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  1. Reinforcement‑Learning (RL) Bitrate Controller – continuously learns optimal Quantization Parameter (QP) and GOP length decisions based on real‑time feedback (RTT, packet loss, buffer occupancy).
  2. Content‑Adaptive Partitioning (CAP) – a data‑driven method that re‑configures CU (Coding Unit) partitioning patterns on a per‑frame basis, guided by a lightweight CNN that predicts motion‑complexity maps.
  3. Edge‑Aware Adaptive Transport (EAT) – a cross‑layer module that co‑optimizes encoding decisions with DASH‑based HTTP/2 multiplexing and QUIC congestion control, ensuring seamless handover between edge and core clouds.

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