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Security research

Security Research.

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

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Uniswap v4 Security Guide: Hooks, Risks, and Audit Path
DeFi Protocol AnalysisJan 22, 2026·19 min

Uniswap v4 Security Guide: Hooks, Risks, and Audit Path

Uniswap v4 security guide for hook risk, singleton architecture, and flash accounting. See what builders should audit before launch.

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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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Debugging AI Psychosis: Hallucination
Adversarial & AI SecurityJan 19, 2026·18 min

Debugging AI Psychosis: Hallucination

Understand the Critical Factors that Lead to Model Degradation and How to widen your perspective as an AI researcher

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Principle and Practical Introduction to Neural Networks
Jan 19, 2026·11 min

Principle and Practical Introduction to Neural Networks

Understand the Basic Principles of how Neural Networks Works

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Neural Networks: Fundamental and Class Networks and Security
Jan 19, 2026·24 min

Neural Networks: Fundamental and Class Networks and Security

Understand the fundamentals working principles of Feed Forward Neural Netowrk and its Security

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Tokenizers and it Vulnerabilities in LLMs
Jan 19, 2026·15 min

Tokenizers and it Vulnerabilities in LLMs

Understand how Tokenizers works and it Inheritable Security Vulnerabilities on LLMs

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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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Smart Contract Audit Cost in 2026, Exact Pricing for Tokens, DeFi, and Bridges
Audit OperationsJan 6, 2026·12 min

Smart Contract Audit Cost in 2026, Exact Pricing for Tokens, DeFi, and Bridges

Smart contract audit cost depends on contract complexity, chain, and timeline. See 2026 pricing ranges for tokens, DeFi, bridges, and how to lower your quote before you request an audit.

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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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