minor ai followups: MultiAgents, Meta-SSI-Scale, Karpathy, AI Engineer
OpenAI released a paper revealing how training models like GPT-4o on insecure code can cause broad misalignment, drawing reactions from experts like *@sama* and *@polynoamial*. California's AI regulation efforts were highlighted by *@Yoshua_Bengio* emphasizing transparency and whistleblower protections. The term "context rot" was coined to describe LLM conversation degradation, with systems like Embra using CRM-like memory for robustness. Scalable oversight research aiming to improve human control over smarter AIs was discussed by *@RyanPGreenblatt*. New model releases include Kyutai's speech-to-text models capable of 400 real-time streams on a single H100 GPU, Tencent's Hunyuan 3D 2.1 as the first open-source production-ready PBR 3D generative model, and Arcee's AFM-4.5B foundation model family targeting enterprise use, competitive with Gemma and Qwen.