Constraint Weakening in LLM Agent Workflows: Why \\\\\\\"Must\\\\\\\" Becomes \\\\\\\"Maybe\\\\\\\" Across Multi-Stage Pipelines

Multi-stage LLM agent workflows have a silent failure mode. A hard constraint enters the pipeline at stage one. By stage three, it has become a suggestion. The executor reads it, acknowledges it, and ...