Day: April 3, 2026

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Deep Dive: Embedding DevOps Culture in the Enterprise

When “Agile Development” Collides with “Network Outage”: The Real Pain Points in SME R&D Efficiency On a Friday afternoon, Lao Zhang, R&D Director at a precision manufacturing company in Beijing, watched a planned canary release turn into a disaster. The moment the new version of the code was pushed to production, a configuration conflict on the core switch instantly disconnected the entire factory’s ERP system, and the production line ground to a halt. Even more alarming, when the R&D team

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DeepSeek Engram: Pioneering Research on Separating Memory from Reasoning in Large Models

The “Growing Pains” of AI Adoption: When Large Models Become Enterprises’ New Cost Black Hole At an 80-person R&D technology company in Beijing, IT manager Lao Zhang is facing a sudden crisis. To improve internal efficiency, the company launched a large-model-based intelligent document assistant last week to help R&D staff quickly retrieve historical project code and regulatory documents. Yet less than three days into operation, the system’s response speed began a cliff-like plunge. Whenever a business department queried “a specific

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