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🚨 NEW Podcast w Eliott eliott who is working with Yonatan Sompolinsky on Oracles - You'll love this episode! Full YT link - We unpack the critical role oracles play in bridging off-chain data to blockchains, a cornerstone for DeFi applications. Elliot exposes the limitations of current oracle solutions...

15,872 views • 11 months ago •via X (Twitter)

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🚨 New Episode w Kaskad team Unveils v1 Oracle for $KAS (Exclusive Demo) Full YT link - In this episode with eliott Julien 𐤊 _Jac𐤊 Paul Colagrande After months of development building on Aave v3.3's battle-tested framework, @Kaskad team is launching their v1 of Oracle. eliott (oracle architect) and Paul Colagrande (oracle developer) have created a custom fair-value oracle that pulls live #KASPA data from multiple centralized exchanges, calculating true $KAS market price. In this Episode eliott breaks down the oracle architecture - unlike Chainlink's noisy median-of-medians approach, Kaskad oracle uses a deterministic algorithm that freezes all exchange data at time T, simulates instantaneous arbitrage, and produces a global orderbook with the true best bid/ask. The system is scalable to any asset (Bitcoin, Ethereum, Solana) and will eventually integrate TEEs for decentralization. For Kaskad team - this isn't just about building for Kaspians—it's about competing with Aave Morpho 🦋 , Jupiter and PancakeSwap. ---------- DISCLAIMER This video is for educational and informational purposes only and is NOT financial or investment advice. We do not recommend you to buy or sell any assets. Opinions of guests are their own and do not constitute endorsements. Cryptocurrency and blockchain investments are highly risky and can result in total loss of capital. Do your own research and consult licensed professionals. The channel and its hosts are not liable for any investment decisions or losses. #KASPA #KASKAD

XXIM - Money Unchained

18,921 views • 8 months ago

ᴛʜᴇ ɴᴇxᴛ ᴇʀᴀ ᴏꜰ ᴅᴇᴄᴇɴᴛʀᴀʟɪᴢᴇᴅ ᴅᴀᴛᴀ ᴀɴᴅ ᴡɪɴᴋʟɪɴᴋ ᴏʀᴀᴄʟᴇ ɴᴇᴛᴡᴏʀᴋꜱ In today’s podcast breakdown, we explored how decentralized oracles and emerging OCR technology are transforming the way blockchains interact with the real world. ❇️ ᴡʜʏ ᴅᴇᴄᴇɴᴛʀᴀʟɪᴢᴇᴅ ᴅᴀᴛᴀ ɪꜱ ᴄʀᴜᴄɪᴀʟ One of blockchain’s biggest limitations has always been isolation smart contracts couldn’t access real-world information on their own. Decentralized Oracle like WINkLink solve this by delivering secure, verifiable data from off-chain sources directly to dApps. This unlocks: ➩ trustless financial automation ➩ real-world event settlements ➩ decentralized insurance, logistics & prediction markets ➩ verifiable randomness for gaming ➩ real-time data-driven smart contracts It’s the bridge that connects blockchain to reality. ❇️ ᴛʜᴇ ᴘᴏᴡᴇʀ ᴏꜰ ᴏꜰꜰ-ᴄʜᴀɪɴ ʀᴇᴘᴏʀᴛɪɴɢ (OCR) OCR represents a major leap forward for oracle networks. Instead of sending multiple on-chain transactions, participating nodes aggregate their data off-chain, reach consensus, and submit one verified report. This means: ➜ drastically lower fees ➜ faster, more scalable data delivery ➜ stronger decentralization ➜ reduced manipulation risks ➜ more frequent and higher-quality data feeds As OCR moves out of beta, it could become the new standard for decentralized data infrastructure. ❇️ ᴡʜᴀᴛ ᴄᴏᴜʟᴅ ᴛʜɪꜱ ᴜɴʟᴏᴄᴋ? With reliable, cryptographically verified external data, blockchains can evolve into autonomous systems capable of interacting with the real world. Potential new categories include: ✦ self-regulating DAOs reacting to real-time metrics ✦ autonomous “micro-economies” powered by data ✦ AI × blockchain hybrid systems ✦ on-chain reputation and identity primitives ✦ next-gen DeFi products across global markets We’re moving toward an internet where trust is based on verification, not authority. ❇️ ᴛʜᴇ ʙɪɢɢᴇʀ ɪᴍᴘᴀᴄᴛ ᴏɴ ᴛʀᴜꜱᴛ ᴏɴʟɪɴᴇ As decentralized oracle networks grow: ➜data becomes more transparent ➜manipulation becomes harder ➜applications become more autonomous ➜cross-chain ecosystems become more interoperable The result? A new digital world where truth is cryptographically proven not assumed. What do you think about the future of decentralized data? Will OCR and WinkLink Oracle networks redefine Web3 infrastructure? WINkLink H.E. Justin Sun 👨‍🚀 🌞 #Oracles #WINkLink #TRONEcoStar

