The Hidden Flaw in AI Code Generation: It's Not the Model

AI coding agents aren't failing because of poor code generation—they're failing because of ambiguous and incomplete specifications. As these agents fill gaps with plausible assumptions, implementations slowly drift from intended behavior, creating security and logic vulnerabilities that are hard to trace. SpecGuard's approach of validating requirements before they reach AI agents represents a critical shift: AI-assisted development's success depends more on specification quality than model capability.