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EQ-Bench 4 is a benchmark that measures active emotional and social intelligence abilities in multiturn conversations. It uses 120 personas with assigned traits, including adversarial ones, in roleplay chats played by Gemini 3.1 Pro Preview. Transcripts are assessed by three judges to produce a ranked Elo score.
A blog post summarizing a University of Illinois study on solo performance prompting (SPP), a prompt engineering method in which an LLM summons multiple personas that collaborate on a task. The post describes the SPP prompt structure and reports on three experiments: Trivia Creative Writing, Codenames Collaborative, and Logic Grid Puzzle.
An offline AI application for phones and Macs that supports chat, image generation, vision, Whisper speech-to-text, tool calling and local-network servers. It runs on CPU, GPU or NPU, requires no account or API key, and keeps data on the device. A paid Pro tier adds voice mode, custom personas and draft-and-approve actions.
A comprehensive testing and evaluation framework for voice agents across language models, prompts, and agent personas.