BEN GURIAN 🥇

11,243 views • 9 months ago

Risk oracles, automated systems that monitor and manage protocol risk onchain, are set to become a cornerstone of onchain finance. However, their reliability and design philosophy determine whether they actually reduce or introduce risk. When risk oracles fail to operate throughout volatile conditions, depend on poor-quality data, or lack transparency, they become a point of failure. Onchain finance needs infrastructure that’s neutral, transparent, and battle-tested under extreme conditions. That’s where the Chainlink Runtime Environment (CRE) comes in. CRE’s modular orchestration framework lets developers build highly-customizable and resilient risk oracle systems leveraging the industry’s most reliable infrastructure and highest-quality data. With CRE, protocol developers, DeFi risk managers, and risk curators can create risk oracle solutions that include: • Custom pricing logic to reflect complex instruments • Dynamic risk parameters to maximize efficiency and safety • Automated freeze or circuit-breaker functionality All built on verifiable, decentralized infrastructure. That’s why LlamaRisk chose CRE to power LlamaGuard NAV, a next-gen oracle integrated by Aave Horizon that prices tokenized RWAs using dynamic price bounds and advanced risk controls. In combining Chainlink’s proven reliability and neutrality with LlamaRisk’s expertise in protocol risk, LlamaGuard provides Aave Horizon with a transparent, automated risk management system designed for institutional-grade tokenized assets. This design separates responsibilities: • Chainlink provides the trusted infrastructure for secure data validation and workflow orchestration. • LlamaRisk configures the transparent, dynamic risk logic that runs on top of CRE. The result: a highly-reliable and transparent risk oracle solution that ensures neutrality at the system level and adheres to DeFi’s decentralization ethos. As Sergey Nazarov and Stani noted at SmartCon 2025, CRE-powered risk oracles on Aave Horizon bring together specialized experts to deliver transparent, verifiable, and robust systems for the next era of DeFi. Protocols that implement properly designed risk oracles have an inherent advantage by offering users stronger safety, more efficient markets, and better institutional alignment. Safer oracles = Safer DeFi.

