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Provider quality+reliability: HF rotates Llama-3.3-70B -> Qwen2.5-72B -> Llama-3.1-8B; gemini-2.5-flash-lite; HF primary; per-provider model rotation; + sorted-oldest-first rows & KEY FACTS for accurate aggregates