Lingfeng Zhou

Credit-Budgeted ICPC-Style Coding: When LLM Agents Must Pay for Every Decision

Contemporary coding-agent benchmarks applaud “first correct answer,” silently assuming infinite tokens, container minutes, and developer patience. In production, every LLM call, test re-run, and rollback incurs hard cost; agents that cannot budget these resources are dead on arrival. We close the ga…