Letta平台发布有状态工程协作者构建教程:支持核心记忆、共享状态与可移植工作流
MarkTechPost于2026年10月24日发布教程,介绍如何基于Letta框架构建具备持久化状态的工程协作者(agentic copilot),涵盖可检查的核心记忆、多代理共享内存、语义检索归档知识、自定义Python工具集成、流式响应及.agent格式(.af)导出等能力;内容为技术实践指南,未提供性能指标、安全审计或生产环境验证。









从发现前沿资讯,到找到趁手的工具。
Claude通用助手与搜索Claude 是 Anthropic 推出的 AI 助手,可通过对话协助写作、阅读资料、分析数据和编程,并将部分任务整理为可继续编辑的文档、表格或演示文件。适合希望把想法、资料和初稿衔接起来的个人与团队。
GGemini 是 Google 的 AI 助手,可通过对话协助写作、规划、整理资料和分析上传文件,也可用 Deep Research 围绕一个主题检索资料并生成研究报告。
MMidjourney 是从文字和参考图片生成视觉作品的 AI 创作工具。可在网页 Create 页面输入提示,比较生成版本,再使用变体、编辑、放大或图像转视频等功能继续创作。
KKrea 是 AI 视觉创作工作空间,可从文字或参考图生成图片,比较不同模型与变体,再进行编辑、细节增强和放大,也提供视频及其他创意工具入口。
RRunway 是集视频生成、视觉编辑和创作流程于一体的 AI 平台。可从文字、图片或已有片段开始,生成或修改镜头,再进行延长、放大和导出,服务于概念短片、广告及其他视觉制作。
SSuno 是通过文字描述、歌词和参考素材创作歌曲的 AI 音乐平台。用户可生成带人声的歌曲或音乐,再使用编辑、重混与音轨分离等功能继续制作和分享。
EElevenLabs 是提供 AI 语音生成、音频创作和语音智能体的平台。创作者可以制作配音、有声书、播客及本地化内容,开发者则可通过 API 接入语音生成、转录和对话能力。
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Notion AI办公与效率Notion AI 是集成在 Notion 工作空间中的 AI 助手,用于查找团队知识、生成和编辑页面、处理数据库及整理会议内容。它结合工作空间和已连接应用的上下文,帮助把资料查询、内容整理和后续任务放在同一工作环境中完成。
GGamma 是用 AI 协助制作演示文稿、文档、网页和视觉内容的产品,可从目标、提纲或已有资料开始生成内容,再通过对话、布局与自由编辑调整成品。
CCursor 是围绕软件开发任务工作的 AI 编程产品,可在代码上下文中协助规划、修改、测试和审查代码,并提供桌面、命令行及云端智能体等使用方式。
MarkTechPost于2026年10月24日发布教程,介绍如何基于Letta框架构建具备持久化状态的工程协作者(agentic copilot),涵盖可检查的核心记忆、多代理共享内存、语义检索归档知识、自定义Python工具集成、流式响应及.agent格式(.af)导出等能力;内容为技术实践指南,未提供性能指标、安全审计或生产环境验证。
Cloudflare uses OpenAI Daybreak to investigate vulnerabilities and propose fixes for review. Its developers use Codex to build faster and improve code quality.
译文排队中,当前为原文 · enOpenAI and Google Cloud are bringing frontier models and Codex workflows to Gemini’s Model Garden, available through Google Cloud Marketplace.
译文排队中,当前为原文 · enVlad Mihalcea、Patrick Baumgartner和Frank Delporte三位资深Java Champion分享了在生产环境与开源项目中使用GitHub Copilot的实践:强调人类主导问题定义、上下文锚定、迭代验证与最终责任归属,而非依赖AI自动生成代码。
GitHub 官方教程介绍如何将 Copilot 应用中已生成代码变更、对话上下文和工作树的完整会话,一键导入 Visual Studio Code,实现无需重建分支、不丢失上下文、直接审查/编辑/测试并推送至关联 PR 的端到端协作流程。
Two developers used AI coding agents to recreate Claude Code's core architecture in a matter of hours, challenging the economics of traditional software development.
译文排队中,当前为原文 · enWe think "did a human read the code?" is an imprecise proxy for "what could go wrong with this change, and which check—automated or human—is the right one to catch it?" Asking that question also changed when review happens. Before, review was a gate at the end of the road: write the code, open a PR, wait for your colleague. Now, review runs continuously, more like spellcheck while you write. Most changes have been reviewed and fixed by Claude at least once before a human is asked to look. This catches most routine mistakes, and saves team attention for higher-level questions and scrutiny. — Addy Osmani, Morgan Westlee Lunt, and Qing Wang, How the Claude Code team does code review Tags: anthropic, claude, ai, claude-code, llms, addy-osmani, coding-agents, generative-ai, agentic-engineering,
译文排队中,当前为原文 · enResearch: sparqlite: SPARQL 1.1 inside SQLite, written in Rust This research task is really an experiment in running Claude Code for web in "Ultracode" mode, as described in Orchestrate subagents at scale with dynamic workflows in the Claude Code documentation. With Ultracode turned on, Claude Code makes aggressive use of dynamic workflows - it generates JavaScript that defines and coordinates a network of subagents to take on complex problems. My initial prompt was this - I meant "hit the rows directly", the word "delete" was an accidental typo on my phone: Write a SQLite extension in Rust that implants SPARQL and runs really fast because it can hit the delete rows directly This caused Claude Code for web to churn for over 12 hours. I checked in on its progress the next day and sent a sin
译文排队中,当前为原文 · enTwo engineers shipped Stack Overflow for Agents in a few weeks with Codex, and its ChatGPT plugin helped drive up to 10× growth in agent creation.
