Hybryd

hybryd

This story was written using HackerNoon’s writing prompt for the Bitcoin Writing Contest. If you’d like to participate in the #bitcoin writing contest but feel this template isn’t right for you, feel free to explore any of the other two options:

The Ultimate Dev Stack for Building on Bitcoin
Building a Decentralized Application on Rootstock 1. What is your smart contract designed to do? My hybrid smart contract is designed to tap into Chainlink's Price Feeds on Rootstock to get real-world asset prices. This is particularly useful if you're building DeFi applications that need reliable price data. 2. Why deploy on Roostock, what benefits does the platform offer compared to alternatives? Because Rootstock, being merge-mined with Bitcoin, inherits its unparalleled security model while maintaining full EVM compatibility. This means I can leverage the entire Ethereum development ecosystem while building on Bitcoin's foundation. Moreover, if also add Chainlink's oracle network to the mix, I suddenly have the ability to create a smart contract that can interact with real-world data and systems. 3. Break down the key components of your smart contract i.e state variables, functions, events, etc Smart Contract RootStockPriceFeed.sol SPDX-License-Identifier: MIT Imports State Variables Constructor Functions Key Points The contract relies on an external Chainlink oracle for price data, making it a hybrid smart contract.
The getLatestPrice() function is marked as view, meaning it doesn't modify state but only reads from the oracle.
The contract assumes the Chainlink oracle is already deployed and has the correct interface implemented. 4. How did you test your smart contract? Did you notice any vulnerabilities while testing? If so, what were they and how did you correct for them This is a proof-of-concept(POC) and since I am using the Chainlink battle-tested AggregatorV3Interface.sol contract but with no offical price feed contract address for RootStock on Chainlink https://docs.chain.link/data-feeds/price-feeds/addresses, I tested my RootStockPriceFeed.sol using a depolyment script to do a staging test on the RSK Testnet using my own public address “0xEd752dCE9f6c1Db35FeDABca445617A0d2B0b674” 5. What steps have you taken to keep your smart contract safe? Eventhough there was no need to do an official audit of my POC, I used one of the most popular static analysis tools to do an audit to ensure safety of my hybrid smart contract using: Slither. The output color codes potential issues: Green - Areas that are probably ok, may be informational findings, we may want to have a look
Yellow - Potential issue detected, we should probably take a closer look
Red - Signifant issues detected that should absolutely be addressed. 6. Share, step-by-step, how you deployed your smart contract on Rootstock. Before we dive into the technical details, make sure you have Node.js and nvm version manager for node.js installed on your system since we'll need it to install and use Node version v18.0.0 that is compatible with Rootstock starter kit. You'll also need Hardhat and a basic grasp of smart contracts with Solidity and JavaScript/TypeScript. You'll also need a Metamask wallet configured for the Rootstock network and some test RBTC if you're planning to follow along. Let's start by setting up our development environment. First, we'll clone the Rootstock Hardhat Starter Kit, which provides a solid foundation for our project: Now, let's install all the required dependencies: Let's rename our project directory to better reflect its purpose: We'll need to modify our package.json and package-lock.json to reflect our project's new name and add Chainlink specific dependencies: After installation, add the plugin to your Hardhat config: The magic happens in our configuration setup. We need to tell Hardhat how to work with both Rootstock and Chainlink. I've found that keeping this configuration clean and well-organized saves countless hours down the line. Update your hardhat.config.ts file: Don't forget to create a .env file to store your sensitive information: Next, let's test our RootStock configuration, but first make sure you have sufficient Testnet RBTC funds available on your Metamask wallet. You can get some from a Rootstock Testnet Faucet. Then, let's deploy the contract. We'll use the --tags flag to only deploy the MultiToken 1155 contract. Output: Next, let's test our Chainlink confirguration to get a list of all available getter-method for a specific registry Output: Now, let's build something practical - a smart contract that taps into Chainlink's Price Feeds on Rootstock to get real-world asset prices. This is particularly useful if you're building DeFi applications that need reliable price data. Here's what that looks like: To bring our contract to life, we need a deployment script. Create scripts/deploy.ts: Finally, let's deploy our hybrid smart contract to the Rootstock RSK Testnet by running the deploy script: Output: 7. What did you learn from your deployment experience? What worked well, and what would you change the next time around? The magnificence of combining Rootstock with Chainlink through Hardhat is that it opens up a world of possibilities. You're not just building smart contracts; you're given the opportunity to creating secure, Bitcoin-based applications that can interact with real-world data. The security of Bitcoin's network, the flexibility of EVM compatibility, and reliable external data through Chainlink oracles - it's a powerful combination that's greater than the sum of its parts. This simple contract demonstrates how to create a hybrid smart contract that leverages off-chain data (via Chainlink) to provide on-chain functionality (retrieving asset prices) on RootStock. All worked well, with some warnings after a quick audit using Slither static analysis tool and next time around I will do a few changes: Use of internal variables for interacting with other contracts.
Proper error handling could be added to deal with potential issues when calling latestRoundData().
Consider adding events for important state changes or actions taken by the contract. You can visit my GitHub Repo and check out the POC here: https://github.com/EdwinLiavaa/Rootstock-Chainlink-Hardhat-Starterkit That’s all! If you’d like to participate in the #bitcoin writing contest but feel this template isn’t right for you, feel free to explore any of the other two options:

