AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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The first empirical study of advertising content being rolled out in the user-facing online interfaces of large language models (LLMs) finds that accounts begin receiving ads 14 days after account creation, and that lower-income accounts are more likely to receive ads.
We present preliminary empirical evidence that single-observation queries are insufficient for evaluations of LLM refusal behaviors. Using a longitudinal auditing system, we issued identical prompts 100 times each across four dates to GPT-4.1 for two socially salient topics across 20 Wikipedia sources. Refusal outcomes...
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