Chainlink

32,099 views • 9 months ago

a deported Chinese dev at a Starbucks showed me his screen and said "you have 6 seconds" he was sitting in the corner. two phones. one laptop. hood up. looked like he hadn't slept in days. i sat down next to him because every other seat was taken. he saw my screen. Polymarket open. "you trade these BTC markets?" yeah. 5-minute binaries. he turned his laptop toward me. "you see how the result settles? every 5-minute BTC market resolves based on an oracle. the oracle reads the price from an API. but the oracle doesn't update instantly. there's a lag. 4 to 6 seconds" "in those 6 seconds the real BTC price already moved. but the market is still open. still accepting orders. priced on the old number" he pointed at his screen. two windows side by side. left: Binance BTC spot feed. right: Polymarket orderbook. 3,200 stars. decentralized oracle framework. he had it forked on his laptop. the entire oracle timing model was exposed in the source code. "right now BTC is at $100,240 on Binance. the oracle still shows $100,190. the market 'BTC above $100,200 at 3:05pm' is trading YES at 41 cents" "but i already know the answer is YES. because i see the real price. the oracle doesn't. for 6 seconds i'm trading against a blind counterparty" watched him buy YES at 41c. four seconds later the oracle updated. market resolved YES. payout $1. "59 cents in 4 seconds. this happens every 5 minutes. 288 times a day" asked how he found this. "i was an oracle engineer at Chainlink in Shanghai. got deported for visa issues. took the knowledge with me" "every oracle has a heartbeat interval. a deviation threshold. a propagation delay. i know exactly how long each one takes to update. because i built three of them" he closed his laptop. "the edge isn't in the market. it's in the infrastructure layer between the real price and the reported price. nobody looks there. because nobody understands how oracles work" finished his coffee. left. didn't get his name. didn't need it. flew home. opened Claude. "build an oracle latency exploitation engine for Polymarket BTC binaries. track real-time BTC spot price from Binance websocket feed. compare against Polymarket oracle update timestamps. detect windows where oracle lags behind spot by more than $30. enter the side that the real price already confirmed. target the 4-6 second blind window before each oracle heartbeat." the system was live by morning. named it DEEP SIGNAL. first fill hit before i finished coffee. > Binance websocket feed at 50ms intervals. > oracle heartbeat monitor. > propagation delay calculator. > spot-to-oracle divergence detector. > conviction gate at $30+ deviation. > order placement avg 47ms. $534K volume. 79% win rate. sharpe 3.64. drawdown -1.2%. +$11,681 in profit runs on: Claude $20. VPS $5. UMA protocol free. $25/month. copytrade setup here: went back to that Starbucks a week later. same corner. empty. but the oracle still lags. every 5 minutes. every day. 6 seconds is all you need when you can see what the oracle can't.

Hanako

32,645 views • 4 months ago

One of Chainlink's core value props is that it is a neutral technology platform that does not compete with its customers Specifically, Chainlink is not a blockchain, and does not compete with blockchains Rather, Chainlink enhances the utility of all public/private chains by providing the oracle services their ecosystems need to succeed long-term This neutrality is why Chainlink has *thousands* of blockchain, Web3, and TradFi partners who rely on Chainlink for critical functionalities including: - Onchain data delivery - Cross-chain interoperability - Automated compliance - Privacy-preserving compute - Legacy system integration - Multi-system workflow orchestration As the cost and friction of launching a blockchain continues to drop toward zero, the number of public/private chains that exist will expand from hundreds today to thousands in the future If a cross-chain provider wants to pivot by launching their own blockchain and begin competing with Ethereum, Solana, Canton, and all of their existing blockchain partners, I wish them luck on that That’s not the game Chainlink is playing While blockchains fiercely compete amongst each other to become the transactional database layer, Chainlink wins regardless of which chains are used For Chainlink, every new blockchain introduced to the market is all the more justification for why organizations need Chainlink as their orchestration layer to manage the complexity That’s why financial market infrastructure providers like Swift, DTCC, Euroclear, and more have adopted Chainlink, they understand the financial system needs an orchestration layer To emphasize my point, here is a clip from DTCC executives explaining how the rapidly growing number of blockchains is why their partnership with Chainlink is so important

