, building on Starknet (Privacy arc) 🥷 and competing in a really difficult and dynamic market. Lots of gems in here for anyone looking to learn more about building a derivatives exchange! 1️⃣ Commodities to crypto: Anand’s origin story 00:00 Paradigm’s role in birthing crypto options markets 05:00 FTX’s collapse and counterparty risk 06:30 Blockchains as trust machines, the birth of Paradex 2️⃣ Why do institutional liquidity networks exist? 08:07 What is an Institutional Liquidity Network? 10:06 Block trading for large and complex orders 12:40 How Paradigm killed the voice-brokers 3️⃣ The evolution of Crypto Derivatives markets 13:05 The rise and success of Perpetual swaps 15:32 Why perps killed options in crypto? 24:35 Is volatility a good thing? 27:00 How Paradex prevents “scam-wicks” 4️⃣ Why build Paradex? 31:00 Why build a decentralized perps exchange? 32:20 Custodial solutions are under attack 5️⃣ Why Starknet ? 34:00 Paradex as a high throughput Derivatives L2 35:10 Modular vs Monolithic 38:37 Paradex is the KILLER App! 🤙 6️⃣ Competing in a really difficult market 44:45 Are points the new meta? 45:30 Paradex Pro League 47:20 Addressing points fatigue via long-term PMF 7️⃣ GTM Sequencing and Points Program Design 52:40 Bootstrapping liquidity 54:20 Listing shitcoins VS blue chips 57:00 Pre-launch markets and innovation in Defi

Paradex

11,258 görüntüleme • 2 yıl önce

New episode in the DeFi series is here! In this one, we will deep dive into Aave. 00:00:41 - What is Aave 00:03:20 - History of Aave 00:44:55 - ETHLend rebranded to Aave 00:05:33 - Aave launched v1 and it's features 00:09:20 - Aave v2 launch 00:12:40 - Aave v3 launch 00:20:30 - How Aave works and how interest rates are calculated 00:24:11 - Liquidations and Health factor 00:25:58 - Utility of AAVE token 00:27:51 - GHO stablecoin 00:30:20 - Aave Hands-on RT to show your love❤️
38:57

New episode in the DeFi series is here! In this one, we will deep dive into Aave. 00:00:41 - What is Aave 00:03:20 - History of Aave 00:44:55 - ETHLend rebranded to Aave 00:05:33 - Aave launched v1 and it's features 00:09:20 - Aave v2 launch 00:12:40 - Aave v3 launch 00:20:30 - How Aave works and how interest rates are calculated 00:24:11 - Liquidations and Health factor 00:25:58 - Utility of AAVE token 00:27:51 - GHO stablecoin 00:30:20 - Aave Hands-on RT to show your love❤️

Nidhi Singh

10,805 görüntüleme • 1 yıl önce

RISK MANAGEMENT 101 | EPISODE 1: Science Meets Chaos This is a beginner series. We will go deeper one episode at a time (20min) Practitioners will know much of this already... good. Episode 1 covers the building blocks: why the bell curve breaks, what is driving the chaos, who the players are, and why modern markets move faster and hit harder than most investors realize. Next episode... now that we know what the monster is... how do we survive and size? 02:21 Structural Changes in Markets 06:50 Who are the main players? 09:29 5 foundational elements to risk management 14:24 Intro to Factor Models 16:20 How much Chaos am I willing to own? 17:00 Sizing is a risk decision not a capital decision
19:19

RISK MANAGEMENT 101 | EPISODE 1: Science Meets Chaos This is a beginner series. We will go deeper one episode at a time (20min) Practitioners will know much of this already... good. Episode 1 covers the building blocks: why the bell curve breaks, what is driving the chaos, who the players are, and why modern markets move faster and hit harder than most investors realize. Next episode... now that we know what the monster is... how do we survive and size? 02:21 Structural Changes in Markets 06:50 Who are the main players? 09:29 5 foundational elements to risk management 14:24 Intro to Factor Models 16:20 How much Chaos am I willing to own? 17:00 Sizing is a risk decision not a capital decision

