2511.002
Published November 8, 2025
The emergent threats of AI-driven cryptanalysis and quantum computing may require new approaches to validating cryptographic entropy. Traditional statistical test suites, such as NIST SP 800-22, show limitations in detecting certain complex, non-linear patterns that intelligent adversaries might exploit. This paper presents an independent third-party evaluation of Entrokey’s proprietary Predictive Indexing framework, a novel assessment methodology leveraging Convolutional Neural Networks (CNNs) for deep pattern recognition, and its integrated AI-driven entropy generation system using diffusion models. Our empirical analysis shows that while traditional tests pass flawed sources with 82.3% mean pass rate, Entrokey’s Predictive Indexing differentiates high-quality entropy (score: 0.649) from patterned sequences (score: 0.548) consistently across 100 iterations. Entrokey’s candidate selection mechanism, guided by its Predictive Indexing, achieves a maximum quality of 0.9484. A comprehensive ECC case study across 100 iterations shows that Entrokey achieves low LSB bias (3.57% +/- 1.81%) among all tested sources, performing favourably compared to standard PRNGs. We also find that Entrokey-generated entropy appears computationally unpredictable, with adversarial LSTM models achieving 50.11% accuracy, consistent with random chance. Our independent analysis suggests that Entrokey’s Predictive Indexing methodology coupled with its diffusion-based generation represents a potentially valuable software-based approach to cryptographic entropy assessment.
CryptographyEntropy Research
VIEW SUMMARY2502.101
Published December 14, 2024
This report provides a technical analysis of Promeet, a platform designed to enable real-time monetisation of live events and meetings for content creators. The platform seeks to address inefficiencies and limitations in traditional social media monetisation methods by offering instant, direct, and cross-border payments. The technology is currently functional. Scalability is a challenge that needs to be addressed if the Promeet is to scale globally. The founders demonstrate awareness of these challenges and possess extensive relevant technical experience. Financial projections suggest the model is viable if a sufficient user base is acquired, given the relatively low gas fees and server costs compared to projected meeting income. Additionally, our review found no red flags in the platform’s security measures, which rely on established technologies to mitigate potential vulnerabilities.
Collaboration InfrastructureProduct Diligence
VIEW SUMMARY2502.103
Published August 11, 2024
Netzium is a stablecoin pegged to 100kWh of renewable energy. Secured by modern Web3 technologies, it is the unifying force that harmonizes the diverse technologies within the SYNC-AEIR ecosystem. Netzium is intrinsically linked to real-world energy generation and serves as the thread that weaves together solar power generation, intelligent energy curation, wireless transmission, and advanced battery storage to propel us toward a Net Zero future.
Energy SystemsOpen Research
VIEW SUMMARY2502.104
Published May 22, 2024
Tenderize v2 claims to be “a new liquid staking protocol that delivers liquidity for staked assets without centralizing of the underlying validator set”. As staked assets are locked until satisfaction of a smart contract condition, the introduction of liquid staking became a solution to offer value upon those assets in the form of proxy tokens. This is liquid staking, in which derivative tokens representing staked holdings are made tradeable or even useable as collateral on existing applications, including lending.
StakingToken Engineering
VIEW SUMMARY2502.102
Published February 19, 2024
TreasuryX is a decentralized stablecoin infrastructure platform that enables users to mint asset-backed stablecoins while capturing the yield typically reserved for centralized issuers. By tokenizing real-world assets (RWAs) such as insurance premium financing and other debt instruments, TreasuryX issues stable digital assets (USDX) pegged to the principal of these assets and yield-bearing tokens (YLD) that distribute periodic interest. Using a smart contract protocol, TreasuryX allows users to maintain control over their collateralized assets while participating in yield-layering strategies through the sale and reinvestment of stablecoins, effectively compounding returns in a decentralized finance (DeFi) ecosystem. The platform is founded by industry veterans including Reeve Collins, co-founder of Tether; Bundeep Singh Rangar, a seasoned fintech entrepreneur; and Dr. Avtar Sehra, a pioneer in tokenized securities, bringing extensive expertise in DeFi, fintech, and blockchain technology. TreasuryX drives a scalable, self-sustaining model where minters are incentivized and rewarded for distributing and promoting the stablecoin, creating a unique, distributed yield model that enhances capital efficiency and adoption.
DeFi InfrastructureRisk & Controls
VIEW SUMMARY2502.105
Published December 3, 2023
"Tokenization could be the next trillion dollar industry". The web3 universe is rife with claims of this magnitude. We present a comprehensive review of the field of real world asset tokenization, hoping to analytically evaluate claims like the above and more from a variety of modern and traditional sources.
RWAMarket Infrastructure
VIEW SUMMARY