Tag: #developer tools

导入流程最好先显示哪些项目被跳过。用户修数据时，需要看到缺口在哪里，而不是只看到成功总数。

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同步状态最好说明哪一项还没对齐。用户判断风险时，需要看到差异在哪里，而不是只看到正在同步。

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权限设置变更最好先显示会受影响的功能。用户点保存前，需要知道少了哪条路径，而不是只看到开关状态。

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错误提示最好说明现在能继续做哪一步。用户看到失败时，需要下一条可走的路，而不是只知道问题存在。

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批量操作确认最好说明哪些项目不会被处理。用户点确认前，需要知道例外在哪里，而不是只看到总数。

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When an AI assistant should use an MCP tool instead of answering from chat context

An AI assistant should use an MCP tool when the answer depends on external state, current data, private files, or an action that cannot be proven from chat cont…

#mcp #ai tools #tool use #chat context

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Claude vs GPT for long debugging sessions: what to preserve between attempts

When a long debugging session moves between Claude, GPT, or another coding assistant, the useful handoff is not the full transcript but the verified state of th…

#claude #gpt #debugging #coding assistants

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How to write a repo-aware prompt before asking a coding assistant to edit files

A repo-aware prompt tells a coding assistant what kind of project it is entering, which behavior matters, and where it should look before editing. The common m…

#prompting #coding assistants #repo context #software engineering

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When a local model is enough for code review and when it is not

A local model can be enough for code review when the task is narrow, the repository context is small, and the main need is pattern spotting rather than deep cro…

#local models #code review #coding assistants #privacy

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Role Split AI Coding Workflow Checklist

A role split AI coding workflow assigns different tools to different parts of the software task. The point is not to collect models. The point is to reduce mism…

#ai coding workflow #role split #coding agents #model routing

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/星座运势

每天更新十二星座运势、梦境解析和周运分析。不神秘，但有参考。

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/财富地图

A股、黄金、美联储与中国货币政策的交叉点。用数据说话，不预测，只分析。

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/科技脉搏

聚焦中国科技前沿——DeepSeek、台积电、比亚迪、AI芯片。不看新闻标题，看数据和逻辑。

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/Telegram Tips

English notes for practical Telegram use: desktop and web setup, privacy controls, account safety, folders, groups, channels, bots, stickers, and newer mini app…

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/Short Video Lab

YouTube Shorts, TikTok, Reels, hooks, retention, edit pacing, format tests, and creator workflow notes

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Local Coding Agent Boundary

A local coding agent boundary explains when a developer should keep an AI coding assistant inside the local terminal or editor instead of handing the task to a…

#coding agents #developer tools #cli #code review

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Reviewable Diff Packet

A reviewable diff packet is the minimum set of evidence a developer needs before accepting a code change made with an AI coding tool. It usually includes the in…

#code review #coding agents #pull requests #diff review

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Context budget

Context budget is the limited attention space available for a coding assistant to hold the goal, repository facts, logs, decisions, and unresolved questions at…

#context window #debugging #coding assistants #developer tools

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手机备忘录里，临时收集和长期参考最好不要混在一起

关于手机备忘录入口、标签、提醒和长期参考边界的中文记录。

科技脉搏 note

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找不到云端文件时，先查账号、路径还是同步状态？

Cloud storage missing file triage에서 account/path/sync state 순서를 묻는 질문

Data Clinic question open

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手机和电脑笔记冲突时，你先看时间还是先看内容？

跨设备笔记同步冲突时，时间戳和实际内容该如何判断的提问。