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UNPACKING CHATGPT WORK: THE AGENT FOR A BILLION USERS

ChatGPT Work is OpenAI's agent product for knowledge work. Its current form is an amalgamation of ChatGPT, the Codex app, the Codex harness, the original Codex cloud agent, ChatGPT agent, Atlas, OpenClaw, and more. This article decodes the complex product lineup and explains what Work is, where it fits in OpenAI's lineup, the many interesting choices in its design, the tensions underneath, and where the product is likely headed. OpenAI plans to merge Chat and Work, so Work is really a preview for how ChatGPT's billions of users will soon use the app.

INTRODUCING SHIELDSTRAL

Shieldstral features a 3B open-weights multimodal safety classifier that outperforms models up to 7x its size. It accepts plain-language policies at inference time, unifying text and image safety evaluation without retraining. Shieldstral delivers calibrated safety scores across diverse benchmarks while running efficiently on a single 16GB NVIDIA GPU. It is a step toward moderation that adapts to context instead of forcing every product through one frozen taxonomy.

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