From 60a00fa7d8597d6d56ad41e391fa64b82873cc31 Mon Sep 17 00:00:00 2001 From: musepy <235421496+musepy@users.noreply.github.com> Date: Thu, 11 Jun 2026 15:09:45 +0800 Subject: [PATCH 01/15] Refresh Claude usage data (2026-06-11, 6.62B total) --- src/data/claude-usage.json | 18 +++++++++--------- 1 file changed, 9 insertions(+), 9 deletions(-) diff --git a/src/data/claude-usage.json b/src/data/claude-usage.json index 5c1a7d3..701e697 100644 --- a/src/data/claude-usage.json +++ b/src/data/claude-usage.json @@ -1,5 +1,5 @@ { - "generatedAt": "2026-06-11T02:00:29.179Z", + "generatedAt": "2026-06-11T07:09:33.739Z", "range": { "first": "2026-04", "last": "2026-06", @@ -9,8 +9,8 @@ "activeDays": 37 }, "totals": { - "totalTokens": 6549048180, - "outputTokens": 37498623 + "totalTokens": 6615869158, + "outputTokens": 37798522 }, "months": [ { @@ -20,13 +20,13 @@ }, { "month": "2026-05", - "totalTokens": 3581655723, - "outputTokens": 20218707 + "totalTokens": 3580933579, + "outputTokens": 20208753 }, { "month": "2026-06", - "totalTokens": 2951986314, - "outputTokens": 17224464 + "totalTokens": 3019529436, + "outputTokens": 17534317 } ], "daily": [ @@ -64,7 +64,7 @@ }, { "date": "2026-05-12", - "totalTokens": 270258375 + "totalTokens": 269536231 }, { "date": "2026-05-13", @@ -176,7 +176,7 @@ }, { "date": "2026-06-11", - "totalTokens": 69824706 + "totalTokens": 137367828 } ] } From 447e55014713315cd27b25a8bcca0625a0559776 Mon Sep 17 00:00:00 2001 From: musepy <235421496+musepy@users.noreply.github.com> Date: Thu, 11 Jun 2026 23:36:14 +0800 Subject: [PATCH 02/15] Add Astro blog subproject with local writing admin The blog (blog.pengxu.work) lives as an Astro subproject under blog/, deployed separately to Cloudflare Pages. This is its first commit. Includes a dev-only writing backend at /admin: - Routes injected only under `astro dev` (never reach the build/dist), so there is zero exposure surface in production. - Milkdown Crepe WYSIWYG editor themed to the blog's design tokens. - Frontmatter edited via form fields; saves write back to src/content/posts/ with byte-format matching existing posts. Root scaffolding to host the subproject: .gitignore excludes for blog/{node_modules,dist,.astro} and throwaway QA screenshots; tsconfig.json excludes blog/ from the root Next.js typecheck. .mcp.json declares the genable MCP server. Co-Authored-By: Claude Fable 5 --- .gitignore | 8 + .mcp.json | 8 + blog/astro.config.mjs | 25 + blog/package-lock.json | 8397 +++++++++++++++++ blog/package.json | 25 + blog/src/admin/integration.mjs | 28 + blog/src/admin/lib/posts.ts | 114 + blog/src/admin/pages/api/post.ts | 42 + blog/src/admin/pages/edit.astro | 242 + blog/src/admin/pages/index.astro | 111 + blog/src/components/Footer.astro | 32 + blog/src/components/Header.astro | 207 + blog/src/components/PostCard.astro | 118 + blog/src/content/config.ts | 16 + .../content/posts/agent-loop-bug-anatomy.md | 604 ++ .../posts/claude-code-prompt-patterns.md | 398 + blog/src/content/posts/cli-agent-design.md | 628 ++ .../content/posts/dev-bridge-observability.md | 232 + .../content/posts/figma-ipc-microseconds.md | 558 ++ .../content/posts/llm-capability-wasted.md | 274 + blog/src/content/posts/message-taxonomy.md | 247 + blog/src/content/posts/phantom-rules.md | 106 + blog/src/content/posts/project-history.md | 517 + .../posts/prompt-config-architecture.md | 180 + blog/src/content/posts/tool-output-shape.md | 351 + blog/src/content/posts/tool-protocol-layer.md | 423 + blog/src/layouts/BlogLayout.astro | 50 + blog/src/pages/about.astro | 39 + blog/src/pages/index.astro | 173 + blog/src/pages/posts/[...slug].astro | 188 + blog/src/pages/rss.xml.ts | 20 + blog/src/pages/search.astro | 119 + blog/src/pages/tags/[tag].astro | 62 + blog/src/pages/tags/index.astro | 54 + blog/src/styles/global.css | 232 + blog/tsconfig.json | 9 + blog/wrangler.toml | 3 + tsconfig.json | 2 +- 38 files changed, 14841 insertions(+), 1 deletion(-) create mode 100644 .mcp.json create mode 100644 blog/astro.config.mjs create mode 100644 blog/package-lock.json create mode 100644 blog/package.json create mode 100644 blog/src/admin/integration.mjs create mode 100644 blog/src/admin/lib/posts.ts create mode 100644 blog/src/admin/pages/api/post.ts create mode 100644 blog/src/admin/pages/edit.astro create mode 100644 blog/src/admin/pages/index.astro create mode 100644 blog/src/components/Footer.astro create mode 100644 blog/src/components/Header.astro create mode 100644 blog/src/components/PostCard.astro create mode 100644 blog/src/content/config.ts create mode 100644 blog/src/content/posts/agent-loop-bug-anatomy.md create mode 100644 blog/src/content/posts/claude-code-prompt-patterns.md create mode 100644 blog/src/content/posts/cli-agent-design.md create mode 100644 blog/src/content/posts/dev-bridge-observability.md create mode 100644 blog/src/content/posts/figma-ipc-microseconds.md create mode 100644 blog/src/content/posts/llm-capability-wasted.md create mode 100644 blog/src/content/posts/message-taxonomy.md create mode 100644 blog/src/content/posts/phantom-rules.md create mode 100644 blog/src/content/posts/project-history.md create mode 100644 blog/src/content/posts/prompt-config-architecture.md create mode 100644 blog/src/content/posts/tool-output-shape.md create mode 100644 blog/src/content/posts/tool-protocol-layer.md create mode 100644 blog/src/layouts/BlogLayout.astro create mode 100644 blog/src/pages/about.astro create mode 100644 blog/src/pages/index.astro create mode 100644 blog/src/pages/posts/[...slug].astro create mode 100644 blog/src/pages/rss.xml.ts create mode 100644 blog/src/pages/search.astro create mode 100644 blog/src/pages/tags/[tag].astro create mode 100644 blog/src/pages/tags/index.astro create mode 100644 blog/src/styles/global.css create mode 100644 blog/tsconfig.json create mode 100644 blog/wrangler.toml diff --git a/.gitignore b/.gitignore index 49a103f..d1d7b28 100644 --- a/.gitignore +++ b/.gitignore @@ -53,3 +53,11 @@ assets/inbox/* !assets/inbox/.gitkeep assets/uploaded/* !assets/uploaded/.gitkeep + +# blog subproject +blog/node_modules +blog/dist +blog/.astro + +# throwaway QA screenshots +blog-screenshot-*.png diff --git a/.mcp.json b/.mcp.json new file mode 100644 index 0000000..ccb1e32 --- /dev/null +++ b/.mcp.json @@ -0,0 +1,8 @@ +{ + "mcpServers": { + "genable": { + "command": "npx", + "args": ["-y", "genable-mcp"] + } + } +} diff --git a/blog/astro.config.mjs b/blog/astro.config.mjs new file mode 100644 index 0000000..8306d37 --- /dev/null +++ b/blog/astro.config.mjs @@ -0,0 +1,25 @@ +import { defineConfig } from 'astro/config'; +import sitemap from '@astrojs/sitemap'; +import admin from './src/admin/integration.mjs'; + +export default defineConfig({ + site: 'https://blog.pengxu.work', + trailingSlash: 'never', + integrations: [sitemap(), admin()], + markdown: { + shikiConfig: { + themes: { + dark: 'vitesse-dark', + light: 'vitesse-light', + }, + wrap: true, + }, + }, + vite: { + build: { + rollupOptions: { + external: ['/pagefind/pagefind.js'], + }, + }, + }, +}); diff --git a/blog/package-lock.json b/blog/package-lock.json new file mode 100644 index 0000000..a92143e --- /dev/null +++ b/blog/package-lock.json @@ -0,0 +1,8397 @@ +{ + "name": "pengxu-blog", + "version": "0.1.0", + "lockfileVersion": 3, 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"@milkdown/crepe": "^7.21.2", + "pagefind": "^1.3.0", + "typescript": "^5.8.3", + "wrangler": "^4.90.0", + "yaml": "^2.9.0" + } +} diff --git a/blog/src/admin/integration.mjs b/blog/src/admin/integration.mjs new file mode 100644 index 0000000..554c00c --- /dev/null +++ b/blog/src/admin/integration.mjs @@ -0,0 +1,28 @@ +// Local-only admin: routes exist ONLY under `astro dev`. +// `command !== 'dev'` covers build/preview/sync, so nothing here +// can ever be emitted into dist/ or reach Cloudflare Pages. +export default function admin() { + return { + name: 'local-admin', + hooks: { + 'astro:config:setup': ({ command, injectRoute }) => { + if (command !== 'dev') return; + injectRoute({ + pattern: '/admin', + entrypoint: new URL('./pages/index.astro', import.meta.url), + prerender: false, + }); + injectRoute({ + pattern: '/admin/edit', + entrypoint: new URL('./pages/edit.astro', import.meta.url), + prerender: false, + }); + injectRoute({ + pattern: '/admin/api/post', + entrypoint: new URL('./pages/api/post.ts', import.meta.url), + prerender: false, + }); + }, + }, + }; +} diff --git a/blog/src/admin/lib/posts.ts b/blog/src/admin/lib/posts.ts new file mode 100644 index 0000000..d1df56c --- /dev/null +++ b/blog/src/admin/lib/posts.ts @@ -0,0 +1,114 @@ +import fs from 'node:fs'; +import path from 'node:path'; +import { fileURLToPath } from 'node:url'; +import { parse as parseYaml } from 'yaml'; + +const POSTS_DIR = fileURLToPath(new URL('../../content/posts/', import.meta.url)); + +export interface Frontmatter { + title: string; + description: string; + pubDate: string; + updatedDate?: string; + tags: string[]; + lang: 'zh' | 'en'; + draft: boolean; +} + +export interface PostFile { + file: string; + frontmatter: Frontmatter; + body: string; +} + +const FILE_RE = /^[a-z0-9][a-z0-9-]*\.md$/; +const DATE_RE = /^\d{4}-\d{2}-\d{2}$/; + +function resolvePostPath(file: string): string { + if (!FILE_RE.test(file)) throw new Error(`Invalid post filename: ${file}`); + return path.join(POSTS_DIR, file); +} + +function splitFrontmatter(raw: string): { yaml: string; body: string } { + const m = raw.match(/^---\r?\n([\s\S]*?)\r?\n---\r?\n?