The Ultimate Dev Stack for Building on Bitcoin
Building a Decentralized Application on Rootstock This story was written using HackerNoon’s writing prompt for the Bitcoin Writing Contest. If you’d like to participate in the #bitcoin writing contest but feel this template isn’t right for you, feel free to explore any of the other two options: The Ultimate Dev Stack for Building on Bitcoin
Building a Decentralized Application on Rootstock This story was written using HackerNoon’s writing prompt for the Bitcoin Writing Contest. If you’d like to participate in the #bitcoin writing contest but feel this template isn’t right for you, feel free to explore any of the other two options: The Ultimate Dev Stack for Building on Bitcoin Building a Decentralized Application on Rootstock The Ultimate Dev Stack for Building on Bitcoin The Ultimate Dev Stack for Building on Bitcoin Building a Decentralized Application on Rootstock Building a Decentralized Application on Rootstock 1. What is your smart contract designed to do? What is your smart contract designed to do? My hybrid smart contract is designed to tap into Chainlink's Price Feeds on Rootstock to get real-world asset prices. This is particularly useful if you're building DeFi applications that need reliable price data. 2. Why deploy on Roostock, what benefits does the platform offer compared to alternatives? Why deploy on Roostock, what benefits does the platform offer compared to alternatives? Because Rootstock, being merge-mined with Bitcoin, inherits its unparalleled security model while maintaining full EVM compatibility. This means I can leverage the entire Ethereum development ecosystem while building on Bitcoin's foundation. Moreover, if also add Chainlink's oracle network to the mix, I suddenly have the ability to create a smart contract that can interact with real-world data and systems. 3. Break down the key components of your smart contract i.e state variables, functions, events, etc Break down the key components of your smart contract i.e state variables, functions, events, etc Smart Contract RootStockPriceFeed.sol SPDX-License-Identifier: MIT Imports State Variables Constructor Functions Key Points The contract relies on an external Chainlink oracle for price data, making it a hybrid smart contract. The getLatestPrice() function is marked as view, meaning it doesn't modify state but only reads from the oracle. The contract assumes the Chainlink oracle is already deployed and has the correct interface implemented. The contract relies on an external Chainlink oracle for price data, making it a hybrid smart contract. The getLatestPrice() function is marked as view , meaning it doesn't modify state but only reads from the oracle. getLatestPrice() view The contract assumes the Chainlink oracle is already deployed and has the correct interface implemented. 4. How did you test your smart contract? Did you notice any vulnerabilities while testing? If so, what were they and how did you correct for them 4. How did you test your smart contract? Did you notice any vulnerabilities while testing? If so, what were they and how did you correct for them This is a proof-of-concept(POC) and since I am using the Chainlink battle-tested AggregatorV3Interface.sol contract but with no offical price feed contract address for RootStock on Chainlink https://docs.chain.link/data-feeds/price-feeds/addresses , I tested my RootStockPriceFeed.sol using a depolyment script to do a staging test on the RSK Testnet using my own public address “0xEd752dCE9f6c1Db35FeDABca445617A0d2B0b674” https://docs.chain.link/data-feeds/price-feeds/addresses 5. What steps have you taken to keep your smart contract safe? 5. What steps have you taken to keep your smart contract safe? Eventhough there was no need to do an official audit of my POC, I used one of the most popular static analysis tools to do an audit to ensure safety of my hybrid smart contract using: Slither. The output color codes potential issues: Green - Areas that are probably ok, may be informational findings, we may want to have a look Yellow - Potential issue detected, we should probably take a closer look Red - Signifant issues detected that should absolutely be addressed. Green - Areas that are probably ok, may be informational findings, we may want to have a look Green informational Yellow - Potential issue detected, we should probably take a closer look Yellow Red - Signifant issues detected that should absolutely be addressed. Red 6. Share, step-by-step, how you deployed your smart contract on Rootstock. Share, step-by-step, how you deployed your smart contract on Rootstock. Before we dive into the technical details, make sure you have Node.js and nvm version manager for node.js installed on your system since we'll need it to install and use Node version v18.0.0 that is compatible with Rootstock starter kit. You'll also need Hardhat and a basic grasp of smart contracts with Solidity and JavaScript/TypeScript. You'll also need a Metamask wallet configured for the Rootstock network and some test RBTC if you're planning to follow along. Node.js nvm Hardhat Metamask test RBTC Let's start by setting up our development environment. First, we'll clone the Rootstock Hardhat Starter Kit , which provides a solid foundation for our project: Rootstock Hardhat Starter Kit Now, let's install all the required dependencies: Let's rename our project directory to better reflect its purpose: We'll need to modify our package.json and package-lock.json to reflect our project's new name and add Chainlink specific dependencies: Chainlink After installation, add the plugin to your Hardhat config: The magic happens in our configuration setup. We need to tell Hardhat how to work with both Rootstock and Chainlink. I've found that keeping this configuration clean and well-organized saves countless hours down the line. Update your hardhat.config.ts file: hardhat.config.ts Don't forget to create a .env file to store your sensitive information: .env Next, let's test our RootStock configuration, but first make sure you have sufficient Testnet RBTC funds available on your Metamask wallet. You can get some from a Rootstock Testnet Faucet . Rootstock Testnet Faucet Then, let's deploy the contract. We'll use the --tags flag to only deploy the MultiToken 1155 contract. --tags 1155 Output: Next, let's test our Chainlink confirguration to get a list of all available getter-method for a specific registry Output: Now, let's build something practical - a smart contract that taps into Chainlink's Price Feeds on Rootstock to get real-world asset prices. This is particularly useful if you're building DeFi applications that need reliable price data. Here's what that looks like: To bring our contract to life, we need a deployment script. Create scripts/deploy.ts : scripts/deploy.ts Finally, let's deploy our hybrid smart contract to the Rootstock RSK Testnet by running the deploy script: Output: 7. What did you learn from your deployment experience? What worked well, and what would you change the next time around? What did you learn from your deployment experience? What worked well, and what would you change the next time around? The magnificence of combining Rootstock with Chainlink through Hardhat is that it opens up a world of possibilities. You're not just building smart contracts; you're given the opportunity to creating secure, Bitcoin-based applications that can interact with real-world data. The security of Bitcoin's network, the flexibility of EVM compatibility, and reliable external data through Chainlink oracles - it's a powerful combination that's greater than the sum of its parts. This simple contract demonstrates how to create a hybrid smart contract that leverages off-chain data (via Chainlink) to provide on-chain functionality (retrieving asset prices) on RootStock. All worked well, with some warnings after a quick audit using Slither static analysis tool and next time around I will do a few changes: Use of internal variables for interacting with other contracts. Proper error handling could be added to deal with potential issues when calling latestRoundData(). Consider adding events for important state changes or actions taken by the contract. Use of internal variables for interacting with other contracts. Proper error handling could be added to deal with potential issues when calling latestRoundData() . latestRoundData() Consider adding events for important state changes or actions taken by the contract. You can visit my GitHub Repo and check out the POC here: https://github.com/EdwinLiavaa/Rootstock-Chainlink-Hardhat-Starterkit https://github.com/EdwinLiavaa/Rootstock-Chainlink-Hardhat-Starterkit That’s all! If you’d like to participate in the #bitcoin writing contest but feel this template isn’t right for you, feel free to explore any of the other two options: The Ultimate Dev Stack for Building on Bitcoin
Building a Decentralized Application on Rootstock If you’d like to participate in the #bitcoin writing contest but feel this template isn’t right for you, feel free to explore any of the other two options: The Ultimate Dev Stack for Building on Bitcoin Building a Decentralized Application on Rootstock The Ultimate Dev Stack for Building on Bitcoin The Ultimate Dev Stack for Building on Bitcoin Building a Decentralized Application on Rootstock Building a Decentralized Application on Rootstock

Deploying Hybrid Smart Contracts on Rootstock

Building a Hybrid RAG Agent with Neo4j Graphs and Milvus Vector Search

ዲቃላ RAG ወኪል በNeo4j Graphs እና Milvus Vector ፍለጋ መገንባት

Neo4j গ্রাফ এবং মিলভাস ভেক্টর অনুসন্ধান সহ একটি হাইব্রিড RAG এজেন্ট তৈরি করা

Construcció d'un agent RAG híbrid amb Neo4j Graphs i Milvus Vector Search

Creación de un agente RAG híbrido con gráficos Neo4j y búsqueda vectorial Milvus

Construíndo un axente RAG híbrido con Neo4j Graphs e Milvus Vector Search

Bati yon Ajan Hybrid RAG ak graf Neo4j ak rechèch vektè Milvus

Neo4j グラフと Milvus ベクトル検索を使用したハイブリッド RAG エージェントの構築

Dhisidda Wakiilka Isku-dhafka ah ee RAG oo wata Sawirro Neo4j ah iyo Raadinta Milvus Vector

Прављење хибридног РАГ агента са Нео4ј графовима и Милвус векторском претрагом

Neo4j வரைபடங்கள் மற்றும் மில்வஸ் வெக்டர் தேடலுடன் ஒரு கலப்பின RAG முகவரை உருவாக்குதல்

