AutoTTS: Automated Test-Time Scaling Strategy Discovery

AutoTTS uses coding agents to iteratively discover and refine test-time scaling controller strategies without gradient updates or online LLM calls. This gradient-free automated approach to TTS strategy search is practically relevant for teams optimizing inference-time compute budgets on deployed LLMs.