Dev Tools · 1h ago
How to Stop LLMs from Hallucinating on Resume Data
A developer building an AI resume scorer found GPT-4o gave inconsistent scores and fabricated experience like Kubernetes clusters. They solved it by computing keyword and skill matches in Python, then feeding those as hints. Server-side validation also rejects any edits to nonexistent roles or bullets.
Meridian48 take
A practical reminder that prompt engineering alone can't prevent LLM hallucinations—you need deterministic checks and server-side enforcement.
Read the full reporting
My LLM Kept Making Stuff Up on Resumes. Here’s How I Shut It Down. →
DEV Community
llm-hallucinationresume-scoring