Resources

Sarah Green-Vieux Sarah Green-Vieux

Training My Chatbot: Notes from a Frustrated Human

As a sustainability lawyer, I’ve trained paralegals, managers, and interns — but never a chatbot.
Since I started using ChatGPT-4o daily, I’ve been struck by how often it gets the basics wrong. The latest AI models hallucinate more, not less.

I wrote about what it’s like to work with an AI intern, and why governance and ethics need to catch up fast:
🔍 Featuring OpenAI’s latest hallucination benchmarks
🤝 Lessons from training humans vs. machines
📎 And yes, a real math fail

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Sarah Green-Vieux Sarah Green-Vieux

ESG is Under Fire: What Must be Saved?

ESG is under fire — and not without reason. The backlash is real, but so are the risks ESG was designed to measure.
After years helping companies build ESG strategies, analyze data, and navigate reporting frameworks, I’ve seen what actually drives impact — and what doesn’t.

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