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Simon Willison · 2026/8/4 17:15:33

llm 0.32

AI 中文解读
llm 0.32版本正式发布,这次更新给命令行工具装上了"深度思考"能力。它新增了推理痕迹功能,让AI在给出答案时展示详细思考过程,就像老师解题时写下每一步推导,不再只是甩一个冷冰冰的结果。同时,它支持更先进的OpenAI响应接口,还能直接调用服务器端工具,配合更聪明的日志记录,让开发者从命令行操作AI模型变得前所未有的顺手。 这对普通用户来说,最直观的变化就是AI的回答变得更可靠、更透明。以前用AI工具遇到不明白的结果只能干瞪眼,现在能清楚看到它"脑子里"经历了什么。更智能的日志记录也意味着,当AI出错时,我们能更快找出问题所在。虽然这个工具主要面向开发者和技术爱好者,但它的进步预示着未来我们用的AI应用会更快、更稳定、答案更有说服力。想象一下,以后用AI辅助学习办公时,它不仅能告诉你答案,还能像导师一样一步步讲明白思路,学习体验会提升一大截。
Simon Willison’s Weblog Subscribe Sponsored by: AWS — Move from SaaS to Agentic SaaS with resources for ISVs at every layer of the stack. Explore how AI for ISVs turns vision into results 4th August 2026 Release llm 0.32 — Access large language models from the command-line See my detailed blog post about this release. Posted 4th August 2026 at 5:15 pm Recent articles New release of LLM adds support for reasoning traces, OpenAI Responses, server-side tools, and smarter logging - 4th August 2026 Stateless MCP has recaptured my interest (and inspired mcp-explorer and datasette-mcp) - 31st July 2026 OpenAI’s accidental cyberattack against Hugging Face is science fiction that happened - 22nd July 2026 This is a beat by Simon Willison, posted on 4th August 2026. llm 620 Monthly briefing Sponsor me for $10/month and get a curated email digest of the month's most important LLM developments. Pay me to send you less! Sponsor & subscribe Disclosures Colophon © 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 2022 2023 2024 2025 2026 image-gallery:not(:defined) img {max-height: 150px;} captioned-image-gallery:not(:defined) > figure {max-height: 240px; overflow: hidden;} document.addEventListener('DOMContentLoaded', () => { document.querySelectorAll('h2[id],h3[id],h4[id],h5[id],h6[id]').forEach(el => { const id = el.getAttribute('id'); const permalinkContext = el.closest('[data-permalink-context]'); if (permalinkContext) { const url = permalinkContext.getAttribute('data-permalink-context'); const hashLink = document.createElement('a'); hashLink.style.borderBottom = 'none'; hashLink.style.color = '#666'; hashLink.style.fontSize = '1em'; hashLink.style.opacity = 0.8; hashLink.setAttribute('href', url + '#' + id); hashLink.innerText = '#'; el.appendChild(document.createTextNode('\u00A0')); el.appendChild(hashLink); } }); }); const config = [ {"tag": "lite-youtube", "js": "/static/lite-yt-embed.js", "css": "/static/lite-yt-embed.css"}, {"tag": "image-gallery", "js": "/static/image-gallery.js", "css": null}, {"tag": "captioned-image-gallery", "js": "/static/captioned-image-gallery.js", "css": null}, {"tag": "click-to-play", "js": "/static/click-to-play.js", "css": "/static/click-to-play.css"}, {"tag": "github-code", "js": "/static/github-code.js", "css": null} ]; for (const {tag, js, css} of config) { if (document.querySelector(tag)) { if (css) { document.head.appendChild( Object.assign(document.createElement('link'), { rel: 'stylesheet', href: css }) ); } if (js) { await import(js); } } } document.addEventListener('DOMContentLoaded', () => { if (window.localStorage.getItem('ADMIN')) { document.querySelectorAll('.edit-page-link').forEach(el => { const url = el.getAttribute('data-admin-url'); if (url) { const a = document.createElement('a'); a.href = url; a.className = 'edit-link'; a.innerHTML = '<svg xmlns="http://www.w3.org/2000/svg" width="12" height="12" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><path d="M11 4H4a2 2 0 0 0-2 2v14a2 2 0 0 0 2 2h14a2 2 0 0 0 2-2v-7"></path><path d="M18.5 2.5a2.121 2.121 0 0 1 3 3L12 15l-4 1 1-4 9.5-9.5z"></path></svg> Edit'; el.appendChild
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