Сохтани агенти гибридии RAG бо графикҳои Neo4j ва ҷустуҷӯи Milvus

Neo4j Grafikleri ve Milvus Vektör Araması ile Hibrit Bir RAG Aracısı Oluşturma

The Web3 eco-system augmented by the blockchain landscape is evolving at a breathtaking pace, and since I am an active member of the Chainlink Developer Experts I've recently found myself exploring an exciting integration that combines the best of several worlds - Bitcoin's rock-solid security, Ethereum's smart contract capabilities, and real-world data through the Chainlink decentralized oracle network (DON). Today, I want to share my journey of building hybrid smart contracts by combining Rootstock (RSK) with Chainlink's oracle services, all while using Hardhat as our development framework. Please find it here on my GitHub: https://github.com/EdwinLiavaa/Rootstock-Chainlink-Hardhat-Starterkit The beauty of this integration lies in its strategic combination of strengths. Rootstock, being merge-mined with Bitcoin, inherits its unparalleled security model while maintaining full EVM compatibility. This means we can leverage the entire Ethereum development ecosystem while building on Bitcoin's foundation. Add Chainlink's oracle network to the mix, and we suddenly have the ability to create smart contracts that can interact with real-world data and systems. Before we dive into the technical details, make sure you have Node.js and nvm version manager for node.js installed on your system since we'll need it to install and use Node version v18.0.0 that is compatible with Rootstock starter kit. You'll also need Hardhat and a basic grasp of smart contracts with Solidity and JavaScript/TypeScript. You'll also need a Metamask wallet configured for the Rootstock network and some test RBTC if you're planning to follow along. Let's start by setting up our development environment. First, we'll clone the Rootstock Hardhat Starter Kit, which provides a solid foundation for our project: Now, let's install all the required dependencies: Let's rename our project directory to better reflect its purpose: We'll need to modify our package.json and package-lock.json to reflect our project's new name and add Chainlink specific dependencies: After installation, add the plugin to your Hardhat config: The magic happens in our configuration setup. We need to tell Hardhat how to work with both Rootstock and Chainlink. I've found that keeping this configuration clean and well-organized saves countless hours down the line. Update your hardhat.config.ts file: Don't forget to create a .env file to store your sensitive information: Next, let's test our RootStock configuration, but first make sure you have sufficient Testnet RBTC funds available on your Metamask wallet. You can get some from a Rootstock Testnet Faucet. Then, let's deploy the contract. We'll use the --tags flag to only deploy the MultiToken 1155 contract. Output: Next, let's test our Chainlink confirguration to get a list of all available getter-method for a specific registry: Output: Now, let's build something practical - a smart contract that taps into Chainlink's Price Feeds on Rootstock to get real-world asset prices. This is particularly useful if you're building DeFi applications that need reliable price data. Here's what that looks like: To bring our contract to life, we need a deployment script. Create scripts/deploy.ts: Next, let's deploy our hybrid smart contract to the Rootstock RSK Testnet: Output: The magnificence of combining Rootstock with Chainlink through Hardhat is that it opens up a world of possibilities. You're not just building smart contracts; you're given the opportunity to creating secure, Bitcoin-based applications that can interact with real-world data. The security of Bitcoin's network, the flexibility of EVM compatibility, and reliable external data through Chainlink oracles - it's a powerful combination that's greater than the sum of its parts. As I continue exploring this space, I'm excited about the possibilities. There's so much more to dive into - The Chainlink Cross-Chain Interoperability Protocol (CCIP) is a blockchain protocol that allows for the secure transfer of data and tokens across different blockchains. Also the Chainlink Verifiable Random Function (VRF) for verifiable randomness, automation for contract maintenance, and building more complex DeFi applications using price feeds. The ecosystem is rich with opportunities for innovation. Moreover, I would like to quote Edward Snowden's Keynote during Bitcoin 2024: “We are winning, ladies and gentlemen.” Yes, we are winning some of the battles we have fought by far in our domain, but we have not won the war yet. This is what the Bitcoin revolution is all about. We need to consolidate all our efforts, our strengths to integrate them by building a stronger eco-system with our existing tools and protocols. Let's continue pushing the boundaries of what's possible in the world of hybrid smart contracts if we want to win this war. As a matter of fact, a year ago in Oct 2023 I documented on my GitHub my integration of Hedera and Chainlink using Hardhat. It's been a while coming, but finally in October 2024 Hedera has announced that they have joined the Chainlink Scale program and are bringing the industry-leading oracle solution to Hedera, starting with Chainlink Data Feeds and CCIP. I would love nothing less than to do the same for Rootstock. I'd love to hear about your experiences combining these technologies. What are you building? What challenges have you faced? Let's continue pushing the boundaries of what's possible in the world of hybrid smart contracts. When I'm not exploring the intersection of Bitcoin and Smart Contracts, you can find me blogging and mentoring enthusiasts of all ages. Follow me here on Hackernoon for more insights and updates. The Web3 eco-system augmented by the blockchain landscape is evolving at a breathtaking pace, and since I am an active member of the Chainlink Developer Experts I've recently found myself exploring an exciting integration that combines the best of several worlds - Bitcoin's rock-solid security, Ethereum's smart contract capabilities, and real-world data through the Chainlink decentralized oracle network (DON). Chainlink Developer Experts Today, I want to share my journey of building hybrid smart contracts by combining Rootstock (RSK) with Chainlink's oracle services, all while using Hardhat as our development framework. Please find it here on my GitHub: https://github.com/EdwinLiavaa/Rootstock-Chainlink-Hardhat-Starterkit https://github.com/EdwinLiavaa/Rootstock-Chainlink-Hardhat-Starterkit The beauty of this integration lies in its strategic combination of strengths. Rootstock, being merge-mined with Bitcoin, inherits its unparalleled security model while maintaining full EVM compatibility. This means we can leverage the entire Ethereum development ecosystem while building on Bitcoin's foundation. Add Chainlink's oracle network to the mix, and we suddenly have the ability to create smart contracts that can interact with real-world data and systems. Before we dive into the technical details, make sure you have Node.js and nvm version manager for node.js installed on your system since we'll need it to install and use Node version v18.0.0 that is compatible with Rootstock starter kit. You'll also need Hardhat and a basic grasp of smart contracts with Solidity and JavaScript/TypeScript. You'll also need a Metamask wallet configured for the Rootstock network and some test RBTC if you're planning to follow along. Node.js nvm Hardhat Metamask test RBTC Let's start by setting up our development environment. First, we'll clone the Rootstock Hardhat Starter Kit , which provides a solid foundation for our project: Rootstock Hardhat Starter Kit Now, let's install all the required dependencies: Let's rename our project directory to better reflect its purpose: We'll need to modify our package.json and package-lock.json to reflect our project's new name and add Chainlink specific dependencies: Chainlink After installation, add the plugin to your Hardhat config: The magic happens in our configuration setup. We need to tell Hardhat how to work with both Rootstock and Chainlink. I've found that keeping this configuration clean and well-organized saves countless hours down the line. Update your hardhat.config.ts file: hardhat.config.ts Don't forget to create a .env file to store your sensitive information: .env Next, let's test our RootStock configuration, but first make sure you have sufficient Testnet RBTC funds available on your Metamask wallet. You can get some from a Rootstock Testnet Faucet . Rootstock Testnet Faucet Then, let's deploy the contract. We'll use the --tags flag to only deploy the MultiToken 1155 contract. --tags 1155 Output: Next, let's test our Chainlink confirguration to get a list of all available getter-method for a specific registry: Output: Now, let's build something practical - a smart contract that taps into Chainlink's Price Feeds on Rootstock to get real-world asset prices. This is particularly useful if you're building DeFi applications that need reliable price data. Here's what that looks like: To bring our contract to life, we need a deployment script. Create scripts/deploy.ts : scripts/deploy.ts Next, let's deploy our hybrid smart contract to the Rootstock RSK Testnet: Output: The magnificence of combining Rootstock with Chainlink through Hardhat is that it opens up a world of possibilities. You're not just building smart contracts; you're given the opportunity to creating secure, Bitcoin-based applications that can interact with real-world data. The security of Bitcoin's network, the flexibility of EVM compatibility, and reliable external data through Chainlink oracles - it's a powerful combination that's greater than the sum of its parts. As I continue exploring this space, I'm excited about the possibilities. There's so much more to dive into - The Chainlink Cross-Chain Interoperability Protocol (CCIP) is a blockchain protocol that allows for the secure transfer of data and tokens across different blockchains. Also the Chainlink Verifiable Random Function (VRF) for verifiable randomness, automation for contract maintenance, and building more complex DeFi applications using price feeds. The ecosystem is rich with opportunities for innovation. Moreover, I would like to quote Edward Snowden's Keynote during Bitcoin 2024: “We are winning, ladies and gentlemen.” Yes, we are winning some of the battles we have fought by far in our domain, but we have not won the war yet. This is what the Bitcoin revolution is all about. We need to consolidate all our efforts, our strengths to integrate them by building a stronger eco-system with our existing tools and protocols. Let's continue pushing the boundaries of what's possible in the world of hybrid smart contracts if we want to win this war. As a matter of fact, a year ago in Oct 2023 I documented on my GitHub my integration of Hedera and Chainlink using Hardhat . It's been a while coming, but finally in October 2024 Hedera has announced that they have joined the Chainlink Scale program and are bringing the industry-leading oracle solution to Hedera, starting with Chainlink Data Feeds and CCIP. I would love nothing less than to do the same for Rootstock. Hedera and Chainlink using Hardhat I'd love to hear about your experiences combining these technologies. What are you building? What challenges have you faced? Let's continue pushing the boundaries of what's possible in the world of hybrid smart contracts. When I'm not exploring the intersection of Bitcoin and Smart Contracts, you can find me blogging and mentoring enthusiasts of all ages. Follow me here on Hackernoon for more insights and updates. When I'm not exploring the intersection of Bitcoin and Smart Contracts, you can find me blogging and mentoring enthusiasts of all ages. Follow me here on Hackernoon for more insights and updates. Hackernoon

