Training AI agents with human feedback: A guide to ALHF and modern alignment

Your AI assistant gets a question wrong. A domain expert notices, types “That’s not how we calculate quarterly returns. Use the fiscal year-end date, not calendar year,” and moves on. Three weeks later, the same question comes up. The assistant gets it right this time. Not because someone retrained the model. The system remembered that correction and applied it.

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