Jared Kubin

39,199 görüntüleme • 4 ay önce

"The best companies are bought, not sold." In the latest podcast, we discuss with Anttoni Aniebonam, CEO of Veri, the company that helps users discover better metabolic health, who just completed an acquisition with ŌURA. 03:55 How Veri Started 11:00 The first Growth Hack 12:10 The First Launch 15:45 Evolution of the Product 22:07 Meal Scores Using LLMs 26:30 From the First Users to Fifty Thousand Users 34:00 Initial discussions with Oura for an acquisition 37:55 How to think about an acquisition 44:00 Tactical acquisition advice for founders 49:05 Take on The Future of Health Tech 53:37 What To Expect From the Future Products of Oura 55:21 Looking Back 100 Years From the Future
57:10

"The best companies are bought, not sold." In the latest podcast, we discuss with Anttoni Aniebonam, CEO of Veri, the company that helps users discover better metabolic health, who just completed an acquisition with ŌURA. 03:55 How Veri Started 11:00 The first Growth Hack 12:10 The First Launch 15:45 Evolution of the Product 22:07 Meal Scores Using LLMs 26:30 From the First Users to Fifty Thousand Users 34:00 Initial discussions with Oura for an acquisition 37:55 How to think about an acquisition 44:00 Tactical acquisition advice for founders 49:05 Take on The Future of Health Tech 53:37 What To Expect From the Future Products of Oura 55:21 Looking Back 100 Years From the Future

Kyriakos Eleftheriou

329,917 görüntüleme • 1 yıl önce

NEW EP: How Stablecoins Are Driving Global Payments with Ryne Saxe The battle for stablecoin dominance isn't happening where you think it is. In today's episode, Andy sits down with Ryne Saxe, founder of Eco to explore: > How New Stablecoin Issuers Are Challenging Tether & Circle > Purpose-Built Chains Optimizing for Stablecoin Flows > Eco's Vision to Become the "Visa of Stablecoins" > Why Tether Is More Willing to Experiment Than Circle > How Cross-Chain Payments Work Full episode links below. Timestamps: 00:00 Intro 0:58 Magic ad 01:28 Stablecoin Fragmentation 09:19 DeFi-TradFi Convergence 11:24 Opportunities Outside of Issuance 17:23 USDC vs USTC 21:03 Algo Stables 23:30 Omni Ad 23:59 Mantle Ad 24:40 Purpose Built Stablecoin Chains 28:26 Who is Using Eco? 34:49 Eco Benefits and Tradeoffs 35:20 What’s Next For Eco
37:11

NEW EP: How Stablecoins Are Driving Global Payments with Ryne Saxe The battle for stablecoin dominance isn't happening where you think it is. In today's episode, Andy sits down with Ryne Saxe, founder of Eco to explore: > How New Stablecoin Issuers Are Challenging Tether & Circle > Purpose-Built Chains Optimizing for Stablecoin Flows > Eco's Vision to Become the "Visa of Stablecoins" > Why Tether Is More Willing to Experiment Than Circle > How Cross-Chain Payments Work Full episode links below. Timestamps: 00:00 Intro 0:58 Magic ad 01:28 Stablecoin Fragmentation 09:19 DeFi-TradFi Convergence 11:24 Opportunities Outside of Issuance 17:23 USDC vs USTC 21:03 Algo Stables 23:30 Omni Ad 23:59 Mantle Ad 24:40 Purpose Built Stablecoin Chains 28:26 Who is Using Eco? 34:49 Eco Benefits and Tradeoffs 35:20 What’s Next For Eco

The Rollup

22,370 görüntüleme • 1 yıl önce

How fast can your security adapt to AI? ⚡ In our latest episode of Security Signal, Khalid Kark sits down with Sounil Yu, Jerry Perullo, and Mario Duarte to discuss the shift from traditional recovery to autonomic resilience. Key topics: ✅ AI Governance at the Board level ✅ The OODA loop & agentic security ✅ Managing nth-party risk Stop playing catch-up and start building systems that evolve. 🎧 Check out the clip then watch the full episode here:
0:41

