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The H1-H6 Anti-Hallucination Protocol for AI Code Generation

A systematic verification protocol designed to catch AI model errors, invalid API calls, and fabricated variables.

12 Min Security Protocol Updated: New Release

Overview

H1 - Variable Existence Verification: Validating every imported module and initialized variable against the active codebase.

H2 - Type & Schema Alignment: Ensuring dynamic object payloads match database schemas.

H3 - Context Window Boundary Verification: Checking for truncated functions or missing return statements across large files.

H4 - Dependency Audit: Confirming that no non-existent or deprecated npm/composer packages were fabricated.

H5 - Edge Case Fallback Execution: Verifying exception handling (try/catch) blocks around network API requests.

H6 - Environment Variable Isolation: Confirming that hardcoded API keys or credentials were not inserted into output code.