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Scaling RL

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PaperAgent
PaperAgent
Dec 2, 2025 · Artificial Intelligence

How DeepSeek‑V3.2’s New Agent Architecture Bridges the Gap to Closed‑Source LLMs

DeepSeek‑V3.2 introduces a reinforced‑agent framework that combines a synthetic task factory, scaling reinforcement learning, and advanced context management, achieving the highest open‑source agent scores and narrowing the performance gap with leading closed‑source models such as Claude‑4.5‑Sonnet, GPT‑5‑High, and Gemini‑3.0‑Pro.

AI AgentsDeepSeekScaling RL
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How DeepSeek‑V3.2’s New Agent Architecture Bridges the Gap to Closed‑Source LLMs