N. Gupta

LLM Prompt Interfaces as Execution Contracts: Reducing Unsafe Tool Invocation Across the Incident Lifecycle in AIOps

This model demonstrates that a meaningful proportion of perceived LLM shortcomings in production AIOps can be mitigated through UX‑level constraints that align operator requests with the system's executable capability set.