Ask your LLM for receipts: What I learned teaching Claude C++ crash triage 好的，我需要帮用户总结一篇文章，控制在100字以内。首先，我要仔细阅读文章内容，理解主要观点。 这篇文章讲的是作者用Claude Code分析和分类C++代码中的崩溃问题。一开始效果不好，Claude生成了很多不切实际的原因。经过几天的迭代，最终效果不错。作者贡献了一些.md文件到GitHub项目raptor，特别是crash-analyzer-agent的部分。 文章还提到LLM在处理无法立即验证的任务时表现不佳，比如崩溃分析需要构建叙述。作者通过让LLM提供详细的数据支持（ receipts）来解决这个问题，并由另一个LLM验证这些步骤，从而提高准确性。 总结时要抓住关键点：使用Claude Code进行崩溃分析，通过迭代改进效果，提供详细数据支持并由另一个模型验证。控制在100字以内，不需要开头用“文章总结”之类的词。 最后检查一下是否符合要求，确保内容准确且简洁。 </think> 作者通过训练Claude Code分析C++代码中的崩溃问题，在ffmpeg bug tracker上测试后发现初期结果不理想。通过迭代改进，最终开发出一种基于文本数据的崩溃分析方法：利用子代理生成假设并提供详细数据支持（如指针分配、修改记录等），再由另一代理验证这些假设的正确性。该方法通过分步验证提高结果可信度，并已开源至GitHub项目raptor中。... 2025-12-12 11:17:0 | 阅读: 7 | 收藏 | ADD / XOR / ROL - addxorrol.blogspot.com llm receipts claude llms rr

Understand Neural Nets better, post 5 of N -- Code Assistant shootout 文章描述了一个使用全连接Leaky ReLU网络进行图像训练的项目，并通过可视化边界研究网络生成的多面体结构。随着网络规模扩大，计算激活模式哈希的过程变得缓慢。为优化性能，作者尝试使用AI工具 Gemini 和 Claude 来改进代码。Claude 的解决方案更高效且保持输出一致，而 Gemini 则因随机数问题导致训练不稳定。最终优化使代码运行更快，支持更大规模的网络训练和可视化研究。... 2025-7-11 13:28:0 | 阅读: 10 | 收藏 | ADD / XOR / ROL - addxorrol.blogspot.com nn polytope epoch 2000000

A non-anthropomorphized view of LLMs 文章探讨了大语言模型（LLMs）的本质及其在安全与对齐问题上的挑战。作者认为LLMs是生成单词序列的函数，而非具备意识或伦理的实体，并批评将AI拟人化的倾向。文章指出，尽管LLMs在NLP等领域表现出色，但将其视为具备人类特质的对象会混淆讨论，并强调应以数学模型和概率分布的角度审视其功能与风险。... 2025-7-6 19:58:0 | 阅读: 16 | 收藏 | ADD / XOR / ROL - addxorrol.blogspot.com sequences undesirable mathbb llm llms

Some experiments to help me understand Neural Nets better, post 4 of N 作者计划阅读四篇论文，主题涉及深度神经网络（DNNs）作为样条、ReLU网络的激活模式及其结构特性。... 2025-5-22 11:58:0 | 阅读: 16 | 收藏 | ADD / XOR / ROL - addxorrol.blogspot.com relu arxiv 1274831 fulli

Some experiments to help me understand Neural Nets better, post 3 of N 作者进行了神经网络实验，试图诱导过拟合现象。尽管使用了高参数网络（27,000参数），但未出现预期的过拟合迹象。相反，网络倾向于生成几何形状（如环形）。即使在稀疏训练数据（如312个点）下，网络仍表现出对几何形状的偏好而非记忆个体点。... 2025-4-10 07:36:0 | 阅读: 3 | 收藏 | ADD / XOR / ROL - addxorrol.blogspot.com network overfitting experiments 312 shape

Some experiments to help me understand Neural Nets better, post 2 of N 文章探讨了神经网络的数学结构及其训练过程。通过将偏置向量融入权重矩阵，并使用ReLU或泄漏ReLU作为激活函数，作者展示了神经网络如何将输入空间划分为线性区域（多面体）。文章还通过可视化不同网络结构（如深层窄瓶颈或过参数化网络）的训练动态，揭示了神经网络如何逐步调整这些区域以逼近目标函数。... 2025-4-5 14:40:0 | 阅读: 14 | 收藏 | ADD / XOR / ROL - addxorrol.blogspot.com network relu dots nn overline

