STORY · VERKTOY_

How to get AI to refuse lying in bid proposals

The Lucius team shared experiences from a year of building an AI system that drafts initial bid responses. They discovered that language models naturally produce claims that cannot be documented, and had to solve this through structural changes: requirements that cannot be met are flagged explicitly, false partnership relations removed, and separate verification rules implemented for quotes.

WHY IT MATTERS

In bids, falsehoods can result in the proposal being rejected or the company excluded from future work. The story shows concretely how LLM fabrication arises from optimization goals that diverge from truth when money is involved, and which technical measures actually work.

SOURCES

MACHINE-GENERATED SUMMARY This summary is written by machine from the sources below. We sort and explain — but we are a way into the field, not the final word. Check the source when something matters to you.