背景 以前纯游客,主要在主页浏览帖子. github 5年刚入站,基本全站看了一圈. 总结一下看到的一些问题 L站不只是一个论坛，它其实是一个以 BBS 为前端界面，背后挂载着庞大工具链和权益分发系统的综合体 简要概括下,分为三大块区域 bbs本体(经典论坛) 工具板块(比如导航,oauth认证,wiki,2048) 权益板块(邮箱,cdk,ldc,hub,目前主力是各种公益站权益,store部分还有其他商品) 问题 首先是bbs本体的问题:规则碎片化 对于新增的论坛参与者来说,需要关注的内容包括 整体的社区守则(个人简要概括,友善,不要抽奖,不要水) 各个板块的版规 问题主要集中在文档的维护问题 wiki和topic存在互相引用的情况 部分规则直接通过发帖的方式介绍,我无法确定它是否已经失效,以及提出的背景 wiki部分内容可能和最新的帖子内容冲突,比如积分的获取 其次是工具板块和权益板块的问题:挥霍 下面内容无意拉踩,仅做讨论 传统论坛的运营费用主要包括存储和流量 流量费用在有广告曝光的情况下相对可控,可以覆盖掉 存储费用则和用户行为相关,发帖,回复,点赞 而Discourse繁多的后台任务和实时统计还极大的增加了额外的CPU和内存消耗 由此衍生的运营模式也分为了几种 补贴流派 主要见于各大厂附带论坛,基本不考虑盈亏问题 通缩流派 a. 极简设计,主力纯文字 b. 通过日活派发代币,发帖,回复,点赞,统一消耗,如此根据代币数量可以估算用户可产生的行为数量,预估存储消耗 c. 图床等功能需要付费使用,或者用其他办法 通胀流派(L站) a. 无广告 b. LDC的无限超发 被点赞会获得,点赞不需要付出(锚定物貌似是源头ai站点的低价token,cdk dashboard中热门项目基本是公益站) c. 图床限制相对较小(没有看到相关限制,自己未测试) 我正在写这篇文章的时候,刚好L站崩掉了. 目前这种“挥霍”的底气来源于现阶段 AI API 的价格战和管理层的用爱发电 但如果剥离了这些外部红利，论坛部分是难以负担运营成本的. 结尾又看了一下about和秘密花园园丁邀请函 共建新的理想型社区 大家共勉吧 1 个帖子 - 1 位参与者 阅读完整话题
如题，虽然可以用claudecode直接写完项目。但是在idea里review代码想微调的时候有没有好的工具推荐。现在有用copilot，有没有能接中转站或者统一管理api的插件推荐呢？ 1 个帖子 - 1 位参与者 阅读完整话题
虽然说是fork opencode，但readme链接给的链接还是链接到自己的仓库… 8 个帖子 - 6 位参与者 阅读完整话题
在 Claude Code 中可以直接调用 Codex 来做 review 。 如果在 Codex 中实现代码，那么可以调用 Claude Code 来做 review 吗？
在 Claude Code 中可以直接调用 Codex 来做 review 。 如果在 Codex 中实现代码，那么可以调用 Claude Code 来做 review 吗？
在 Claude Code 中可以直接调用 Codex 来做 review 。 如果在 Codex 中实现代码，那么可以调用 Claude Code 来做 review 吗？
在 Claude Code 中可以直接调用 Codex 来做 review 。 如果在 Codex 中实现代码，那么可以调用 Claude Code 来做 review 吗？
在 Claude Code 中可以直接调用 Codex 来做 review 。 如果在 Codex 中实现代码，那么可以调用 Claude Code 来做 review 吗？
怎么做到超越copilot 实测下来 单纯靠llm分析 并不可取 1 个帖子 - 1 位参与者 阅读完整话题
来源 https://github.com/ProxymanApp/TCPViewer 预览
写出了一大堆，不知道是干什么的，也不知道有什么问题，出问题就让它修，再近一步就是问衍生出了什么问题… 30 个帖子 - 17 位参与者 阅读完整话题
一个中小型系统的代码review，跑完这些任务大概花费20x 5小时限额的70% 效果感觉比4.8强不少，比之前4.8review的版本多挖出来了很多不符合代码规范的地方和很多细节 普通开发强度一个人用20x应该勉强够用，但是不能开ultracode 10 个帖子 - 5 位参与者 阅读完整话题
Codex APP 今早更新到最新版(版本 26.608.12217)之后，似乎是 Code Review 场景下，会直接报错： [!abstract] Invalid Value: ‘tools’. Function ‘functions.spawn_agent’ declares encrypted parameters but is not configured for encrypted tool use by this model. 你会有这种情况吗？在 Codex 的 github issue 只有找到类似的反馈： github.com/openai/codex invalid_request_error when asking for code review 已打开 04:50PM - 09 Jun 26 UTC ctrlalttaco bug code-review CLI subagent ### What version of Codex CLI is running? codex-cli 0.138.0 ### What subscript … ion do you have? Pro 5x ### Which model were you using? gpt-5.5 high ### What platform is your computer? Darwin 25.5.0 arm64 arm ### What terminal emulator and version are you using (if applicable)? ghostty 1.3.1 ### Codex doctor report ```json { "schemaVersion": 1, "generatedAt": "1781023674s since unix epoch", "overallStatus": "ok", "codexVersion": "0.138.0", "checks": { "app_server.status": { "id": "app_server.status", "category": "app-server", "status": "ok", "summary": "background server is not running", "details": { "control socket": "/Users/steve/.codex/app-server-control/app-server-control.sock", "daemon state dir": "/Users/steve/.codex/app-server-daemon", "mode": "ephemeral", "pid