Spectral Labs

🚀 We're excited to unveil Spectral SYNTAX, our LLM that translates natural language into production-grade Solidity code 🛠️, thereby simplifying blockchain development for everyone. Simply state your intent—whether it involves building your own meme coin 💰 or developing components for your DeFi project 🔗—and SYNTAX will handle the rest for you. You can compile, test, and deploy code directly within the conversation 💬. With SYNTAX, we're fostering the Web3 Agent Economy 🌐: a new paradigm where users can deploy autonomous AI agents 🤖 for blockchain tasks or projects. This opens up unprecedented possibilities for efficiency and creativity ✨. We can't wait for you to try SYNTAX. Sign up at https://lnkd.in/gqtkMjRk 🌟

🚨 Our Research is Here! 🚨 At Spectral, we're developing middleware infrastructure to empower developers to leverage Machine Learning inferences directly on-chain. We've compiled a list of #ML use cases that can provide smart contracts with exciting new opportunities. 🔹 ML-powered #DeFi: Enhancing risk management and decision-making in DeFi protocols by assessing protocol and credit risks, optimizing asset pricing, and improving trade execution. Uniswap Labs @compoundfinance 🔹 ML-powered #DAOs: Transforming dGov and DAO Tooling by summarizing complex proposals, predicting treasury impacts, and appraising voting power concentration. Aragon @tallyxyz 🔹 ML-powered #Gaming & AI: Enhancing blockchain games with player behavior analysis for a more immersive experience. AI paves the way for dynamic gaming economies, making gaming more engaging and economically viable. Xterio Axie Infinity 🔹 ML-powered #Tokenomics: Understanding token utility and circulation through AI analysis. This offers predictive insights into live market trends and user behaviors, which is crucial for developing sustainable digital economies. MakerDAO Synthetix 🔹 ML-powered #NFTs: From generative art to intelligent, interactive tokens. AI is revolutionizing NFT recommendation, trend analysis, and provenance tracking. Provenance FDN ClubNFT 🔹 ML-powered #Security: Detecting fraudulent transactions and smart contract vulnerabilities. We can accelerate tooling for smart contract engineers to enhance Web3 security and reliability. Santiment AG Chainalysis 🔹 And many more use cases for ID solutions, Decentralized Social Networks, Prediction Markets, and more! https://lnkd.in/gACMBgZY Read the Full Article here: https://lnkd.in/gACMBgZY Typefully auto-saves your work

Our whitepaper is live! Read on for a brief overview, or check out the comments for a direct link...

Spectral's 2024 Roadmap: The Path to the InferChain Spectral is redefining the Blockchain x AI space by paving the way for seamless ML inferences onchain. Our unique two-sided marketplace connects AI/ML experts with smart contracts, powered by zkML. 2024 Roadmap Highlights - Phase 1 (Q1): Launching Machine Intelligence Network on Mainnet Alpha, introducing SPEC governance, and unveiling Challenge #2 Solidity Code LLM. - Phase 2 (Q2): Scaling the network with advanced features, including Permissionless Creator and Validator Onboarding, Modeler Reputation Rankings, and a Web3 AI Agent for Solidity. - Phase 3 (Q3): Diversification for a versatile Inference Economy, customizing feeds for various use cases, and collaborating with Web3 companies for new ML challenges. - Phase 4 (Q4): The InferChain (Testnet), radically optimizing cost, speed, and throughput of inference transactions. Mainnet launch is scheduled for early 2025. Our goal is for smart contracts to be able to consume trusted inferences, verify their provenance, and have certainty in their quality. Join us on this journey as we reshape the future of AI/ML on the blockchain. Read more about our vision in the blog post below...

A quick breakdown of our Challenge and Rewards Timeline for our web3 credit scoring challenge! This includes how our $150K Bounty will be distributed amongst top modelers. 👇 On December 5th our Challenge went live to the public, opening the doors for modelers to signup with Spectral and begin competing. Want to Signup? Visit our app and create an account: https://bit.ly/4alrlFt On January 16th the Submission deadline ends for Modelers to qualify for our additional $50K early submission bounty. This is to provide an incentive for modelers to complete and submit their models early. On February 15th, the performance rankings are completed for all models submitted on or before January 16th. A few days later we will be able to identify the top 10 modelers from these submitted models and the bounty payout process for the additional $50K will begin. Fast forward to February 26th and the consumption window will open for our $100K bounty payout, based on inference consumption. Going forward, the top 10 modelers will receive 85% revenue share from all ongoing inference usage from our platform.