/); + if (!m) throw new Error('No frontmatter block found'); + return { yaml: m[1], body: raw.slice(m[0].length) }; +} + +function toDateString(v: unknown): string | undefined { + if (v == null) return undefined; + if (v instanceof Date) return v.toISOString().slice(0, 10); + return String(v); +} + +function normalizeFrontmatter(data: Record): Frontmatter { + return { + title: String(data.title ?? ''), + description: String(data.description ?? ''), + pubDate: toDateString(data.pubDate) ?? '', + updatedDate: toDateString(data.updatedDate), + tags: Array.isArray(data.tags) ? data.tags.map(String) : [], + lang: data.lang === 'en' ? 'en' : 'zh', + draft: data.draft === true, + }; +} + +// Fixed-schema serializer: JSON.stringify output is a valid YAML quoted +// scalar, and inline tag arrays match the existing hand-written style. +function serializeFrontmatter(fm: Frontmatter): string { + if (!DATE_RE.test(fm.pubDate)) throw new Error(`pubDate must be YYYY-MM-DD, got: ${fm.pubDate}`); + if (fm.updatedDate && !DATE_RE.test(fm.updatedDate)) { + throw new Error(`updatedDate must be YYYY-MM-DD, got: ${fm.updatedDate}`); + } + const lines = ['---']; + lines.push(`title: ${JSON.stringify(fm.title)}`); + lines.push(`description: ${JSON.stringify(fm.description)}`); + lines.push(`pubDate: ${fm.pubDate}`); + if (fm.updatedDate) lines.push(`updatedDate: ${fm.updatedDate}`); + lines.push(`tags: [${fm.tags.map(t => JSON.stringify(t)).join(', ')}]`); + lines.push(`lang: ${JSON.stringify(fm.lang)}`); + if (fm.draft) lines.push('draft: true'); + lines.push('---'); + return lines.join('\n'); +} + +export function listPosts(): PostFile[] { + return fs + .readdirSync(POSTS_DIR) + .filter(f => f.endsWith('.md')) + .map(file => { + const raw = fs.readFileSync(path.join(POSTS_DIR, file), 'utf8'); + const { yaml, body } = splitFrontmatter(raw); + return { file, frontmatter: normalizeFrontmatter(parseYaml(yaml) ?? {}), body }; + }) + .sort((a, b) => b.frontmatter.pubDate.localeCompare(a.frontmatter.pubDate)); +} + +export function readPost(file: string): PostFile { + const raw = fs.readFileSync(resolvePostPath(file), 'utf8'); + const { yaml, body } = splitFrontmatter(raw); + return { file, frontmatter: normalizeFrontmatter(parseYaml(yaml) ?? {}), body }; +} + +export function writePost(file: string, frontmatter: Frontmatter, body: string): void { + const target = resolvePostPath(file); + if (!fs.existsSync(target)) throw new Error(`Post does not exist: ${file}`); + const content = `${serializeFrontmatter(frontmatter)}\n\n${body.replace(/\s+$/, '')}\n`; + const tmp = `${target}.tmp`; + fs.writeFileSync(tmp, content, 'utf8'); + fs.renameSync(tmp, target); +} + +export function createPost(file: string, title: string, today: string): void { + const target = resolvePostPath(file); + if (fs.existsSync(target)) throw new Error(`Post already exists: ${file}`); + const fm: Frontmatter = { + title: title || file.replace(/\.md$/, ''), + description: '', + pubDate: today, + tags: [], + lang: 'zh', + draft: true, + }; + fs.writeFileSync(target, `${serializeFrontmatter(fm)}\n\n`, 'utf8'); +} diff --git a/blog/src/admin/pages/api/post.ts b/blog/src/admin/pages/api/post.ts new file mode 100644 index 0000000..6e4d9f7 --- /dev/null +++ b/blog/src/admin/pages/api/post.ts @@ -0,0 +1,42 @@ +import type { APIRoute } from 'astro'; +import { createPost, readPost, writePost } from '../../lib/posts'; + +export const prerender = false; + +function json(data: unknown, status = 200): Response { + return new