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Engineering notes from real projects.

Practical articles on smart-contract security, AI architecture and building multilingual web platforms.

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9 min read

Security checklist for ERC-20 vesting contracts

Vesting math, revocation, admin keys, token handling, Foundry invariant tests and deployment checks for secure ERC-20 vesting contracts.

SoliditySecurityTokenomics
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9 min read

RAG vs fine-tuning: what businesses actually need

RAG, fine-tuning, long context with prompt caching or structured outputs? A plain-language guide to choosing the right approach, with a decision checklist.

RAGLLMAI strategy
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8 min read

Smart contract audit-readiness checklist

30 checks before your smart contract audit: scope and docs, tests, Foundry fuzz and invariant tests, Slither triage, access control, integrations and deployment.

SoliditySecurityAudit
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8 min read

Scoping a RAG or AI assistant project: a checklist

30 questions to settle before building a RAG system or AI assistant: use case, data, access control, retrieval, model choice, evaluation, operations and go/no-go.

RAGAI assistantsScoping
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