Building Hybrid Smart Contracts: Integrating Rootstock and Chainlink with Hardhat

TORRANCE, United States / California, October 7th, 2024, CyberNewsWire/--Criminal IP, a renowned Cyber Threat Intelligence (CTI) search engine developed by AI SPERA, has partnered with Hybrid Analysis, a platform that provides advanced malware analysis and threat intelligence, to enhance threat research. This collaboration integrates Criminal IP’s advanced domain scanning capabilities into the Hybrid Analysis platform, providing security professionals with deeper insights and more effective threat mitigation strategies. Comprehensive Malware and Domain Analysis Hybrid Analysis employs dynamic and static techniques for thorough malware analysis. Real-time execution environments and memory dumps generate annotated disassembly listings and critical Indicators of Compromise (IOCs). Criminal IP specializes in real-time domain scanning, scrutinizing domains for phishing, malware, and illicit activities. Integration enriches threat profiles, improving threat detection accuracy. Key Benefits of the Collaboration: Enhanced Threat Profiling: Security professionals can gain deeper insights into the origins and behaviors of threats identified through Hybrid Analysis, enriched with Criminal IP's data.
Real-Time Domain Analysis: Integration with Criminal IP enables users to conduct real-time scans on domains of interest, which is crucial for accurately identifying emerging threats promptly.
Comprehensive Security Insights: Users gain access to detailed domain attributes such as phishing records, abuse incidents, and detection of embedded malicious code, enhancing their ability to analyze for signs of Domain Generation Algorithms (DGA) and phishing probabilities.
Interactive Score Card: Users can quickly assess domain status, accessing additional details directly from Criminal IP database to make informed decisions based on the latest threat intelligence. Criminal IP’s Advanced Real-Time Threat Detection In addition to this comprehensive maliciousness result, uses seeking information about each component and false positives can visit Criminal IP. The URL scan feature allows users to extract a wealth of data, including network logs, associated IP addresses, malicious links, and website vulnerabilities. Users of Criminal IP Domain Search can access valuable insights such as technology usage specifics, abuse records, and identified CVE vulnerabilities, all conveniently consolidated on a single page. This robust search engine offers three customizable subscription plans—Lite, Medium, and Pro—including a Free membership option. To determine the most suitable plan based on user's volume of IP Lookup and URL Scan/Lookup requirements, users can explore the Free membership, monitor their credit usage through a user-friendly dashboard, and take advantage of key features for gaining valuable insights. About AI SPERA AI SPERA, a leader in Cyber Threat Intelligence (CTI) solutions, significantly expanded its reach by launching its flagship solution, Criminal IP, in 2023. Since then, the company has formed technical and business collaborations with over 40 renowned global security firms, including Hybrid Analysis, VirusTotal, Cisco, Tenable, Sumo Logic, and Quad9. Besides the CTI search engine, the company offers Criminal IP ASM, a SaaS-based Attack Surface Management Solution on AWS Marketplace and Azure Marketplace, and Criminal IP FDS, an AI-based Anomaly Detection Solution for credential stuffing prevention and fraud detection. Available in five languages (English, French, Arabic, Korean, and Japanese), the search engine provides a powerful service for users worldwide. Contact Michael Sena AI SPERA support@aispera.com This story was distributed as a release by Cybernewswire under HackerNoon’s Business Blogging Program. Learn more about the program here. TORRANCE, United States / California, October 7th, 2024, CyberNewsWire/--Criminal IP, a renowned Cyber Threat Intelligence (CTI) search engine developed by AI SPERA, has partnered with Hybrid Analysis, a platform that provides advanced malware analysis and threat intelligence, to enhance threat research. TORRANCE, United States / California, October 7th, 2024, CyberNewsWire/--Criminal IP, This collaboration integrates Criminal IP’s advanced domain scanning capabilities into the Hybrid Analysis platform, providing security professionals with deeper insights and more effective threat mitigation strategies. Comprehensive Malware and Domain Analysis Hybrid Analysis employs dynamic and static techniques for thorough malware analysis. Real-time execution environments and memory dumps generate annotated disassembly listings and critical Indicators of Compromise (IOCs). Criminal IP specializes in real-time domain scanning, scrutinizing domains for phishing, malware, and illicit activities. Integration enriches threat profiles, improving threat detection accuracy. Key Benefits of the Collaboration: Enhanced Threat Profiling: Security professionals can gain deeper insights into the origins and behaviors of threats identified through Hybrid Analysis, enriched with Criminal IP's data. Real-Time Domain Analysis: Integration with Criminal IP enables users to conduct real-time scans on domains of interest, which is crucial for accurately identifying emerging threats promptly. Comprehensive Security Insights: Users gain access to detailed domain attributes such as phishing records, abuse incidents, and detection of embedded malicious code, enhancing their ability to analyze for signs of Domain Generation Algorithms (DGA) and phishing probabilities. Interactive Score Card: Users can quickly assess domain status, accessing additional details directly from Criminal IP database to make informed decisions based on the latest threat intelligence. Enhanced Threat Profiling: Security professionals can gain deeper insights into the origins and behaviors of threats identified through Hybrid Analysis, enriched with Criminal IP's data. Real-Time Domain Analysis: Integration with Criminal IP enables users to conduct real-time scans on domains of interest, which is crucial for accurately identifying emerging threats promptly. Comprehensive Security Insights: Users gain access to detailed domain attributes such as phishing records, abuse incidents, and detection of embedded malicious code, enhancing their ability to analyze for signs of Domain Generation Algorithms (DGA) and phishing probabilities. Interactive Score Card: Users can quickly assess domain status, accessing additional details directly from Criminal IP database to make informed decisions based on the latest threat intelligence. Criminal IP’s Advanced Real-Time Threat Detection In addition to this comprehensive maliciousness result, uses seeking information about each component and false positives can visit Criminal IP. The URL scan feature allows users to extract a wealth of data, including network logs, associated IP addresses, malicious links, and website vulnerabilities. Users of Criminal IP Domain Search can access valuable insights such as technology usage specifics, abuse records, and identified CVE vulnerabilities, all conveniently consolidated on a single page. Criminal IP Domain Search Criminal IP Domain Search This robust search engine offers three customizable subscription plans—Lite, Medium, and Pro—including a Free membership option. To determine the most suitable plan based on user's volume of IP Lookup and URL Scan/Lookup requirements, users can explore the Free membership, monitor their credit usage through a user-friendly dashboard, and take advantage of key features for gaining valuable insights. About AI SPERA AI SPERA , a leader in Cyber Threat Intelligence (CTI) solutions, significantly expanded its reach by launching its flagship solution, Criminal IP, in 2023. AI SPERA AI SPERA Since then, the company has formed technical and business collaborations with over 40 renowned global security firms, including Hybrid Analysis, VirusTotal, Cisco, Tenable, Sumo Logic, and Quad9. technical and business collaborations technical and business collaborations Besides the CTI search engine, the company offers Criminal IP ASM, a SaaS-based Attack Surface Management Solution on AWS Marketplace and Azure Marketplace, and Criminal IP FDS, an AI-based Anomaly Detection Solution for credential stuffing prevention and fraud detection. Available in five languages (English, French, Arabic, Korean, and Japanese), the search engine provides a powerful service for users worldwide. search engine search engine Contact Michael Sena AI SPERA support@aispera.com This story was distributed as a release by Cybernewswire under HackerNoon’s Business Blogging Program. Learn more about the program here. This story was distributed as a release by Cybernewswire under HackerNoon’s Business Blogging Program. Learn more about the program here . here here

Hybrid Analysis Utilizes Criminal IP’s Robust Domain Data For Better Malware Detection

يستخدم التحليل الهجين بيانات المجال القوية لعناوين IP الإجرامية للكشف عن البرامج الضارة بشكل أفضل

Hibrid Təhlil Zərərli proqram təminatının daha yaxşı aşkarlanması üçün Cinayət IP-nin Güclü Domen Məlumatlarından istifadə edir

