Introduction
In 2025, federal contractors relied on large language models (“LLM”) for assistance in preparing a significant number of bid and size protests, monetary appeals, and related federal procurement litigation (together “Disputes”). We know that because at least twenty 2025 public Decisions showed the “hallmarks” of Generative Artificial Intelligence misuse (“Gen-AI Misuse”), defined as the intentional or negligent use of an LLM resulting in inaccuracies that waste public and private resources.[1]
LLMs are prone to inaccuracies, fabrications ...
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