Response(JSON.stringify(data), { + status, + headers: { 'Content-Type': 'application/json' }, + }); +} + +export const GET: APIRoute = ({ url }) => { + const file = url.searchParams.get('f'); + if (!file) return json({ error: 'Missing ?f=' }, 400); + try { + return json(readPost(file)); + } catch (e) { + return json({ error: (e as Error).message }, 400); + } +}; + +export const POST: APIRoute = async ({ request }) => { + try { + const { file, frontmatter, body } = await request.json(); + writePost(file, frontmatter, body); + return json({ ok: true }); + } catch (e) { + return json({ error: (e as Error).message }, 400); + } +}; + +export const PUT: APIRoute = async ({ request }) => { + try { + const { file, title } = await request.json(); + const today = new Date().toISOString().slice(0, 10); + createPost(file, title ?? '', today); + return json({ ok: true, file }); + } catch (e) { + return json({ error: (e as Error).message }, 400); + } +}; diff --git a/blog/src/admin/pages/edit.astro b/blog/src/admin/pages/edit.astro new file mode 100644 index 0000000..a4c3c82 --- /dev/null +++ b/blog/src/admin/pages/edit.astro @@ -0,0 +1,242 @@ +--- +import BlogLayout from '@/layouts/BlogLayout.astro'; +--- + + +
+
+ ← 文章列表 + + 查看文章 ↗ + + +
+ +
+ Frontmatter +
+ + + + + + +
+
+ +
+
+
+ + + + + + + diff --git a/blog/src/admin/pages/index.astro b/blog/src/admin/pages/index.astro new file mode 100644 index 0000000..d6d6528 --- /dev/null +++ b/blog/src/admin/pages/index.astro @@ -0,0 +1,111 @@ +--- +import BlogLayout from '@/layouts/BlogLayout.astro'; +import { listPosts } from '../lib/posts'; + +const posts = listPosts(); +--- + + +
+
+

写作后台

+

仅本地 dev 可见 · 保存直接写入 src/content/posts/

+
+ +
+ + + + +
+ + +
+ + + + + diff --git a/blog/src/components/Footer.astro b/blog/src/components/Footer.astro new file mode 100644 index 0000000..c27d894 --- /dev/null +++ b/blog/src/components/Footer.astro @@ -0,0 +1,32 @@ + + + diff --git a/blog/src/components/Header.astro b/blog/src/components/Header.astro new file mode 100644 index 0000000..e4a209a --- /dev/null +++ b/blog/src/components/Header.astro @@ -0,0 +1,207 @@ +--- +const path = Astro.url.pathname; +const is = (p: string) => path === p || path.startsWith(p + '/'); +--- + + + + + + diff --git a/blog/src/components/PostCard.astro b/blog/src/components/PostCard.astro new file mode 100644 index 0000000..71581de --- /dev/null +++ b/blog/src/components/PostCard.astro @@ -0,0 +1,118 @@ +--- +import type { CollectionEntry } from 'astro:content'; + +interface Props { + post: CollectionEntry<'posts'>; + featured?: boolean; +} + +const { post, featured = false } = Astro.props; +const { title, description, pubDate, tags, lang } = post.data; + +const formattedDate = pubDate.toLocaleDateString(lang === 'en' ? 'en-US' : 'zh-CN', { + year: 'numeric', month: 'short', day: 'numeric' +}); +--- + + +
+ + {lang === 'en' && EN} +
+

{title}

+

{description}

+
+ {tags.length > 0 && ( +
+ {tags.slice(0, 2).map(tag => ( + {tag} + ))} +
+ )} + 阅读 → +
