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Researchers are actively working on more reliable, transparent, and controllable LLMs. Techniques like retrieval‑augmented generation (RAG) allow models to check facts against external databases. Watermarking and content provenance tools aim to distinguish human‑written from AI‑generated text. In the coming years, LLMs will likely become integrated into every software application—from word processors to search engines—making AI assistance as common as spell check.

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