OpenAI

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Tuesday, 4 February 2025

OpenAI and the CSU system bring AI to 500,000 students & faculty

OpenAI 1 year ago 48

OpenAI has partnered with the California State University system to provide ChatGPT access to approximately 500,000 students and faculty members across 23 campuses. The deployment covers all CSU institutions and will be integrated into teaching, learning, and administrative functions starting this academic year. Students and educators can now use AI tools for coursework, research, and institutional operations as part of standard university resources.

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OpenAI ChatGPT AI Adoption Education

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TLDRocket 7 August 2026

The shine is coming off tokenmaxxing. After burning through its entire 2026 AI budget in months by encouraging reckless token consumption, Uber's CTO declared the era of excessive inference spending over, signaling a broader industry reckoning. Companies from Accenture to Uber discovered the hard way that unlimited API access breeds inefficiency—PDFs converted to images, then to markdown; non-engineers treating LLM queries like free compute. The solution isn't restriction but optimization: better prompt caching, smarter routing, cost-per-token metrics. Yet this creates a darker arithmetic: as inference gets cheaper, total spending may not fall at all. Uber quadrupled AI tool adoption while cutting per-token costs, but the Jevons paradox lurks—efficiency breeds proliferation, and proliferation breeds cost creep.

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OpenAI

Key players

Tuesday, 4 February 2025

OpenAI and the CSU system bring AI to 500,000 students & faculty

Every AI story that matters, in your inbox by 8am.

Every AI story that matters,
in your inbox by 8am.