Security research

Security Research.

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

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Hyperliquid Architecture Explained: HyperBFT, HyperCore, and HyperEVM
DeFi Protocol AnalysisJan 27, 2026·19 min

Hyperliquid Architecture Explained: HyperBFT, HyperCore, and HyperEVM

Hyperliquid architecture explained for builders comparing HyperBFT, HyperCore, and HyperEVM before they integrate, launch, or scope a Hyperliquid audit.

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Bridge Security Checklist: 100+ Critical Exploit Checks
Smart Contract SecurityJan 26, 2026·21 min

Bridge Security Checklist: 100+ Critical Exploit Checks

100+ cross-chain bridge security checks. Prevent exploits like Ronin ($625M), Wormhole ($320M), and Nomad ($190M). For bridge builders, auditors, and DeFi teams.

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Uniswap V4 Hooks — Introduction to Hooks — Find the answer to your questions
DeFi Protocol AnalysisJan 25, 2026·13 min

Uniswap V4 Hooks — Introduction to Hooks — Find the answer to your questions

A comprehensive Q&A on Uniswap v4 Hooks, covering technical implementation, security considerations, and architecture from the Uniswap Hook Incubator Cohort 2.

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Move vs. Rust vs. Solidity: The Ultimate L1 Blockchain Security Comparison (2026)
Smart Contract SecurityJan 23, 2026·12 min

Move vs. Rust vs. Solidity: The Ultimate L1 Blockchain Security Comparison (2026)

Compare Move, Rust (Solana), and Solidity (EVM) architecture. Discover how L1 language choice impacts smart contract security, reentrancy risks, and audit requirements.

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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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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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