The German debt brake is stupid! 这篇文章批评了德国的债务刹车机制，并认为支持该机制的人在经济领域是愚蠢的。作者列举了十个理由：该机制不合理、干预市场、导致2015年移民危机处理不当、基于难以估算的结构性赤字、缺乏民主解决方案、限制企业融资、支持“饿死政府”理论、忽视基础设施需求、限制国防开支等。作者认为该机制不仅无益于德国和世界，还可能削弱民主决策能力。... 2025-3-2 14:35:0 | 阅读: 6 | 收藏 | ADD / XOR / ROL - addxorrol.blogspot.com debt brake german germany politicians

What I want for Christmas for the EU startup ecosystem Hey all,I have written about the various drags on the European tech industry in the past, and recen... 2024-12-5 18:7:0 | 阅读: 8 | 收藏 | ADD / XOR / ROL - addxorrol.blogspot.com instruments employ grants payroll

Someone is wrong on the internet (AGI Doom edition) The last few years have seen a wave of hysteria about LLMs becoming conscious and then suddenly att... 2024-7-11 01:36:0 | 阅读: 19 | 收藏 | ADD / XOR / ROL - addxorrol.blogspot.com humanity agi theory coin

Some experiments to help me understand Neural Nets better, post 1 of N While I have been a sceptic of using ML and AI in adversarial (security) scenarios forever, I also... 2024-7-4 15:33:0 | 阅读: 16 | 收藏 | ADD / XOR / ROL - addxorrol.blogspot.com network creases plane intuition neuron

The end of my Elastic/optimyze journey ... Hey all,== tl;dr ==Today is my last day at Elastic. I'll take an extended break and focus on rest,... 2024-1-31 19:43:0 | 阅读: 7 | 收藏 | ADD / XOR / ROL - addxorrol.blogspot.com optimyze father mother intense consulting

A list of factors that act(ed) as drag on the European Tech/Startup scene This post is an adaption of a Twitter thread where I listed the various factors that in my experien... 2023-12-11 21:54:0 | 阅读: 5 | 收藏 | ADD / XOR / ROL - addxorrol.blogspot.com capital european fragmented cultural tax

Book Review: "This Is How They Tell Me the World Ends" tag:blogger.com,1999:blog-14114712.comments2020-12-10T10:32:08.468-08:00ADD / XOR / ROLhalvar.flakeh... 2021-02-24 16:13:00 | 阅读: 82 | 收藏 | addxorrol.blogspot.com 14114712 468 flakehttp

Book Review: "This Is How They Tell Me the World Ends" This blog post is a review of the book "This Is How They Tell Me the World Ends" by Nicole Perlroth... 2021-2-24 15:13:0 | 阅读: 3 | 收藏 | ADD / XOR / ROL - addxorrol.blogspot.com security falsehoods chapters epilogue software

Book Review: "This Is How They Tell Me the World Ends" This blog post is a review of the book "This Is How They Tell Me the World Ends" by Nicole Perlroth... 2021-2-24 07:13:0 | 阅读: 12 | 收藏 | addxorrol.blogspot.com security falsehoods software epilogue chapters

The missing OS tag:blogger.com,1999:blog-14114712.comments2020-09-19T00:51:49.311-07:00ADD / XOR / ROLhalvar.flakeh... 2020-09-17 02:55:00 | 阅读: 68 | 收藏 | addxorrol.blogspot.com 14114712 19t00 00add flakehttp

The missing OS Preface:When I joined Google in 2011, I quoted a quip of a friend of mine:"There are roughly one an... 2020-9-17 01:55:0 | 阅读: 3 | 收藏 | ADD / XOR / ROL - addxorrol.blogspot.com datacenter security machine cobbled

The missing OS Preface:When I joined Google in 2011, I quoted a quip of a friend of mine:"There are roughly one an... 2020-9-16 17:55:0 | 阅读: 4 | 收藏 | addxorrol.blogspot.com datacenter security machine decades

My Twitter-Discussion-Deescalation Policy tag:blogger.com,1999:blog-14114712.comments2020-09-19T00:51:49.311-07:00ADD / XOR / ROLhalvar.flakeh... 2020-08-14 18:20:00 | 阅读: 59 | 收藏 | addxorrol.blogspot.com rolhalvar 14114712 19t00 311

My Twitter-Discussion-Deescalation Policy Twitter is great, and Twitter is terrible. While it enables getting in contact and starting loose di... 2020-8-14 17:20:0 | 阅读: 4 | 收藏 | ADD / XOR / ROL - addxorrol.blogspot.com discussions security convey importantly conveying