Model Capability Tiering — probe model size, hardware EP, and inference latency at startup to classify into Basic/Moderate/Strong tiers. Agent adapts strategy per tier: skip LLM for Basic, use LLM for relevance filtering in Moderate, enable multi-turn reasoning in Strong.