Our Web3 Credit Scoring challenge just got even bigger with an additional $50K added to our bounty! Your chance to win a part of this $150K prize pool is now! 🔥 Join us to take part in one of the largest competitive ML challenges in web3. To start participating as a modeler signup here: https://lnkd.in/es-sFJfE

Spectral's Vision Paper is Live We detail how we plan on unlocking the Inference Economy - by bridging #ML and #web3 with verifiable, trustless inference feeds for seamless integration into smart contracts. https://lnkd.in/gFMzq7RD

Smart Contracts vs Black Box ML: A Trust Crisis in Credit Scoring. In the web2 world, credit scoring is a black box – full of biases and opacity, making it a shaky foundation for smart contracts that demand transparency. With #zkML, we can protect IP and incentivize innovation bringing on-chain verification and decentralization to machine learning with our Inference Economy. Challenge 1 Update: Our web3 credit scoring challenge is flourishing with a $150K bounty and an 85% revenue share. Real-world data backs these models, showcasing their effectiveness in predicting liquidation risks and boosting capital efficiency. Read our blog for the rundown on our first challenge: https://bit.ly/3NfarOP Timeline & Model Evaluation: Spectral's process involves thorough model evaluation and verification. Models that meet performance benchmarks become eligible for consumption, unlocking bounties and revenue-sharing opportunities. Model Consumption & Bounty Payouts: Active Modelers serving consumption requests can unlock and claim their share of the bounty. The first challenge features a unique $50,000 bounty for early submissions in addition to the $100k bounty pool. Payment is based on real-time model responses, ensuring fair and dynamic distribution. Perpetual Challenge Lifecycle: Spectral introduces perpetual challenges, maintaining a dynamic leaderboard where Modelers continually submit and improve models. This approach ensures ongoing opportunities and income streams for Modelers, while providing Creators and Consumers with top-quality models. Rolling Leaderboards: Modelers can join ongoing challenges, refine solutions, and compete for a top rank on our evolving leaderboards. This system guarantees quality, equity for subsequent participants and sustained engagement. Upcoming Challenges and Features: Spectral's vision goes beyond web3, aiming to integrate decentralized on-chain ML into the wider data science landscape. With upcoming features like meta-modeling and a challenge creation wizard, we're preparing for an era where any data problem benefits from our unique technologies. To participate in the action, signup as a modeler on our new Spectral app: https://bit.ly/4alrlFt

Using AI/ML in your smart contracts means trusting a single source of truth and a single point of failure. How can we consume ML outputs that are verifiable and decentralized? 🚨 Introducing Spectral’s Mainnet. A Machine Intelligence Network, powered by zkML, that ushers in The Inference Economy. How Does It Work? Spectral's machine intelligence network operates as a dynamic two-sided marketplace. On the one side there are miners (Modelers) who train and contribute machine learning models in a privacy-preserving manner. On the other side, we have Consumers with a fundamental demand for customized, high-quality inferences. To address this need, our network produces verifiable ML inference feeds for smart contracts. While existing oracle networks cater to data feeds, most notably for price data, Spectral addresses a significant gap by enabling an unprecedented feed of high-quality inferences. Spectral’s feeds expand the scope and capabilities of smart contracts, opening new horizons for decentralized applications in web3. Our Blog Post post covers all the details: https://bit.ly/46Juc7Y Our Vision We’re building an incentive network, which will change how web3 perceives and interacts with machine intelligence. At its core, Spectral fosters a decentralized, global community of top data scientists and problem solvers. Through various competitive ML challenges this community is perpetually incentivized through bounties and majority of ongoing revenue. Any web3 company can access these high quality ML models through our streaming inference feeds and implement them directly into smart contracts. Because the model’s proof-of-execution is verified by #zkML (powered by ezklxyz), web3 companies can avoid single point of failure and minimize bias in their ML usage. 🔗 Find out more at: https://bit.ly/46FGPRj 🚀 Calling All Modelers: We invite all Data Science/ML enthusiasts, students and professionals to join our first challenge: Crafting a web3 Credit Score. 💰 High Stakes: Your chance to win a $100K bounty: Showcase your ML skills and be at the forefront of machine intelligence in web3. Thanks to Alchemy, Erigon, ezkl, The Graph, Messari, Transpose and the team at Cryo who help make this possible. Their tools and products have helped us create a comprehensive data set, powering our ML Network.

We've just created a brand new Slack Community. Come chat to our team directly. We will be closing this after the first few hours to keep this group exclusive. Join Here 👉 https://bit.ly/3GzLCZS