FR-0012024-12-055 min read
Enforcing Single-Page PDF Constraints in LLM Generation
Building a multi-stage layout compiler to guarantee single-page document outputs from non-deterministic LLM text.
LLM generation is inherently non-deterministic, making strict document layout constraints difficult to maintain.
In QFix Resume Tailor, we built a closed-loop compiler that counts generated PDF pages using pdf-parse.
If page count exceeds one, the system triggers aggressive LLM text shortening and applies CSS scaling factors (0.92 ratio) until a perfect single-page layout is guaranteed.
โ All reportsEnd of report