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This systematic review examines how large language models support mental-health applications, including social-media analysis, clinical conversational agents, therapy support, and psychoeducation. It also covers multimodal diagnosis, prompt engineering, interpretability, and the ethical and regulatory safeguards needed for responsible deployment.
Apple presents an iterative pseudo-labeling approach for Mandarin-English code-switching automatic speech recognition. The method uses unlabeled speech data across pseudo-label generation, bilingual model training, and repeated refinement to address limited code-switching training data.
A Bangalore-based startup has entered the competition to create highly human-like artificial voices. Its AI model reportedly earns high scores compared with systems from OpenAI and ElevenLabs.
The article profiles Tony Hoare, whose Quicksort algorithm, Hoare logic, and work on programming-language design helped shape modern software engineering. His focus on simplicity, formal verification, and program understandability is especially relevant as LLMs and Coding Agents make code generation easier but software comprehension harder.
GP practices in Rotherham have introduced Emma, an AI receptionist that reportedly supports 17 languages. Healthwatch Rotherham says some patients are frustrated because the system struggles to understand broad local accents, causing callers to hang up.
A researcher applied the same SFT and GRPO recipe to three from-scratch LLMs ranging from 316M to 672M parameters, but observed sharply different outcomes. GRPO barely affected the smallest model, severely degraded the middle model, and caused modest degradation in the largest, with no GSM8K transfer despite curriculum learning.
Google’s Pixel 11 Pro XL offers incremental hardware upgrades, but its deeper Gemini integration is the main improvement for productivity users. The new Rambler feature converts natural, imperfect speech into cleaner written text, while Tensor G6 improves responsiveness and on-device AI performance.
Wispr Flow is a voice dictation tool designed for Windows, macOS, iOS, and Android. The article highlights its smoother user experience compared with built-in device voice-text tools and explains how to try it for free.
A Wall Street Journal article, adapted from The Valley of Death, claims that CIA-backed funding helped NeXT survive financial difficulties in the 1980s. NeXT’s survival enabled Steve Jobs to return to Apple, while its operating system later became part of the foundation underlying the iPhone.
Google’s Pixel 11 Pro and Pixel 11 Pro XL introduce highly capable voice typing alongside other software improvements. However, weak gaming performance and an ineffective rear LED prevent the phones from standing out as major flagship upgrades.