Zach Rynes | CLG

13,309 views • 6 months ago

Larry Ellison borrowed $125 billion to bet everything on a single customer that LOSES $5 billion a year. American banks are already refusing to lend him another dollar. And now that single customer has started to slowly walk away. This is one of the biggest gambles in tech history - and it’s NOT looking good: Oracle has $124.7 billion in debt on its books right now. That's more than the GDP of 100+ countries. Their free cash flow over the last 12 months? Negative $13.18 billion. They are spending more money than they make. And they're doing it on PURPOSE. Every other hyperscaler funds their AI buildout with cash. Google has cash. Amazon has cash. Microsoft has cash. Oracle has IOUs. They raised $58 billion in debt in just two months. $38 billion for Texas and Wisconsin data centers. $20 billion for New Mexico. And they need another $100 billion on top of that. Even US banks are starting to say no. TD Cowen reported that multiple banks have pulled back from Oracle lending. Borrowing costs have roughly DOUBLED since September. They're now paying interest rates typically reserved for companies rated below investment grade. Barclays downgraded their debt to underweight and warned Oracle could run out of cash by November 2026. So what does Larry Ellison do? He FIRES 30,000 people. Oracle is planning layoffs affecting up to 18% of its entire workforce. The goal is to free up $8 to $10 billion in cash flow just to keep the lights on while they build data centers for ONE customer: OpenAI. Oracle's $553 billion backlog sounds incredible until you realize a massive chunk of it flows through a single relationship. If OpenAI sneezes, Oracle catches pneumonia. And OpenAI is already sneezing... Sam Altman DROPPED plans to expand the Stargate site in Abilene, Texas. And the reason is insane: Nvidia's chips are improving so fast that by the time Oracle finishes building the data center, the processors inside it will already be outdated. Oracle is building with Blackwell chips. But Nvidia's new Vera Rubin platform delivers 5x the inference performance at 10x lower cost per token. So Oracle is borrowing billions to build facilities that will house yesterday's technology before they even open. The world of bits moves faster than the world of atoms. And Oracle is trapped in between. But here's where it gets wild: The earnings call revealed something most people missed... Oracle now REQUIRES certain customers to buy their own GPUs upfront and hand them over. They call it the "bring your own chips" model. Translation: Oracle can't afford the hardware anymore. So they're asking customers to fund the construction of Oracle's OWN data centers. The stock is still down 23% this year even after the 12% earnings pop. Moody's rates Oracle just two notches above junk status. Lower than Amazon, Alphabet, Meta, and Microsoft. And they have $248 billion in ADDITIONAL lease obligations that aren't even on the balance sheet yet. Larry Ellison is 81 years old and making the biggest bet in corporate history. He's trying to turn a legacy database company into a hyperscale AI cloud provider using other people's money. All while his only major customer is a startup that burns $5 billion a year and just had its expansion partner refuse to fund the next campus. The earnings beat was real. Revenue up 22%. Cloud infrastructure up 84%. But revenue growth funded by debt isn't growth. It's leverage. And leverage works both ways. If OpenAI stays loyal, if the Stargate buildout continues, if the debt markets keep lending, if Vera Rubin doesn't make their entire infrastructure obsolete overnight, then Larry Ellison pulled off the greatest corporate reinvention in history. But that's a lot of ifs for a company two notches above junk. Oracle is either the most undervalued AI play on the market or the most overleveraged house of cards since 2008. The next six months will tell us which one.

Ricardo

181,554 views • 5 months ago

Great infrastructure is what underpins the technological trends that consumers/users end up experiencing in their daily lives, it will be the same for Web3. Web2 applications like Uber are a great example of how infrastructure has shaped Web2. This breakthrough ridesharing application wouldn’t have initially been possible without the infrastructure provided by Twilio APIs to message users, Google Maps to see location data, and payments APIs to pay drivers. The same story is now unfolding for Web3 applications enabled to come into existence by Chainlink. When Chainlink launched, DeFi had less value than what one application in DeFi holds today. With access to secure and reliable price data via Chainlink, DeFi grew to over $200 billion in just a few years; There is a clear pattern between the launch of oracle networks and the growth of advanced applications on a blockchain: Developers can’t build truly “smart” contract applications without the oracle infrastructure that Chainlink provides. As the Chainlink platform has expanded, I’ve been excited by the sheer amount of advanced features that developers are now able to put into their smart contracts by using Chainlink. It’s clear to me that giving Web3 developers reliable and extensive infrastructure is the best way to unlock the next leap forward for our industry and for the creation of a cryptographic truth-powered society. API and cross-chain connectivity through oracle advancements such as Chainlink Functions and CCIP represent additional new building blocks for the next wave of Web3 apps. CCIP is also something we are actively working with the capital markets/banking industry on adopting for enabling their systems to efficiently interact with hundreds of blockchains via a single integration. When Chainlink enables all the world’s systems to efficiently connect to multiple chains through a single, cryptographically-secured interface is when we will all see a large acceleration in the value that flows into our industry and the widespread adoption which that leads to. Thank you to Jacquelyn Melinek for hosting me on TechCrunch’s Chain reaction podcast, where I explore these concepts in more depth:

Sergey Nazarov

316,526 views • 3 years ago