file": "/Users/steve/.codex/app-server-daemon/app-server.pid (missing)", "settings": "/Users/steve/.codex/app-server-daemon/settings.json (missing)", "status": "not running", "update-loop pid file": "/Users/steve/.codex/app-server-daemon/app-server-updater.pid (missing)" }, "remediation": null, "durationMs": 0 }, "auth.credentials": { "id": "auth.credentials", "category": "auth", "status": "ok", "summary": "auth is configured", "details": { "auth file": "/Users/steve/.codex/auth.json", "auth storage mode": "File", "stored API key": "false", "stored ChatGPT tokens": "true", "stored agent identity": "false", "stored auth mode": "chatgpt" }, "remediation": null, "durationMs": 0 }, "config.load": { "id": "config.load", "category": "config", "status": "ok", "summary": "config loaded", "details": { "CODEX_HOME": "/Users/steve/.codex", "config.toml": "/Users/steve/.codex/config.toml", "config.toml parse": "ok", "cwd": "/Users/steve/code/acf-ftf-2", "enabled feature flags": "shell_tool, unified_exec, shell_snapshot, terminal_resize_reflow, codex_git_commit, sqlite, memories, child_agents_md, hooks, enable_request_compression, multi_agent, multi_agent_v2, apps, tool_suggest, plugins, in_app_browser, browser_use, browser_use_external, computer_use, plugin_sharing, image_generation, skill_mcp_dependency_install, steer, guardian_approval, goals, collaboration_modes, tool_call_mcp_elicitation, personality, fast_mode, tui_app_server, prevent_idle_sleep, workspace_dependencies", "feature flag overrides": "codex_git_commit=true, memories=true, child_agents_md=true, multi_agent_v2=true, prevent_idle_sleep=true", "feature flags enabled": "32", "log dir": "/Users/steve/.codex/log", "mcp servers": "1", "model": "gpt-5.5", "model provider": "openai", "sqlite home": "/Users/steve/.codex" }, "remediation": null, "durationMs": 0 }, "git.environment": { "id": "git.environment", "category": "git", "status": "ok", "summary": "git version 2.54.0", "details": { ".git entry": "directory", "PATH git #1": "/opt/homebrew/bin/git", "PATH git #2": "/usr/bin/git", "PATH git entries": "2", "git branch": "main", "git build options": "git version 2.54.0; cpu: arm64; no commit associated with this build; sizeof-long: 8; sizeof-size_t: 8; shell-path: /bin/sh; rust: disabled; feature: fsmonitor--daemon; gettext: enabled; libcurl: 8.7.1; zlib: 1.2.12; SHA-1: SHA1_DC; SHA-256: SHA256_BLK; default-ref-format: files; default-hash: sha1", "git exec path": "/opt/homebrew/opt/git/libexec/git-core", "git version": "git version 2.54.0", "repo detected": "true", "repo root": "/Users/steve/code/acf-ftf-2", "selected git": "/opt/homebrew/bin/git" }, "remediation": null, "durationMs": 13 }, "installation": { "id": "installation", "category": "install", "status": "ok", "summary": "installation looks consistent", "details": { "PATH codex #1": "/opt/homebrew/bin/codex", "PATH codex #2": "/opt/homebrew/bin/codex", "PATH codex entries": "2", "current executable": "/opt/homebrew/lib/node_modules/@openai/codex/node_modules/@openai/codex-darwin-arm64/vendor/aarch64-apple-darwin/bin/codex", "install