什么是 LLMs？

BioHub 发布 ESMFold2，展示通用语言模型在蛋白质折叠中的强大能力，挑战专有模型如 AlphaFold3。

Large language models (LLMs) can replicate average responses of major household surveys, but they fail to capture the dispersion of responses, leading to a 'mode collapse' where the model's responses are too homogeneous. The paper 'Can LLMs Mimic Household Surveys?' explores this issue and attempts to address it through unlearning techniques, showing some improvement in capturing the variability of human responses.

LLMs-generated code faces enterprise quality gaps requiring process/tool improvements to achieve sustainable production-level code generation.

In the era of LLMs, the core value of code has shifted from machine instruction execution to conceptual model design, requiring developers to focus on domain vocabulary and system architecture.

Karpathy在Sequoia Ascent 2026的炉边谈话中强调了LLMs超越加速现有技术的新领域，如无需代码的应用menugen、安装.md技能代替.sh脚本，以及LLM知识库处理非结构化数据的能力。

构建未来系统时应使用可替换和迭代的基本组件，特别关注LLMs和Agent Harness的定制化。

文章探讨了如何利用大型语言模型（LLMs）进行细致阅读，提供了实际案例和益处分析，但信息密度一般。

Andrej Karpathy has joined Anthropic, stating that the next few years at the LLM frontier will be especially formative, and he plans to return to R&D and resume education work.

PerfectBit AI creates high-quality training data that is correct by construction, used in LLMs, robotics, and AI for Science.

Martin Fowler discusses whether there will be source code in the future, pointing out that code has two purposes: as machine instructions and a conceptual model of the problem domain.

freeCodeCamp播客热点观点：利用LLMs（大型语言模型），但别指望它们是万能钥匙，Chris在节目中讨论了这一观点。