How a Non‑Elite Graduate Cracked the 985 PhD Admission Code

A former second‑tier university student shares the harsh reality of PhD admissions bias, then reveals concrete strategies—publishing research, crafting a compelling proposal, building networks, and avoiding common pitfalls—to turn a modest background into a successful 985 doctoral placement.

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How a Non‑Elite Graduate Cracked the 985 PhD Admission Code

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Apr 17, 2025 · Artificial Intelligence

The Second Half of AI: From Model Innovation to Real‑World Utility

The article argues that artificial intelligence has entered a new phase where reinforcement learning finally generalizes, evaluation becomes more important than pure model performance, and researchers must redesign benchmarks and utility‑focused tasks to drive truly transformative progress.

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The Second Half of AI: From Model Innovation to Real‑World Utility