context": "npm (package /opt/homebrew/lib/node_modules/@openai/codex/node_modules/@openai/codex-darwin-arm64/vendor/aarch64-apple-darwin, bin /opt/homebrew/lib/node_modules/@openai/codex/node_modules/@openai/codex-darwin-arm64/vendor/aarch64-apple-darwin/bin, resources /opt/homebrew/lib/node_modules/@openai/codex/node_modules/@openai/codex-darwin-arm64/vendor/aarch64-apple-darwin/codex-resources, path /opt/homebrew/lib/node_modules/@openai/codex/node_modules/@openai/codex-darwin-arm64/vendor/aarch64-apple-darwin/codex-path)", "managed by bun": "false", "managed by npm": "true", "managed package root": "/opt/homebrew/lib/node_modules/@openai/codex", "npm update target": "/opt/homebrew/lib/node_modules/@openai/codex" }, "remediation": null, "durationMs": 98 }, "mcp.config": { "id": "mcp.config", "category": "mcp", "status": "ok", "summary": "MCP configuration is locally consistent", "details": { "configured servers": "1", "disabled servers": "0", "stdio servers": "1" }, "remediation": null, "durationMs": 0 }, "network.env": { "id": "network.env", "category": "network", "status": "ok", "summary": "network-related environment looks readable", "details": { "proxy env vars": "none" }, "remediation": null, "durationMs": 0 }, "network.provider_reachability": { "id": "network.provider_reachability", "category": "reachability", "status": "ok", "summary": "active provider endpoints are reachable over HTTP", "details": { "ChatGPT base URL": "https://chatgpt.com/backend-api/ reachable (HTTP 404)", "reachability mode": "ChatGPT auth" }, "remediation": null, "durationMs": 529 }, "network.websocket_reachability": { "id": "network.websocket_reachability", "category": "websocket", "status": "ok", "summary": "Responses WebSocket handshake succeeded", "details": { "DNS": "2 IPv4, 2 IPv6, first IPv4", "auth mode": "chatgpt", "connect timeout": "15000 ms", "endpoint": "wss://chatgpt.com/backend-api/<redacted>", "handshake result": "HTTP 101 Switching Protocols", "model provider": "openai", "models etag present": "true", "provider name": "OpenAI", "proxy env vars": "none", "reasoning header": "false", "server model present": "false", "supports websockets": "true", "wire API": "responses" }, "remediation": null, "durationMs": 821 }, "runtime.provenance": { "id": "runtime.provenance", "category": "runtime", "status": "ok", "summary": "running npm on macos-aarch64", "details": { "commit": "unknown", "current executable": "/opt/homebrew/lib/node_modules/@openai/codex/node_modules/@openai/codex-darwin-arm64/vendor/aarch64-apple-darwin/bin/codex", "install method": "npm (package /opt/homebrew/lib/node_modules/@openai/codex/node_modules/@openai/codex-darwin-arm64/vendor/aarch64-apple-darwin, bin /opt/homebrew/lib/node_modules/@openai/codex/node_modules/@openai/codex-darwin-arm64/vendor/aarch64-apple-darwin/bin, resources /opt/homebrew/lib/node_modules/@openai/codex/node_modules/@openai/codex-darwin-arm64/vendor/aarch64-apple-darwin/codex-resources, path /opt/homebrew/lib/node_modules/@openai/codex/node_modules/@openai/codex-darwin-arm64/vendor/aarch64-apple-darwin/codex-path)", "platform": "macos-aarch64", "version": "0.138.0" }, "remediation": null, "durationMs": 0 }, "runtime.search": { "id": "runtime.search", "category": "search", "status": "ok", "summary": "search is OK (bundled)", "details": { "search command": "/opt/homebrew/lib/node_modules/@openai/codex/node_modules/@openai/codex-darwin-arm64/vendor/aarch64-apple-darwin/codex-path/rg", "search command readiness": "file exists", "search provider": "bundled" }, "remediation": null, "durationMs": 0 }, "sandbox.helpers": { "id": "sandbox.helpers", "category": "sandbox", "status": "ok", "summary": "sandbox configuration is readable", "details": { "approval policy": "OnRequest", "codex-linux-sandbox helper": "none", "execve wrapper helper": "/Users/steve/.codex/tmp/arg0/codex-arg0cfiwMD/codex-execve-wrapper", "filesystem sandbox": "restricted", "network sandbox": "enabled" }, "remediation": null, "durationMs": 0 }, "state.paths": { "id": "state.paths", "category": "state", "status": "ok", "summary": "state paths and databases are inspectable", "details": { "CODEX_HOME": "/Users/steve/.codex (dir)", "active rollout files": "188 files, 352904346 total bytes, 1877150 average bytes", "archived rollout files": "1 files, 6890571 total bytes, 6890571 average bytes", "goals DB": "/Users/steve/.codex/goals_1.sqlite (file)", "goals DB integrity": "ok", "log DB": "/Users/steve/.codex/logs_2.sqlite (file)", "log DB integrity": "ok", "log dir": "/Users/steve/.codex/log (dir)", "memories DB": "/Users/steve/.codex/memories_1.sqlite (file)", "memories DB integrity": "ok", "sqlite home": "/Users/steve/.codex (dir)", "state DB": "/Users/steve/.codex/state_5.sqlite (file)", "state DB integrity": "ok" }, "remediation": null, "durationMs": 434 }, "state.rollout_db_parity": { "id": "state.rollout_db_parity", "category": "threads", "status": "ok", "summary": "rollout files and state DB thread inventory agree", "details": { "default model provider": "openai", "rollout DB active files": "188", "rollout DB active rows": "188", "rollout DB archive mismatches": "0", "rollout DB archived files": "1", "rollout DB archived rows": "1", "rollout DB duplicate DB paths": "0", "rollout DB duplicate rollout thread ids": "0", "rollout DB malformed file names": "0", "rollout DB missing active rows": "0", "rollout DB missing archived rows": "0", "rollout DB model providers": "openai=189", "rollout DB rows": "189", "rollout DB scan cap reached": "false", "rollout DB scan errors": "0", "rollout DB sources": "vscode=72, subagent:other=67, subagent:thread_spawn=29, cli=18, subagent:review=3", "rollout DB stale rows": "0" }, "remediation": null, "durationMs": 991 }, "system.environment": { "id": "system.environment", "category": "system", "status": "ok", "summary": "OS language en-US", "details": { "LANG": "en_US.UTF-8", "os": "Mac OS 26.5.1 [64-bit]", "os language": "en-US", "os type": "Mac OS", "os version": "26.5.1" }, "remediation": null, "durationMs": 3 }, "terminal.env": { "id": "terminal.env", "category": "terminal", "status": "ok", "summary": "terminal