Smart Era Software Development
Aug 15, 2026 · Artificial Intelligence
From Model Params to Full‑System 'Model+Harness': DeepSeek V4 Pro Agent Engineering Deep Dive
The report reveals how Agent competition has shifted from pure model‑parameter races to a full‑system "model+Harness" battle, detailing DeepSeek V4 Pro's technical breakthroughs, massive cost advantage, four‑stage development roadmap, benchmark improvements, industry trends, expert insights, and commercial pathways for AI Agents.
AI AgentsAgent EngineeringAgent commercialization
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