Η υβριδική ανάλυση χρησιμοποιεί τα ισχυρά δεδομένα τομέα της εγκληματικής IP για καλύτερη ανίχνευση κακόβουλου λογισμικού

El análisis híbrido utiliza datos de dominio robustos de IP criminales para una mejor detección de malware

L'analyse hybride utilise les données de domaine robustes de la propriété intellectuelle criminelle pour une meilleure détection des logiciels malveillants

ハイブリッド分析は犯罪者のIPの堅牢なドメインデータを活用してマルウェア検出を改善します

Гибридті талдау зиянды бағдарламаны жақсырақ анықтау үшін қылмыстық IP-нің сенімді домен деректерін пайдаланады

Análise Híbrida Utiliza Dados de Domínio Robustos de IP Criminoso para Melhor Detecção de Malware

Falanqaynta Isku-dhafka ah waxay adeegsataa Dembiyada IP ee xogta Domain adag si loo ogaado Malware ka wanaagsan

Хибридна анализа користи робусне податке домена криминалне ИП адресе за боље откривање злонамерног софтвера

Таҳлили гибридӣ маълумоти домени ҷиноии IP-ро барои беҳтар муайян кардани нармафзори зараровар истифода мебарад

Ukuhlaziywa Kwe-Hybrid Kusebenzisa Idatha Yesizinda Se-Criminal IP's Robust Ukuze Kutholwe I-Malware Engcono

Beautiful products that actually work well—not too much to ask is it? You’d think so, but tech companies have struggled for years to nail this seemingly simple concept. On the one hand, it is a sleek product that attracts customers with its appearance. Users love its stunning design, but after a few days, complaints about crashes and sluggish performance flood in. Meanwhile, across town, an engineering marvel of an app works flawlessly, but its clunky interface confounds users. It’s a tale as old as Silicon Valley, and one Ricky Zhang hopes to rewrite. Bridging the Gap Between Form and Function A pioneer User Experience (UX) design engineer at Mintlify, a San Francisco-based company that uses AI to help developers create and maintain documentation, Zhang is part of a new wave of professionals who are tired of the old “designers vs. engineers” rivalry. Instead, Zhang demonstrates what happens when you blend both skills into one role: the design engineer. It’s like being fluent in two languages, and he’s teaching the industry a valuable lesson in breaking down barriers. “My pursuit of a career blending design and engineering was inspired by a fascination with creating seamless user experiences through both visual aesthetics and technical implementation,” Zhang explains. This commitment was strengthened while he worked at Mosaic, a 3D printing startup, where he “faced the challenge of designing a User Interface (UI) that could scale across various Internet of Things (IoT) devices with different screen sizes and pixel densities for multiple 3D printer models. This experience opened my eyes to the immense value of understanding both design principles and technical constraints.” This decision shaped Zhang’s professional journey, leading him to roles where he was able to bridge the gap between design and development, ultimately creating more cohesive and user-centric products. How Design Engineering is Transforming Product Development In traditional setups, designers create mockups that engineers might later deem unfeasible. Or it could be that engineers build robust systems that designers then struggle to make user-friendly. As a design engineer, Zhang can spot these issues early and address them in real-time thanks to his unique perspective of both sides of the process. That became clear in Zhang’s past roles. By merging design thinking with engineering prowess, Zhang has streamlined processes that once involved multiple handoffs and many potential opportunities for miscommunication. A great example is his design system. Zhang explains that in this initiative, he took on the role of both designer and developer, leveraging his hybrid skillset to create a user-friendly, comprehensive design system. By creating reusable components and establishing clear guidelines, he significantly reduced design inconsistencies and development time across projects. “This system has had a substantial impact on workflow efficiency, enabling teams to create more cohesive and polished products in less time,” he adds. Zhang takes pride in how fast it’s become to prototype, test, and refine new features. He explained that the design system has been instrumental as a learning tool for new team members, allowing them to quickly understand and adopt the company’s design principles and coding standards. The positive feedback and high adoption rate within the team have been particularly rewarding for Zhang, validating the effectiveness of the hybrid design-engineering approach he championed. The Rising Demand for Hybrid Skill Sets in the Tech Sector As more and more companies begin to recognize the advantages of hiring professionals with Zhang’s skill set, demand for their services grows. Experts predict this shift is not just a passing trend but a response to the complex challenges of modern product development. “Design is becoming increasingly technical and requires a deeper understanding of technical concepts and tools,” writes Maria R, Software Engineer at Meta, on LinkedIn. “On the other hand, designers are shifting away from creative work [and] increasingly engaging in roles traditionally performed by business analysts and product managers. This transition likely stems from the expanding scope of design responsibilities, which have evolved beyond mere aesthetics to encompass a thorough understanding of customer needs, business imperatives, and market trends.” This perspective is gaining traction in the industry. According to a recent Deloitte survey, over 80% of tech companies are now actively seeking professionals with cross-disciplinary skills. Educational institutions are also taking note, with several top universities introducing programs that combine these disciplines. Zhang sees this as just the beginning. As Artificial Intelligence and machine learning become more integrated into product development, Zhang believes the need for professionals who can bridge the gap between human-centered design and complex technical systems will only grow. He’s primed to be among the very best. Zhang aims to become a product owner and experience-oriented team lead, leveraging his unique perspective that spas both product design and engineering to create user-centric products. He also seeks to empower others in the field by fostering collaboration between designers and engineers. Beautiful products that actually work well—not too much to ask is it? You’d think so, but tech companies have struggled for years to nail this seemingly simple concept. On the one hand, it is a sleek product that attracts customers with its appearance. Users love its stunning design, but after a few days, complaints about crashes and sluggish performance flood in. Meanwhile, across town, an engineering marvel of an app works flawlessly, but its clunky interface confounds users. It’s a tale as old as Silicon Valley, and one Ricky Zhang hopes to rewrite. Ricky Zhang Ricky Zhang Bridging the Gap Between Form and Function Bridging the Gap Between Form and Function A pioneer User Experience (UX) design engineer at Mintlify , a San Francisco-based company that uses AI to help developers create and maintain documentation, Zhang is part of a new wave of professionals who are tired of the old “designers vs. engineers” rivalry. Instead, Zhang demonstrates what happens when you blend both skills into one role: the design engineer. It’s like being fluent in two languages, and he’s teaching the industry a valuable lesson in breaking down barriers. Mintlify Mintlify Zhang Zhang “My pursuit of a career blending design and engineering was inspired by a fascination with creating seamless user experiences through both visual aesthetics and technical implementation,” Zhang explains. This commitment was strengthened while he worked at Mosaic, a 3D printing startup, where he “faced the challenge of designing a User Interface (UI) that could scale across various Internet of Things (IoT) devices with different screen sizes and pixel densities for multiple 3D printer models. This experience opened my eyes to the immense value of understanding both design principles and technical constraints.” Zhang Zhang This decision shaped Zhang’s professional journey, leading him to roles where he was able to bridge the gap between design and development, ultimately creating more cohesive and user-centric products. How Design Engineering is Transforming Product Development How Design Engineering is Transforming Product Development In traditional setups, designers create mockups that engineers might later deem unfeasible. Or it could be that engineers build robust systems that designers then struggle to make user-friendly. As a design engineer, Zhang can spot these issues early and address them in real-time thanks to his unique perspective of both sides of the process. That became clear in Zhang’s past roles. By merging design thinking with engineering prowess, Zhang has streamlined processes that once involved multiple handoffs and many potential opportunities for miscommunication. A great example is his design system. Zhang explains that in this initiative, he took on the role of both designer and developer, leveraging his hybrid skillset to create a user-friendly, comprehensive design system. By creating reusable components and establishing clear guidelines, he significantly reduced design inconsistencies and development time across projects. “This system has had a substantial impact on workflow efficiency, enabling teams to create more cohesive and polished products in less time,” he adds. Zhang takes pride in how fast it’s become to prototype, test, and refine new features. He explained that the design system has been instrumental as a learning tool for new team members, allowing them to quickly understand and adopt the company’s design principles and coding standards. The positive feedback and high adoption rate within the team have been particularly rewarding for Zhang, validating the effectiveness of the hybrid design-engineering approach he championed. The Rising Demand for Hybrid Skill Sets in the Tech Sector The Rising Demand for Hybrid Skill Sets in the Tech Sector As more and more companies begin to recognize the advantages of hiring professionals with Zhang’s skill set, demand for their services grows. Experts predict this shift is not just a passing trend but a response to the complex challenges of modern product development. “Design is becoming increasingly technical and requires a deeper understanding of technical concepts and tools,” writes Maria R, Software Engineer at Meta, on LinkedIn . “On the other hand, designers are shifting away from creative work [and] increasingly engaging in roles traditionally performed by business analysts and product managers. This transition likely stems from the expanding scope of design responsibilities, which have evolved beyond mere aesthetics to encompass a thorough understanding of customer needs, business imperatives, and market trends.” LinkedIn LinkedIn This perspective is gaining traction in the industry. According to a recent Deloitte survey , over 80% of tech companies are now actively seeking professionals with cross-disciplinary skills. Educational institutions are also taking note, with several top universities introducing programs that combine these disciplines. Deloitte survey Deloitte survey Zhang sees this as just the beginning. As Artificial Intelligence and machine learning become more integrated into product development, Zhang believes the need for professionals who can bridge the gap between human-centered design and complex technical systems will only grow. He’s primed to be among the very best. Zhang aims to become a product owner and experience-oriented team lead, leveraging his unique perspective that spas both product design and engineering to create user-centric products. He also seeks to empower others in the field by fostering collaboration between designers and engineers.