How fast can your security adapt to AI? ⚡ In our latest episode of Security Signal, Khalid Kark sits down with Sounil Yu, Jerry Perullo, and Mario Duarte to discuss the shift from traditional recovery to autonomic resilience. Key topics: ✅ AI Governance at the Board level ✅ The OODA loop & agentic security ✅ Managing nth-party risk Stop playing catch-up and start building systems that evolve. 🎧 Check out the clip then watch the full episode here:

Cloudflare

10,075 görüntüleme • 4 ay önce

New episode with Dr. Konrad Kording (Kording Lab 🦖), professor of bioengineering and neuroscience at the University of Pennsylvania (Penn) and co-director of CIFAR's Learning in Machines & Brains program (CIFAR). Konrad works at the intersection of causality, machine learning, and neuroscience, building rigorous methods for causal reasoning when experiments aren't possible — and challenging how researchers interpret neural data and build AI. Konrad argues the most promising path to understanding how the brain works is to read the brain’s wiring directly, down to the molecular detail of each connection, and to build compilers and simulations to understand the brain’s computation directly. In this episode we go deep into how neurons work, how neurons wire together, and how organic and artificial neural networks differ. We discuss why organic neurons are doing much more; how a model of a single organic neuron can solve MNIST — computing more like a 3-layer artificial neural network; how the brain might learn by solving credit assignment with only local signals; how to approximate backprop without a global algorithm; why AI and humans are intelligent along different dimensions; why Konrad isn’t very worried about AI replacing us; economic models of intelligence and physical work; and much more. Konrad is a brilliant, contrarian thinker who explains complex concepts very intuitively. It is a solid computational neuroscience primer. I hope you enjoy this conversation as much as I did! Other links to this episode and references below. Chapters 00:00:00 Introduction 00:01:01 How organic neurons work 00:24:13 How the brain learns: circuits and credit assignment 00:45:29 Recording the brain 00:52:47 Why simulating brains is hard 01:05:00 A new approach: connectomes and compilers 01:21:00 Why simulate brains? 01:29:50 How AI and human intelligence differ 01:41:04 Evolution, intelligence and AI risk 01:52:42 Robotics, causality, and the roots of intelligence 02:05:53 AI for science and scientific rigor 02:13:05 The economics of intelligence 02:27:50 A hopeful future
2:29:40

New episode with Dr. Konrad Kording (Kording Lab 🦖), professor of bioengineering and neuroscience at the University of Pennsylvania (Penn) and co-director of CIFAR's Learning in Machines & Brains program (CIFAR). Konrad works at the intersection of causality, machine learning, and neuroscience, building rigorous methods for causal reasoning when experiments aren't possible — and challenging how researchers interpret neural data and build AI. Konrad argues the most promising path to understanding how the brain works is to read the brain’s wiring directly, down to the molecular detail of each connection, and to build compilers and simulations to understand the brain’s computation directly. In this episode we go deep into how neurons work, how neurons wire together, and how organic and artificial neural networks differ. We discuss why organic neurons are doing much more; how a model of a single organic neuron can solve MNIST — computing more like a 3-layer artificial neural network; how the brain might learn by solving credit assignment with only local signals; how to approximate backprop without a global algorithm; why AI and humans are intelligent along different dimensions; why Konrad isn’t very worried about AI replacing us; economic models of intelligence and physical work; and much more. Konrad is a brilliant, contrarian thinker who explains complex concepts very intuitively. It is a solid computational neuroscience primer. I hope you enjoy this conversation as much as I did! Other links to this episode and references below. Chapters 00:00:00 Introduction 00:01:01 How organic neurons work 00:24:13 How the brain learns: circuits and credit assignment 00:45:29 Recording the brain 00:52:47 Why simulating brains is hard 01:05:00 A new approach: connectomes and compilers 01:21:00 Why simulate brains? 01:29:50 How AI and human intelligence differ 01:41:04 Evolution, intelligence and AI risk 01:52:42 Robotics, causality, and the roots of intelligence 02:05:53 AI for science and scientific rigor 02:13:05 The economics of intelligence 02:27:50 A hopeful future

Juan Benet

49,297 görüntüleme • 1 ay önce