LLMs fail at architectural reasoning for networked systems, but Kepler uses structured constraints and SMT-based optimization to synthesize feasible designs with explanations.
cores", PINGMESH_CPU_FACTOR *len(computes)) 7constraints.append(cores_per_server) 8returnconstraints 9PingMesh = System( 10id=
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Assistants, Not Architects: The Role of LLMs in Networked Systems Design
LLMs fail at architectural reasoning for networked systems, but Kepler uses structured constraints and SMT-based optimization to synthesize feasible designs with explanations.