metadata was detected", "details": { "COLORTERM": "truecolor", "TERMINFO": "/Applications/Ghostty.app/Contents/Resources/terminfo (dir)", "TERM_PROGRAM": "ghostty", "color output": "enabled", "effective locale": "en_US.UTF-8", "stderr is terminal": "true", "stdin is terminal": "true", "stdout is terminal": "true", "terminal": "Ghostty", "terminal size": "134x65", "terminal version": "1.3.1" }, "remediation": null, "durationMs": 0 }, "terminal.title": { "id": "terminal.title", "category": "title", "status": "ok", "summary": "terminal title default", "details": { "terminal title activity": "true", "terminal title items": "activity, project-name", "terminal title project source": "git repo root", "terminal title project value": "acf-ftf-2", "terminal title source": "default" }, "remediation": null, "durationMs": 0 }, "updates.status": { "id": "updates.status", "category": "updates", "status": "ok", "summary": "update configuration is locally consistent", "details": { "cached latest version": "0.138.0", "check for update on startup": "true", "last checked at": "2026-06-09T16:43:04.042940Z", "latest version": "0.138.0", "latest version status": "current version is not older", "npm update target": "/opt/homebrew/lib/node_modules/@openai/codex", "update action": "npm install -g @openai/codex", "version cache": "/Users/steve/.codex/version.json" }, "remediation": null, "durationMs": 546 } } } ``` ### What issue are you seeing? › I need code reviews on the following PRs. Provide your feedback here with explanations so I can understand how I should word the feedback in the PR comments https://github.com/<redacted>/pull/129 https://github.com/<redacted>/pull/143 https://github.com/<redacted>/pull/144 ■ { "type": "error", "error": { "type": "invalid_request_error", "message": "Invalid Value: 'tools'. Function 'functions.spawn_agent' declares encrypted parameters but is not configured for encrypted tool use by this model.", "param": "tools" }, "status": 400 } ### What steps can reproduce the bug? Uploaded thread: 019ead44-87a8-7251-aea4-1abf3f515ea8 ### What is the expected behavior? _No response_ ### Additional information _No response_ 现在都无法写代码了，Danm…… 6 个帖子 - 2 位参与者 阅读完整话题
‘’’ ai coding下“review要求提高”和“高级工程师断代”间的矛盾。‘’’ 其实这个两个话题已经有很多佬讨论过了，但是都是分开的。这次开个贴联系起来讨论。 背景：ai coding盛行导致写代码的门槛大幅降低。这一点导致了两个现象。 1 开发效率和代码量都上去了，因此需要大量的高水平review人员（ai对中大型项目的理解有限，无法深度审查）。 2 初级工程师陷入“能力大幅提升”的陷阱，之前通过长期但扎实的code和审查反馈，来提升水平的路径被打断。从群体看，中高级工程师的断代已经无法避免。 结论： 挑战：难找到"高review水平+ai code熟练使用"的中高级工程师。个人也很难静下心来深入学习，很容易陷入对自己的代码“失去掌控”的困境中，变成看似厉害的空中楼阁型工程师。 机遇：群体断代并不代表我们个人也会犯这种错误，如果我们可以避免这个问题，就是闪光点。但切记不要只闷头学习，展示很重要 1 个帖子 - 1 位参与者 阅读完整话题
使用max20x 订阅,让它帮我review一个AES加密算法的魔改.读完代码就切换 甚至我 手动停止,切换成Fable5以后只要一读到AES的内容就会自动切换成Opus 4.8 1 个帖子 - 1 位参与者 阅读完整话题
以前每天只需要 CodeReview 1-2 个 MR ，现在每天的 MR 达到了 10 多个 精力、理解力实在是跟不上了！
以前每天只需要 CodeReview 1-2 个 MR ，现在每天的 MR 达到了 10 多个 精力、理解力实在是跟不上了！
以前每天只需要 CodeReview 1-2 个 MR ，现在每天的 MR 达到了 10 多个 精力、理解力实在是跟不上了！
以前每天只需要 CodeReview 1-2 个 MR ，现在每天的 MR 达到了 10 多个 精力、理解力实在是跟不上了！
以前每天只需要 CodeReview 1-2 个 MR ，现在每天的 MR 达到了 10 多个 精力、理解力实在是跟不上了！