译文排队中,当前为原文 · enAnant Kumar builds tools to compare loan valuations and analyze credit agreements, using Codex for code review and faster follow-ups.
译文排队中,当前为原文 · enTool: Chirp Pong Another game experiment - I wanted to see if it was feasible to have a two player game on two separate phones running in static HTML where the networking code uses chirps sent via the microphone. It seems to work! Build a two player competitive pong like game where two players use their phones close to each other and the game state is sent via audio noises which the web microphone API can interpret - but add graphical and gameplay twists to make it a lot more fun and intertwine than pong Claude Opus 5.5 Extra in Claude Code. Tags: game-design, ai, generative-ai, llms, claude-code
译文排队中,当前为原文 · enTool: LaTeX renderer Inspired by Paul Ford and Aboard Foundary's new web app Tiny Little Office, which provides a suite of web app content editors (a Word Processor, Outliner, Presentation Builder, Spreadsheet, Calculator, Drawing Tool, Diagram Maker, Animator, Calendar, and Trip Planner). Tiny Little Office's signature trick is to store all of the document data in the #fragment section of the URL, so every document created using it becomes a bookmarkable and shareable link. It also has an llms.txt file telling agents how to construct URLs that will render as documents. Claude used that file to generate this link to a deck that explains how the URL format works: Tiny Little Office inspired me to have Claude Code (Opus 5.5 Extra) build a similar tool that works with LaTeX. Here's the sequen
译文排队中,当前为原文 · enTool: Tree Appreciator Another game experiment with Claude. This one used the default Claude iPhone app (chat mode, not Claude Code mode), where I prompted Claude Opus 5.5 Max with: Build a three js game called "Tree appreciator" - it shows you two algorithmically generated trees and the game mechanics is about appreciating the differences between them. Think hard about how to make sure it is both fun and beautiful. Somewhat embarrassingly given my recent talk, I've found that telling Opus 5.5 "make sure it is fun" works uncomfortably well. In this case Claude crunched for 3 hours and 7 minutes before retuning a cosy little spot-the-difference game with music and animation and achievements that's quite compelling to play. Tags: game-design, javascript, ai, generative-ai, llms, claude, vibe
译文排队中,当前为原文 · en这个AI实验室通过GPT-6 Astra和GPT-6.1 Sol, Codex, 以及用于网络安全的Daibreak,构建了聚焦数天的代理,并随着使用而改进.
Learn how to add custom instructions and skills to your repository, use custom agents, and connect MCP servers like Playwright. The post GitHub Copilot app for Beginners: How to teach Copilot about your codebase appeared first on The GitHub Blog.
译文排队中,当前为原文 · enResearch: Profiling web-edit with Python 3.15: flame graphs and source heatmaps I put the new Python 3.15 profiler through its paces by having GPT-6 Astra Extra High in Codex run it against my new web-edit app: I need a Python 3.15 flame graph and heatmap demo of the "web-edit" app from PyPI - research first then make me those demos Here's the resulting example flame graph and heatmap. Tags: profiling, python, codex
译文排队中,当前为原文 · enRelease: web-edit 0.1a0 I was working on a project from my phone using Codex Remote when I found myself wanting to edit a credentials file without round-tripping those credentials through the LLM itself. So... I had Codex and GPT-6 Astra Extra High build this Python web app which provides a web UI for viewing and editing files in a folder. It's intended to be run over Tailscale, so I can have an agent start this running and then edit files via my Tailscale network directly from my phone. Here's the interface for browsing files in a folder: Editing uses CodeMirror 6 - I was going to use Monaco but that still doesn't have a great mobile experience yet. Tags: projects, python, ai, tailscale, generative-ai, llms, codex
译文排队中,当前为原文 · enLawOn在保持发展速度的同时,将估计的每日Codex成本削减65%. 它使Astra、Sol和Luna在战略上完成任务和管理预算.
在整个招聘,工程,以及操作中,甲骨文将专业知识转化为与ChatGPT Work和Codex的快速,可重复的工作流程.
Chatham Finance使用Codex和GPT-5.6来构建技术和重新设计工作流程,将贸易验证从30分钟缩短到4分钟以下.
让好奇心有方向,让每一天的阅读更有价值。