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Applied AI·June 29, 2026·1 min read

OpenAI is teasing new hardware… for Codex

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A dedicated Codex device suggests OpenAI is testing vertical, task-specific hardware — not just general assistants — as a way to lock in developer workflows. If you sell dev tools, assume the IDE and even the keyboard layer are now contested territory by model providers.

Applied AI

Fitbit’s Gemini AI coach is giving users ‘unhinged’ fitness advice — here’s why users are saying they ‘cannot wait for my trial to end’

An “unhinged” AI fitness coach is a live case study in what happens when you ship advice agents without tight domain constraints, guardrails, and UX for uncertainty. Any team deploying health, finance, or safety-adjacent copilots should be running red-team drills on worst-case advice and instrumenting fast rollback paths before broad release.