AI hallucinations
The problem
When AI coding tools are given a task - feature implementation or fixing a bug - it scans all the files edited in that particular coding session only, and ignores everything else. Which means, if it finds some type declarations or function definitions to be missing, in those edited files, it will write them from scratch. Although these definitions were somewhere written clearly in the codebase.
This also happens when AI doesn't know about the package.json file. It can use syntax and imports from NextJS v10 without knowing, that the project uses NextJS v16.
This results in outdated types, deprecated imports and modules which eventually cause failed builds.
How CXGRD solves this
CXGRD performs compiler verifications after every implemented change. It catches missing and circular imports, type and syntax errors, and orphaned files.
$ cxgrd check
✓ Running cxgrd check...
Structural analysis...
Compiler verification (TypeScript, Python, Rust)...
Compiler runs:
· typescript (typescript @ .): ok — 0 errors, 0 warnings
· python (pyright @ .): skipped — pyright not found on PATH (install with: pip install pyright)
⚠ Skipped compiler(s) for: python — not counted as failures.
Use --strict or run `cxgrd doctor` to fix your toolchain.
✓ All checks passed!
Scope: full project · Mode: permissive · 0 errors (0 structural, 0 compiler) · 0 warnings
These compiler backed checks serve as concrete analysis for more accurate and clean code.