How Ricky Zhang Is Pioneering the Hybrid Role of Design Engineering

Wie Ricky Zhang die hybride Rolle des Design Engineering vorantreibt

Πώς ο Ricky Zhang πρωτοπορεί στον υβριδικό ρόλο της μηχανικής σχεδίασης

Cómo Ricky Zhang es pionero en el rol híbrido de la ingeniería de diseño

چگونه ریکی ژانگ در نقش ترکیبی مهندسی طراحی پیشگام است

リッキー・チャンがデザインエンジニアリングのハイブリッドな役割をどのように開拓しているか

Kaip Ricky Zhang yra hibridinio projektavimo inžinerijos vaidmens pradininkas

Како Рики Џанг е пионер во хибридната улога на дизајнерското инженерство

Рики Жан дизайн инженерчлэлийн эрлийз үүргийг хэрхэн анхдагч вэ?

Kamoo Ricky Zhang a Pulamadibogo Karolo ya Motswako ya Boentšeneare bja Moralo

Ukuntu Ricky Zhang Ari Umupayiniya Uruhare rwa Hybrid rwo gushushanya

Si Ricky Zhang është pionier në rolin hibrid të inxhinierisë së dizajnit

டிசைன் இன்ஜினியரிங் ஹைப்ரிட் ரோலில் ரிக்கி ஜாங் எப்படி முன்னோடியாக இருக்கிறார்

OpenShift Virtualization: Unify, Manage and Scale Hybrid Cloud

Authors:
(1) Yuxuan Yan,Tencent with Equal contributions and yuxuanyan@tencent.com;
(2) Chi Zhang, Tencent with Equal contributions and Corresponding Author, johnczhang@tencent.com;
(3) Rui Wang, Tencent and raywwang@tencent.com;
(4) Yichao Zhou, Tencent and yichaozhou@tencent.com;
(5) Gege Zhang, Tencent and gretazhang@tencent.com;
(6) Pei Cheng, Tencent and peicheng@tencent.com;
(7) Bin Fu, Tencent and brianfu@tencent.com;
(8) Gang Yu, Tencentm and skicyyu@tencent.com. Table of Links Abstract and 1 Introduction 2. Related Work 3. Method and 3.1. Hybrid Guidance Strategy 3.2. Handling Multiple Identities 3.3. Training 4. Experiments 4.1. Implementation details. 4.2. Results 5. Conclusion and References 3. Method In this section, we present the design and functionalities of our novel framework. Our method fundamentally builds on StableDiffusion [42], with several pivotal modifications, especially in the condition modules catering to hybridguidance image generation. We start by elaborating on our hybrid guidance design in the proposed condition module. Following that, we delve into the mechanism for managing multiple identities within images. Lastly, we discuss the training strategy of our models. The overview of our model structure is shown in Fig. 2. 3.1. Hybrid Guidance Strategy This paper is available on arxiv under CC0 1.0 DEED license. Authors: (1) Yuxuan Yan,Tencent with Equal contributions and yuxuanyan@tencent.com; (2) Chi Zhang, Tencent with Equal contributions and Corresponding Author, johnczhang@tencent.com; (3) Rui Wang, Tencent and raywwang@tencent.com; (4) Yichao Zhou, Tencent and yichaozhou@tencent.com; (5) Gege Zhang, Tencent and gretazhang@tencent.com; (6) Pei Cheng, Tencent and peicheng@tencent.com; (7) Bin Fu, Tencent and brianfu@tencent.com; (8) Gang Yu, Tencentm and skicyyu@tencent.com. Authors: Authors: (1) Yuxuan Yan,Tencent with Equal contributions and yuxuanyan@tencent.com; (2) Chi Zhang, Tencent with Equal contributions and Corresponding Author, johnczhang@tencent.com; (3) Rui Wang, Tencent and raywwang@tencent.com; (4) Yichao Zhou, Tencent and yichaozhou@tencent.com; (5) Gege Zhang, Tencent and gretazhang@tencent.com; (6) Pei Cheng, Tencent and peicheng@tencent.com; (7) Bin Fu, Tencent and brianfu@tencent.com; (8) Gang Yu, Tencentm and skicyyu@tencent.com. Table of Links Abstract and 1 Introduction Abstract and 1 Introduction 2. Related Work 2. Related Work 3. Method and 3.1. Hybrid Guidance Strategy 3. Method and 3.1. Hybrid Guidance Strategy 3.2. Handling Multiple Identities 3.2. Handling Multiple Identities 3.3. Training 3.3. Training 4. Experiments 4.1. Implementation details. 4.1. Implementation details. 4.2. Results 4.2. Results 5. Conclusion and References 5. Conclusion and References 3. Method In this section, we present the design and functionalities of our novel framework. Our method fundamentally builds on StableDiffusion [42], with several pivotal modifications, especially in the condition modules catering to hybridguidance image generation. We start by elaborating on our hybrid guidance design in the proposed condition module. Following that, we delve into the mechanism for managing multiple identities within images. Lastly, we discuss the training strategy of our models. The overview of our model structure is shown in Fig. 2. 3.1. Hybrid Guidance Strategy This paper is available on arxiv under CC0 1.0 DEED license. This paper is available on arxiv under CC0 1.0 DEED license. available on arxiv

FaceStudio: Put Your Face Everywhere in Seconds: Method and Hybrid Guidance Strategy

