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CLIP embedder : auto-détection GPU avec vérification VRAM disponible. Si >1.5 Go libre → CUDA, sinon → CPU. Évite les OOM quand Ollama utilise déjà la VRAM. FAISS : migration Flat → IVF (116 clusters, nprobe=8). Benchmark : 0.46ms → 0.04ms par recherche (11.5x). Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>