Testing and Optimization with Adaptive Budgets

Simulate several DDoS scenarios (SYN flood, UDP flood, HTTP flood) with varying severity and test your agent system. Monitor its detection latency, mitigation accuracy, and LLM token usage. Implement and refine adaptive thinking budgets, where higher-severity incidents trigger more extensive LLM calls (e.g., multi-turn reasoning with Claude Opus 4.1) while lower-severity events use more concise, rapid reasoning from Gemini 2.5 Pro or cached knowledge. Document your findings and improvements.