Global startup funding has hit its lowest level in five years, according to Crunchbase. Rather than prioritizing rapid growth, founders are now concentrating on achieving profitability quickly. Merging traditional VC approaches with venture lending could provide a flexible solution for cash-strapped businesses, says Andrey Lebedev. As a venture partner at U.S.-based VC funds, such as Amadeo Global, he is working on ad-hoc financing strategies for innovative companies. Venture capital has become expensive for tech founders who don’t want to give away substantial equity, says Lebedev. “Also, high interest rates have made it more challenging for venture funds to invest in startups,” he added. Lebedev emphasizes a shift in focus for startups. “Tech companies are looking to diversify financing sources, including bank loans and fintech platforms,” he said. In Europe, for example, state programs provided around 60 billion euros in 2023 to tech founders. In contrast, venture-funded platforms are more prominent in the U.S. Another popular strategic tool – venture debt – supports sustainable growth and long-term success for startups and their investors. The Future of Venture Debt After SVB “SVB's failure in March 2023 raised concerns about the future of venture debt, a product SVB had championed,” Lebedev said. Venture debt is designed specifically for startups and high-growth companies that have already secured VC equity funding. It provides these companies with access to additional capital without diluting the ownership stakes of their founders and investors. “However, SVB's demise was not due to the inherent flaws of venture debt but rather it was a result of a classic bank run, exacerbated by the high concentration of its customer base in startups and VC funds,” Lebedev noted. Despite this setback, venture debt remains a compelling and vital financing tool for startups.” Typically, venture debt is used to extend the runway between equity rounds, finance capital expenditures, or provide a buffer during periods of uncertainty. Despite SVB’s collapse, the fundamental advantages of venture debt remain intact. The demand for non-dilutive capital solutions continues to grow, driven by startups' need for flexible financing options that support their growth without compromising ownership and control. “As the market evolves, we can expect increased diversification, innovation, and risk management to further bolster the appeal of venture debt,” Lebedev said. Moreover, other financial institutions and specialized venture debt providers are well-positioned to fill the void left by SVB. The Hybrid Model: A New Approach Amadeo’s hybrid venture-credit model combines venture debt with mezzanine financing. This approach allows for shorter investment horizons (2-3 years) compared to traditional venture capital (5-7 years), and with similar return expectations. “Mezzanine financing and debt financing options, including securitization via options, provide control over loan repayment and offer a more attractive proposition for startups and investors alike,” Lebedev said. Similar investment firms use the DSE (Deposit, Account, Control) system, which facilitates automatic loan repayments by debiting money from a company's account upon receipt.  While this system is relatively new to the U.S., similar mechanisms have long been in use globally, says Lebedev. He compares the U.S. venture financing environment with Europe’s. “Advanced payment systems and financial discipline offer unique advantages to investors,” he said. “In the U.S., credit ratings and reputational risks play a significant role in business development, making the hybrid venture-credit model more appealing as it provides a structured approach to funding.” The Evolution of Venture Financing Lebedev believes that the hybrid venture-credit model is the future of startup investment. “This model effectively addresses the need for flexible funding and rapid business expansion, without significant equity dilution for founders,” he said. As technology advances and AI-driven financial analysis becomes more prevalent, funds that adopt these innovative practices gain a competitive edge. SVB’s collapse precipitated a wave of innovation and new entrants into the venture debt space. New players are often more agile and better equipped to understand the unique needs of startups, providing customized solutions that can offer even greater value. “Amadeo’s hybrid venture-credit model offers a compelling alternative to traditional venture capital, providing flexible and growth-oriented funding solutions,” Lebedev added. This innovative approach has the potential to steer the evolution of venture financing, more effectively catering to the needs of startups and small businesses in a tough economic environment. Global startup funding has hit its lowest level in five years, according to Crunchbase. Rather than prioritizing rapid growth, founders are now concentrating on achieving profitability quickly. Global startup funding has hit its lowest level in five years, according to Crunchbase. Rather than prioritizing rapid growth, founders are now concentrating on achieving profitability quickly. Global startup funding has hit its lowest level in five years, according to Crunchbase . Rather than prioritizing rapid growth, founders are now concentrating on achieving profitability quickly. according to Crunchbase according to Crunchbase Merging traditional VC approaches with venture lending could provide a flexible solution for cash-strapped businesses, says Andrey Lebedev. As a venture partner at U.S.-based VC funds, such as Amadeo Global, he is working on ad-hoc financing strategies for innovative companies. Venture capital has become expensive for tech founders who don’t want to give away substantial equity, says Lebedev. “Also, high interest rates have made it more challenging for venture funds to invest in startups,” he added. Lebedev emphasizes a shift in focus for startups. “Tech companies are looking to diversify financing sources, including bank loans and fintech platforms,” he said. In Europe, for example, state programs provided around 60 billion euros in 2023 to tech founders. In contrast, venture-funded platforms are more prominent in the U.S. Another popular strategic tool – venture debt – supports sustainable growth and long-term success for startups and their investors. The Future of Venture Debt After SVB The Future of Venture Debt After SVB “SVB's failure in March 2023 raised concerns about the future of venture debt, a product SVB had championed,” Lebedev said. Venture debt is designed specifically for startups and high-growth companies that have already secured VC equity funding. It provides these companies with access to additional capital without diluting the ownership stakes of their founders and investors. “However, SVB's demise was not due to the inherent flaws of venture debt but rather it was a result of a classic bank run, exacerbated by the high concentration of its customer base in startups and VC funds,” Lebedev noted. Despite this setback, venture debt remains a compelling and vital financing tool for startups.” Typically, venture debt is used to extend the runway between equity rounds, finance capital expenditures, or provide a buffer during periods of uncertainty. Despite SVB’s collapse, the fundamental advantages of venture debt remain intact. The demand for non-dilutive capital solutions continues to grow, driven by startups' need for flexible financing options that support their growth without compromising ownership and control. “As the market evolves, we can expect increased diversification, innovation, and risk management to further bolster the appeal of venture debt,” Lebedev said. Moreover, other financial institutions and specialized venture debt providers are well-positioned to fill the void left by SVB. The Hybrid Model: A New Approach The Hybrid Model: A New Approach Amadeo’s hybrid venture-credit model combines venture debt with mezzanine financing. This approach allows for shorter investment horizons (2-3 years) compared to traditional venture capital (5-7 years), and with similar return expectations. “Mezzanine financing and debt financing options, including securitization via options, provide control over loan repayment and offer a more attractive proposition for startups and investors alike,” Lebedev said. Similar investment firms use the DSE (Deposit, Account, Control) system, which facilitates automatic loan repayments by debiting money from a company's account upon receipt.  While this system is relatively new to the U.S., similar mechanisms have long been in use globally, says Lebedev. He compares the U.S. venture financing environment with Europe’s. “Advanced payment systems and financial discipline offer unique advantages to investors,” he said. “In the U.S., credit ratings and reputational risks play a significant role in business development, making the hybrid venture-credit model more appealing as it provides a structured approach to funding.” The Evolution of Venture Financing The Evolution of Venture Financing Lebedev believes that the hybrid venture-credit model is the future of startup investment. “This model effectively addresses the need for flexible funding and rapid business expansion, without significant equity dilution for founders,” he said. As technology advances and AI-driven financial analysis becomes more prevalent, funds that adopt these innovative practices gain a competitive edge. SVB’s collapse precipitated a wave of innovation and new entrants into the venture debt space. New players are often more agile and better equipped to understand the unique needs of startups, providing customized solutions that can offer even greater value. “Amadeo’s hybrid venture-credit model offers a compelling alternative to traditional venture capital, providing flexible and growth-oriented funding solutions,” Lebedev added. This innovative approach has the potential to steer the evolution of venture financing, more effectively catering to the needs of startups and small businesses in a tough economic environment.

Shaping the Future of Startup Funding With a New Hybrid Venture-Credit Model

একটি নতুন হাইব্রিড ভেঞ্চার-ক্রেডিট মডেলের মাধ্যমে স্টার্টআপ ফান্ডিং এর ভবিষ্যত গঠন করা

Die Zukunft der Startup-Finanzierung mit einem neuen hybriden Venture-Credit-Modell gestalten

Dando forma al futuro de la financiación inicial con un nuevo modelo híbrido de riesgo y crédito

Façonner l’avenir du financement des startups avec un nouveau modèle hybride de crédit-risque

नए हाइब्रिड वेंचर-क्रेडिट मॉडल के साथ स्टार्टअप फंडिंग के भविष्य को आकार देना

新しいハイブリッドベンチャークレジットモデルでスタートアップ資金調達の未来を形作る

새로운 하이브리드 벤처-신용 모델로 스타트업 자금 조달의 미래 형성

Moldando o futuro do financiamento de startups com um novo modelo híbrido de crédito de risco

Формирование будущего финансирования стартапов с помощью новой гибридной модели венчурного кредитования

Yeni Hibrit Girişim-Kredi Modeli ile Startup Finansmanının Geleceğini Şekillendirmek

Định hình tương lai của nguồn tài trợ khởi nghiệp với mô hình tín dụng mạo hiểm kết hợp mới

