[KongchangAI]
Expired50% confidenceOpinionExact time

Enterprises do not need researchers who can train DeepSeek models from scratch, but rather AI application engineers who can bring LLM capabilities into real business scenarios.

1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
7/2/2026
First Seen
Valid until: 9/30/2026(expired)

Sources

The 4-Stage Roadmap for AI Application Development: A Career Transition Guide from Beginner to Senior Engineer
bilibiliAIAgent搭建6/12/2026

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