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  1. Guardian Angels: LLM Personalization for Productivity and Security - By Gwern

    vor 5 Tagen

    Guardian Angels: LLM Personalization for Productivity and Security - By Gwern

    In this post, Gwern argues for “Guardian Angels”: deeply personalized LLMs designed not as generic chatbots, but as trusted extensions of a specific person’s values, style, preferences, and goals. It’s a wide-ranging essay about productivity, security, AI-mediated work, and what it might take for future AI systems to genuinely amplify individuals rather than merely replace or manipulate them. * 00:00:00 - Introduction * 00:06:27 - Chatbot Incentives Are Misaligned * 00:10:03 - Chatbot Problems * 00:10:44 - Mode-Collapse * 00:13:09 - Laziness * 00:13:52 - Brittle Because Fast * 00:16:41 - Too Helpful * 00:18:14 - Amnesiac * 00:20:03 - Chatbot Fixes * 00:20:07 - Cooperative RL * 00:22:47 - Continual Learning * 00:22:50 - Catastrophic Forgetting * 00:23:48 - Generalizing * 00:26:32 - Creative Writing * 00:30:03 - Over-Parameterizing * 00:30:30 - Extremely Large LMs * 00:30:57 - Active Learning * 00:33:14 - Preference Learning * 00:36:10 - Brain Imitation Learning * 00:37:05 - Personality Emulation * 00:39:01 - Guardian Angels * 00:40:48 - Principles * 00:42:07 - Anti-Principles * 00:47:06 - UX * 00:48:23 - Use-Cases: Politics & Politics * 00:51:17 - Hardware * 00:52:57 - Cost * 00:55:11 - Organization * 00:56:18 - Startup Business Model * 00:57:43 - Competition * 01:00:20 - Initial Steps * 01:01:35 - GBT * 01:04:18 - For Writing * 01:06:44 - Data Augmentation https://gwern.net/guardian-angel Get full access to Askwho Casts AI at askwhocastsai.substack.com/subscribe

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Readings of great articles in AI voices askwhocastsai.substack.com

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