Notes by Jin

Models & Research Researchers argue LLM security flaws are structural and not fully fixable — A paper presented at ICML this month argues that large language models cannot be made fully secure. Chatbots tag text by role to track what came from the user, the system prompt, the model's

Models & Research Study probes how multi-turn planning ability develops in AI agents — Researchers examined how long-horizon planning ability emerges across pre-training and post-training stages. They used single-teacher and multi-teacher on-policy distillation inside a controlled synthetic environment. arXiv ↗ My takeaway: Pre-training data quality shapes long-horizon reliability more than the post-training