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Agentic RL · 1 Mixture‑of‑Experts (MoE) · 1 1‑Million‑Token Context Window · 1 Persistent Rollout · 1 Sandbox State · 1 Kimi K2 · 1 Frontier‑Level Performance · 1 Reasoning‑Effort Levels · 1 Kimi Delta Attention · 1 Kimi K3 · 1 Native Vision · 1 Model Scaling Efficiency · 1 Long‑Horizon Coding · 1 Claude Fable 5 · 1 GPT‑5.6 · 1 Open‑Weight · 1 Attention Residuals · 1