Security research

Security Research.

Public write-ups on the bugs, patterns, and protocols we audit. Engineer-to-engineer, no fluff.

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Solana GambleFi Security: Why VRF and Zero-Edge Models Replace Casino Black Boxes
Smart Contract SecurityJan 20, 2026·9 min

Solana GambleFi Security: Why VRF and Zero-Edge Models Replace Casino Black Boxes

Web2 casinos hide RTP manipulation. Solana GambleFi uses VRF and Zero-Edge models to make outcomes verifiable. Zealynx auditors explain the security trade-offs.

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How Gradient Descent, KL Divergence & Graph Topology Let Attackers Poison Your AI Model
Adversarial & AI SecurityJan 19, 2026·17 min

How Gradient Descent, KL Divergence & Graph Topology Let Attackers Poison Your AI Model

Discover how optimization theory, information theory, and graph theory create security vulnerabilities in AI systems. Learn about real-time poisoning attacks, model leakage, graph manipulation, and mathematical attack vectors targeting LLMs and neural networks.

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Breaking LLMs Through Set Theory Principles
Adversarial & AI SecurityJan 19, 2026·13 min

Breaking LLMs Through Set Theory Principles

How LLMs use set theory internally and how attackers exploit its limitations to jailbreak AI models with paradoxical prompts.

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Audit vs DeFi Insurance: Which Secures Your Protocol Better?
Audit OperationsJan 15, 2026·10 min

Audit vs DeFi Insurance: Which Secures Your Protocol Better?

Learn why $3B+ was lost despite audits, how parametric insurance works, and the optimal 70/30 budget split for protocol security in 2026.

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2025 DeFi Hacks: $3.4B Exploit Lessons You Must Know
Industry and ComplianceJan 10, 2026·8 min

2025 DeFi Hacks: $3.4B Exploit Lessons You Must Know

$3.4B lost in 2025: Bybit, Cetus, Balancer breakdowns. Zealynx auditors explain blind signing, supply chain attacks, and how to close audit blind spots.

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How Much Does a Smart Contract Audit Cost in 2026? Pricing Guide, $5K to $500K
Audit OperationsJan 6, 2026·11 min

How Much Does a Smart Contract Audit Cost in 2026? Pricing Guide, $5K to $500K

How much does a smart contract audit cost in 2026? Most teams pay $5K to $15K for simple tokens, $50K to $100K for standard DeFi, and $150K to $500K+ for complex protocols.

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ERC-1400 Explained: Security Token Standard for RWA
Smart Contract SecurityJan 5, 2026·9 min

ERC-1400 Explained: Security Token Standard for RWA

ERC-1400 security token standard explained: Implement compliant RWA tokenization with partitions, transfer restrictions, and KYC hooks. Complete developer guide for regulated blockchain securities.

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ERC-7540 vs ERC-4626: Async Settlement for RWA Vaults
DeFi Protocol AnalysisJan 2, 2026·8 min

ERC-7540 vs ERC-4626: Async Settlement for RWA Vaults

Learn how ERC-7540 extends ERC-4626 to enable asynchronous settlement for Real-World Assets (RWA) vaults. Explore the request/claim pattern, implementation details, and security considerations for tokenizing T+2 settlement assets on Ethereum.

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Smart Contract Audit ROI: Investor Due Diligence Guide
Audit OperationsDec 30, 2025·9 min

Smart Contract Audit ROI: Investor Due Diligence Guide

Discover how smart contract audits impact valuation during technical due diligence. Learn what investors look for in audit reports, which security firms matter, and red flags that kill funding rounds for Web3 startups.

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How Smart Contract Audits Boost Gas Savings and Market Cap: Real ROI Insights
Audit OperationsDec 26, 2025·7 min

How Smart Contract Audits Boost Gas Savings and Market Cap: Real ROI Insights

Smart contract audits cut gas costs, attract investors, and set legal standard of care. Zealynx breaks down the measurable ROI — beyond just avoiding a hack.

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Why Audited DeFi Protocols Retain More TVL: The Trust Architecture Model
Smart Contract SecurityDec 20, 2025·8 min

Why Audited DeFi Protocols Retain More TVL: The Trust Architecture Model

How smart contract security drives sticky TVL in DeFi. Learn the Trust Architecture model, reentrancy patterns, and why audited protocols retain more liquidity — Zealynx.

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Are Crypto Payments with CrossFi's Visa Card Safe?
Industry and ComplianceDec 19, 2025·9 min

Are Crypto Payments with CrossFi's Visa Card Safe?

Discover how CrossFi bridges traditional finance and DeFi with crypto Visa cards, enabling secure everyday payments while maintaining decentralization and user control over digital assets.

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