Technology and Infrastructure

What's behind the scene?

Technology Stack Overview

GPU Verification

Compute Labs employs a comprehensive, multi-faceted approach to validate the authenticity of GPU real-world assets that underpin each GNFT. This rigorous validation ensures every GPU within our network is legitimate, operational, and capable of generating expected yields for investors.

Our hardware specification verification utilizes NVIDIA's System Management Interface (nvidia-smi) to extract and verify unique GPU identifiers, including serial numbers and UUIDs. We cross-validate GPU specifications through open-source tools like GPU-Z, confirming CUDA core count, memory size, and clock speeds against manufacturer specifications. Each GPU undergoes full benchmarking to create unforgeable proofs of presence, with periodic re-validation to ensure continued performance over time.

Statistical analysis identifies deviations that might indicate spoofing or performance degradation, while deep learning models trained on historical data detect sophisticated fraud attempts through continuous machine learning techniques.

All validation processes maintain comprehensive audit trails with records of each GPU's authenticity and performance, ensuring accountability and trust through transparent reporting.

Tokenization

Each GNFT represents yield-bearing ownership of a physical GPU unit installed in Compute Labs' partner data centers. See the section on GNFTs and miniGPUs for more details.

Blockchain

Asset Transfer

GNFTs operate on Solana's high-performance blockchain infrastructure, adhering to established standards through the SPL Token Program and Metaplex's Token Metadata Program. This foundation provides sub-second transaction finality and minimal gas fees, making micro-transactions and frequent dividend distributions economically viable. Token metadata, including detailed GPU specifications, is stored on-chain using Metaplex's standards, while associated images are stored on Arweave for permanent decentralized storage.

Staking

Smart contracts written in Rust manage the minting, transfer, and staking of GNFTs and miniGPU tokens, along with yield distribution. The staking mechanism leverages Solana's parallel transaction processing capabilities, allowing multiple operations to occur simultaneously without network congestion interference.

GNFT to miniGPU Conversion

GNFT holders can convert any portion or entire sets of tokens into miniGPU tokens through on-chain swap instructions that mint corresponding miniGPUs while removing them from the GNFT. This conversion mechanism operates through deployed programs on Solana, ensuring transparent and verifiable token distributions. The system scales effectively to thousands of GPU units across multiple data centers.

GPU Dashboard

GPU Monitoring

Our platform implements comprehensive real-time monitoring for each GNFT, tracking core GPU metrics including utilization percentages, clock speeds, power consumption, temperature, and fan performance. Operational status monitoring covers uptime, availability, and hardware-level error tracking, while workload efficiency measurements include compute performance, memory bandwidth, and job completion rates.

Staking

The dashboard provides intuitive staking interfaces that allow users to stake their GNFTs and miniGPU tokens directly through the platform. Real-time staking rewards and performance metrics are displayed alongside historical data for informed decision-making.

Yield Claiming

Users can claim yields and rewards through gasless transactions, removing friction from the reward collection process. Smart contract automation ensures transparent and automatic distribution based on validated GPU performance metrics and performance-based allocation algorithms.

ROI Simulation

Interactive tools enable users to simulate potential returns based on various scenarios, including GPU utilization rates, market conditions, and staking configurations. These simulations help investors make informed decisions about their GPU investments and staking strategies.

Infrastructure

GCP with AWS Backup

Compute Labs operates on Google Cloud Platform infrastructure with AWS backup systems, ensuring high availability and disaster recovery capabilities. This multi-cloud approach provides redundancy and minimizes single points of failure while maintaining optimal performance across global regions.

Deployed Services and Scalability

Our infrastructure supports seamless integration of blockchain, cloud, and AI technologies through a microservices architecture designed for horizontal scaling. Time-series databases store all metrics for trend analysis, while interactive real-time charts and anomaly detection algorithms provide comprehensive system monitoring. The platform architecture accommodates scaling to thousands of GPU units across multiple data centers through Solana's parallel processing capabilities.

Security and Audit

Data security employs end-to-end encryption using industry-standard TLS protocols for data transmission and AES-256 encryption for data at rest. Regular security audits conducted both internally and through third-party partners identify and address potential vulnerabilities, while periodic penetration testing simulates real-world attacks to ensure robust defenses.

Smart contract security includes formal verification to mathematically prove correctness and security. Bug bounty programs incentivize security researchers to identify and report vulnerabilities, while all validation processes maintain logged and auditable records, providing transparent and immutable documentation of system operations.

Open Source

Compute Labs demonstrates a deep commitment to transparency, collaboration, and innovation through open-source initiatives. Significant portions of our codebase, including core smart contracts and GPU management tools, will be publicly available to encourage contributions from developers, researchers, and enthusiasts worldwide.

This open-source approach enhances platform security and reliability through community scrutiny while accelerating innovation by leveraging global developer expertise. Our commitment ensures solutions remain cutting-edge, transparent, and aligned with industry best practices, fostering a long-term beneficial ecosystem for all participants.