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How can PhD students avoid coding skill atrophy when using AI programming assistants? This article proposes a layered delegation strategy with actionable advice for researchers.

This AI Daily covers five sectors: DeepSeek V4 reportedly enters grayscale testing with improved chain-of-thought; Musk previews Grok 4.6 and 5.0 with 2T parameters; Intern-S2 open-source model beats Claude Opus 4.8; xAI builds 2000MW Colossus cluster; NVIDIA RoboTTT breaks long-horizon robotics barriers.

A deep dive into convergence theory for high-order ODE solvers in diffusion models: error decomposition, Ghost Flow construction, C2 regularity verification, and the mathematical foundations of DPM-Solver fast sampling.
Product ReviewsHands-on test of Costco end-to-end research automation Agent: from reading the classic Eigenfaces paper to PCA code implementation, eigenface visualization, experimental evaluation, and LaTeX paper delivery in six steps.
Product ReviewsA gaming newbie independently built a 2D ARPG demo using AI tools, covering scene generation, frame-by-frame animation, and LLM-driven dynamic dialogue systems.