通过新的混合风险信贷模式塑造初创企业融资的未来

Traffic Filtering: BPF, XDP, and FPGA Hybrid Solutions

Managing crypto finances presents a continuous struggle in finding the right balance between security and convenience. There are various options available, such as hot and cold wallets, as well as centralized and decentralized storage systems. While each option offers its own advantages, they also pose risks, including the possibility of forgetting seed phrases, misplacing wallets, or unauthorized access to funds. How can wallet providers ensure strong security measures without compromising user-friendliness? Hybrid SMPC technology is the answer. Constant challenge in managing crypto finances Centralized storage has always been susceptible to vulnerabilities. When you deposit your money in a bank or a centralized exchange (CEX), you depend on their stability and security. In the event of their collapse, your funds could disappear along with them. FTX served as a prominent example, but other centralized platforms also faced bankruptcy in 2022, resulting in an estimated loss of 100 billion dollars. Many people couldn't access their assets, showing the need for decentralized storage that gives you control. But decentralized solutions have challenges too, like losing access due to forgotten seed phrases or misplaced hardware wallets. Without a central authority, there's no help to recover assets if you make a mistake or get hacked. These issues have contributed to an increasing demand for a hybrid approach that combines the benefits of centralized and decentralized storage while addressing their respective weaknesses. The cryptocurrency sector has long been in search of a solution that can offer strong security measures while still maintaining the ease and availability of centralized services. New paradigm in asset storage With decades of bankruptcy and a history of ‘grey’ practices with banks, there is a huge lack of trust in the modern world when it comes to storing money. Essentially, the world needs a solution for holding funds in a: Decentralized manner
With complete ownership and autonomy of their funds
Secure and private
Reliable and accessible 24/7 A new system needed should combine hybrid SMPC with secure agents to enhance security measures. It should allow users to enjoy the benefits of decentralized storage while still having centralized access to funds for making payments. This means that users can easily transfer funds to their bank cards or bank accounts. One of the unique features of a hybrid SMPC is its ability to offer special recovery options that are not available on centralized platforms. Users can set up a backup wallet, where funds can be redirected in case something happens to them. For example, they can specify several wallets belonging to their relatives, and if anything happens, the funds will be transferred to one of these specified wallets. Tringlr also provides a high level of customization, allowing users to set limits on the amount of money that can be withdrawn or transferred. Hybrid SMPC key pool The most important component within the Tringlr infrastructure is the so-called key pool. The centralized part also has a very important function in ensuring the security of the decentralized part because it has its own key. Let’s explain this further. There are 3 keys stored in total. Owner of the wallet
Centralized part of the platform
Secure agent (third party that can also authorize transactions) Tringlr's innovative design revolutionizes the concept of security by incorporating a unique security loop. This loop ensures that even if the decentralized part is hacked, there is no risk of losing money. The confirmation of the centralized key and the involvement of the secure agent are required for any transaction. Additionally, any attempt by a centralized service to block fund withdrawals due to violations is rendered impossible. The backup wallet insertion mechanism is virtually unhackable and can only be initiated within a three-month timeframe by the owner of the decentralized wallet and the secure agent responsible for this process. Such decentralized architecture, combined with components of centralized aspects, will be the foundation for creating the most secure wallet for holding your crypto funds. Account abstraction benefits Tringlr incorporates account abstraction technology, allowing for seamless fund transfers between wallets, centralized exchange functionalities, and a range of essential features such as browser-based payments. The ultimate outcome is the development of a secure and robust wallet that facilitates transactions in both the Web3 and TradFi realms. Simultaneously, users can still utilize their funds in the physical world as they normally would. Within the wallet, there is an option to transfer money to a centralized component, which enables funding of a bank card linked to the client's bank account. Users have the ability to set limits for these automated top-ups. Additionally, the centralized service will offer various other centralized products, including credit products, card products, and staking products, providing a comprehensive solution to bridge the gap between cryptocurrencies and the real world. The result? A solution that transfers the power over money to the individual, in a way never done before. A solution that is completely secure in the decentralized component, while also being impossible to limit the ability to access money from the centralized part. Managing crypto finances presents a continuous struggle in finding the right balance between security and convenience. There are various options available, such as hot and cold wallets, as well as centralized and decentralized storage systems. While each option offers its own advantages, they also pose risks, including the possibility of forgetting seed phrases, misplacing wallets, or unauthorized access to funds. How can wallet providers ensure strong security measures without compromising user-friendliness? Hybrid SMPC technology is the answer. Constant challenge in managing crypto finances Constant challenge in managing crypto finances Centralized storage has always been susceptible to vulnerabilities. When you deposit your money in a bank or a centralized exchange (CEX), you depend on their stability and security. In the event of their collapse, your funds could disappear along with them. FTX served as a prominent example, but other centralized platforms also faced bankruptcy in 2022, resulting in an estimated loss of 100 billion dollars. Many people couldn't access their assets, showing the need for decentralized storage that gives you control. But decentralized solutions have challenges too, like losing access due to forgotten seed phrases or misplaced hardware wallets. Without a central authority, there's no help to recover assets if you make a mistake or get hacked. These issues have contributed to an increasing demand for a hybrid approach that combines the benefits of centralized and decentralized storage while addressing their respective weaknesses. The cryptocurrency sector has long been in search of a solution that can offer strong security measures while still maintaining the ease and availability of centralized services. New paradigm in asset storage New paradigm in asset storage With decades of bankruptcy and a history of ‘grey’ practices with banks, there is a huge lack of trust in the modern world when it comes to storing money. Essentially, the world needs a solution for holding funds in a: Decentralized manner With complete ownership and autonomy of their funds Secure and private Reliable and accessible 24/7 Decentralized manner With complete ownership and autonomy of their funds Secure and private Reliable and accessible 24/7 A new system needed should combine hybrid SMPC with secure agents to enhance security measures. It should allow users to enjoy the benefits of decentralized storage while still having centralized access to funds for making payments. This means that users can easily transfer funds to their bank cards or bank accounts. One of the unique features of a hybrid SMPC is its ability to offer special recovery options that are not available on centralized platforms. Users can set up a backup wallet, where funds can be redirected in case something happens to them. For example, they can specify several wallets belonging to their relatives, and if anything happens, the funds will be transferred to one of these specified wallets. Tringlr also provides a high level of customization, allowing users to set limits on the amount of money that can be withdrawn or transferred. Hybrid SMPC key pool The most important component within the Tringlr infrastructure is the so-called key pool. The centralized part also has a very important function in ensuring the security of the decentralized part because it has its own key. Let’s explain this further. There are 3 keys stored in total. Owner of the wallet Centralized part of the platform Secure agent (third party that can also authorize transactions) Owner of the wallet Centralized part of the platform Secure agent (third party that can also authorize transactions) Tringlr's innovative design revolutionizes the concept of security by incorporating a unique security loop. This loop ensures that even if the decentralized part is hacked, there is no risk of losing money. The confirmation of the centralized key and the involvement of the secure agent are required for any transaction. Additionally, any attempt by a centralized service to block fund withdrawals due to violations is rendered impossible. The backup wallet insertion mechanism is virtually unhackable and can only be initiated within a three-month timeframe by the owner of the decentralized wallet and the secure agent responsible for this process. Such decentralized architecture, combined with components of centralized aspects, will be the foundation for creating the most secure wallet for holding your crypto funds. Account abstraction benefits Tringlr incorporates account abstraction technology, allowing for seamless fund transfers between wallets, centralized exchange functionalities, and a range of essential features such as browser-based payments. The ultimate outcome is the development of a secure and robust wallet that facilitates transactions in both the Web3 and TradFi realms. Simultaneously, users can still utilize their funds in the physical world as they normally would. Within the wallet, there is an option to transfer money to a centralized component, which enables funding of a bank card linked to the client's bank account. Users have the ability to set limits for these automated top-ups. Additionally, the centralized service will offer various other centralized products, including credit products, card products, and staking products, providing a comprehensive solution to bridge the gap between cryptocurrencies and the real world. The result? A solution that transfers the power over money to the individual, in a way never done before. A solution that is completely secure in the decentralized component, while also being impossible to limit the ability to access money from the centralized part.

Hybrid SMPC Technology – the Cutting Edge in Crypto Wallet Security

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