Failure Patterns in LLM Implementation: Minimal Template for Internal Usage Policy
Analysis
This article highlights that the failure of LLM implementation within a company often stems not from the model's performance itself, but from unclear policies regarding information handling, responsibility, and operational rules. It emphasizes the importance of establishing a clear internal usage policy before deploying LLMs to avoid potential pitfalls. The article suggests that focusing on these policy aspects is crucial for successful LLM integration and maximizing its benefits, such as increased productivity and improved document creation and code review processes. It serves as a reminder that technical capabilities are only part of the equation; well-defined guidelines are essential for responsible and effective LLM utilization.
Key Takeaways
- •Establish clear information handling policies for LLM usage.
- •Define the scope of responsibility for LLM outputs.
- •Create operational rules for LLM deployment and maintenance.
“導入の失敗はモデル性能ではなく 情報の扱い 責任範囲 運用ルール が曖昧なまま進めたときに起きがちです。”