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Fix saliency (len(models) bug), cache demo LLM outputs

Speed: cap saliency at 2 models, 60s LLM timeout

Fix saliency: enable_grad + debug logging

Add openai package for vLLM client

Add amd-hackathon-2026 tag for discoverability

LLM: vLLM on AMD MI300X (OpenAI-compat) with HF fallback

Update AUC to 0.7288 (K=32 retrain), LLM via InferenceClient