Machine Heart

Jul 12, 2026 · Artificial Intelligence

Agentic Era: Shifting Recommendation from Platform-Centric to User-Governed

Recent research argues that the traditional platform‑centric recommendation paradigm is reaching its limits, proposing a user‑governed personalization model enabled by LLM agents that can aggregate cross‑platform data, with experimental evidence showing significant performance gains over platform‑only approaches.