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🧵Our unique full-stack approach to AI lets us deliver powerful, cost-efficient products to developers and everyday users. But what exactly does it mean when a technology system is "full-stack,” and why is it so important to our approach? We talked to @rseroter, senior director and chief evangelist at @googlecloud, to break it all down 👇 Where does the phrase “full-stack” come from, and what does it mean when we’re talking about tech? @rseroter: The term "full-stack" originally came out in software development a decade or so ago — usually in regard to applications. Historically, building an app required multiple specialized teams: a front-end developer to build beautiful user interfaces, a back-end developer to handle server-side logic and a dedicated database team. The concept of a "full-stack engineer" emerged to describe a developer who could work across all of these functions independently. Instead of constantly handing off components from one person to another, a full-stack engineer could take an idea from a rough concept all the way to a fully running piece of software.

QVAC SDK 0.14.0 is live. This release makes the on-device stack faster on mobile, ships the developer-agent path, and takes local text-to-speech to 31 languages. Main highlights: - OpenCode and OpenClaw. The first official OpenCode plugin, plus a maintained OpenClaw compatibility path, both built on managed mode and qvac serve. Point a coding agent at a local model with far less setup and far fewer surprises. - Brain-computer interface transcription, on the SDK. Take recorded neural signal data and decode it into text, fully on-device, no cloud. Stream it in chunks through a simple API. In 0.14 it runs GPU-accelerated on iOS. - Text to Speech in 31 languages with our Supertonic3 upgrade. VOICE AND SPEECH - Supertonic3 multilingual TTS, 5 languages to 31. - Chatterbox and Supertonic now run on the Android GPU, with lower memory use (especially on iOS), quantized s3gen Chatterbox support, and a fix for Chatterbox occasionally emitting random speech. - Whisper transcription now runs on the iOS GPU. Parakeet runs on the Android GPU, with steadier real-time streaming. VISION AND OCR - VLM multi-tile batching: high-resolution Pan and Scan images are encoded in one pass instead of tile by tile, for faster vision throughput. - OCR on ggml (EasyOCR and DocTR) reaches full speed parity with the onnx path, across Metal, OpenCL, and Vulkan. PLATFORM AND RELIABILITY - Dynamic compute backends on Linux: one build picks the right backend at runtime, and opens the door to ROCm and CUDA support without per-backend builds. - Thinking tokens are kept out of the model context, so reasoning no longer fills the KV cache. SDK 0.14.0 is now leaner and faster to start. Let’s build.

A decade ago, automakers abandoned small pickups, opting to lean in to trucks that were bigger, heavier and more profitable. Now, they’re curious: Will buyers consider a small pickup truck again?

你听过Pink Dot吗？ Pink Dot（粉红点）是新加坡每年举办的LGBTQ+平权活动。自2009年开始，每年吸引成千上万人来到芳林公园参与。

 和很多地方的骄傲游行不同，Pink Dot 采取更“新加坡式”的方式：不激烈对抗，而是透过个人故事、家庭关系和社会连结，慢慢改变公众对LGBTQ+的刻板印象。
 这十多年来，新加坡社会对LGBTQ+的看法，确实正在改变，但政府的政策呢？

Welcome to today's KIWI vs HUMAN Battle ⚽️🥝 Brazil vs Japan is almost here. Will Brazil live up to the hype, or will Japan crash the party with a shock upset? @Kiwi_Nod has already made its call. Think @Kiwi_Nod got the game wrong? Challenge it. Repost Kiwi’s pick, drop your TopNod UID, and share your own pick with analysis. If @Kiwi_Nod 's pick is wrong, we’ll select 5 users with the best correct analysis to win exclusive TopNod keyboards or power banks. Time to find out who reads football better — AI or humans.

提示词 7 — 增长和内容再利用引擎 '拿这个 YouTube 视频脚本/文字记录转换成：Twitter/X 线程、LinkedIn 帖子、3 个 YouTube Shorts 开场白、邮件通讯和 Pinterest 描述。根据我的细分领域优先考虑哪些平台。'