+ + + diff --git a/blog/src/content/config.ts b/blog/src/content/config.ts new file mode 100644 index 0000000..ef2b11d --- /dev/null +++ b/blog/src/content/config.ts @@ -0,0 +1,16 @@ +import { defineCollection, z } from 'astro:content'; + +const posts = defineCollection({ + type: 'content', + schema: z.object({ + title: z.string(), + description: z.string(), + pubDate: z.coerce.date(), + updatedDate: z.coerce.date().optional(), + tags: z.array(z.string()).default([]), + lang: z.enum(['zh', 'en']).default('zh'), + draft: z.boolean().default(false), + }), +}); + +export const collections = { posts }; diff --git a/blog/src/content/posts/agent-loop-bug-anatomy.md b/blog/src/content/posts/agent-loop-bug-anatomy.md new file mode 100644 index 0000000..254ccbd --- /dev/null +++ b/blog/src/content/posts/agent-loop-bug-anatomy.md @@ -0,0 +1,604 @@ +--- +title: "Agent Loop Bug 全景解剖" +description: "截断循环、finishReason 误触发、空响应死循环、上下文断裂——三个 E2E trigger 的完整诊断，覆盖 22 个实体和它们的关联。" +pubDate: 2026-04-01 +tags: ["agent-debug", "llm", "bug-anatomy"] +lang: "zh" +--- + +# Agent Loop Bug 全景解剖 + +> 日期: 2026-04-01 +> 覆盖: 截断循环 (TRUNC-001) + finishReason 误触发 + 空响应死循环 + 上下文断裂 + 输入压力分析 +> E2E 证据: trigger-1775033988681, trigger-1775034233063, trigger-1775034313666 (GLM-5) +> 成功对照: trigger-1775035854928 (Kimi K2.5) — [完整 API 交互日志](e2e-api-trace-1775035854928.txt) + +--- + +## 一、全部实体清单与通俗解释 + +### 1. Agent Runtime（主循环引擎） + +**文件**: `src/engine/agent/agentRuntime.ts` + +Agent 的"大脑"——一个 while 循环，每次迭代做同一件事：组装 prompt → 调 LLM → 处理响应 → 执行工具 → 下一轮。用户说一句话到 agent 回复文字，整个过程叫一个 **turn**（轮次），一个 turn 内可以有多次迭代。 + +**关键方法**: +- `run(prompt)` — 一个 turn 的入口 +- `assemblePrompt()` — 拼装发给 LLM 的完整消息列表 +- `estimateMessageChars(msg)` — 估算一条消息有多少字符 +- `estimateContextChars()` — 估算全部上下文的总字符数 +- `compressIfNeeded()` — 上下文超预算时压缩最老的对话 + +**在 bug 中的角色**: 截断守卫、turn 结束逻辑、iteration 计数都在这里，三个 bug 的核心代码都在此文件。 + +--- + +### 2. turnMessages（当前轮消息缓冲区） + +**位置**: `agentRuntime.ts` 实例属性 + +当前 turn 内所有来回消息的列表。每次迭代追加： +- 模型消息（LLM 说了什么 + tool calls） +- 工具执行结果（成功/失败） +- 系统注入的合成消息（continuation、hint 等） + +**生命周期**: `run()` 开始时清空 → turn 内不断追加 → turn 结束时移入 `conversationHistory` + +**Bug 关联**: +- 截断循环时每次失败追加 ~16K chars 的模型消息，10 次 = ~160K，无人清理（压缩只在 turn 结束时触发） +- 误触发 continuation 时，`cont_` 消息被追加到这里，下次 LLM 调用会看到 + +--- + +### 3. conversationHistory（历史对话存档） + +**位置**: `agentRuntime.ts` 实例属性 + +前几个 turn 的完整消息。turn 结束时 turnMessages 移入此处。`compressIfNeeded()` 在此基础上做压缩。 + +**Bug 关联**: +- trigger-3 能看到 trigger-2 的对话历史，就是因为 trigger-2 的 turnMessages 在 turn_end 时被移入了 conversationHistory +- trigger-1 和 trigger-2 是不同 session（plugin 重载），conversationHistory 清空，所以 trigger-2 看不到 trigger-1 + +--- + +### 4. assemblePrompt()（4 层上下文组装） + +**位置**: `agentRuntime.ts:319` + +每次调 LLM 前，把 4 层上下文拼成一个消息数组： + +``` +Layer 1: staticSystemPrompt — 系统 prompt，固定不变（~25K chars） +Layer 2: summary — 被压缩的旧对话摘要 +Layer 3: conversationHistory — 前几个 turn 的完整消息 +Layer 4: turnMessages — 当前 turn 的消息 +``` + +**Bug 关联**: Layer 4 在截断循环时无限膨胀，但 Layer 2 的压缩机制不会在 turn 内触发。 + +--- + +### 5. fullParts（LLM 原始输出零件）— 仅 Gemini/Proxy provider + +**来源**: Gemini API 返回的 `response.candidates[0].content.parts`（Gemini 格式专有） + +> **注意**: GLM-5 和 Kimi K2.5 走的是 **DashScope provider**（OpenAI 兼容格式），没有 fullParts。 +> DashScope 的响应结构是 `choices[0].message`，由 `mapOpenAIToLLMResponse()` 转换为 `LLMResponse`。 +> 本节描述的 fullParts 机制**仅适用于 Gemini / Proxy provider**。 + +LLM 的一次输出不是纯文本，而是多个"零件"拼在一起（Gemini 格式）： + +``` +[ + { thought: "让我想想怎么设计..." }, // thinking（不展示给用户） + { text: "我来为您创建产品页。" }, // 可见文本 + { functionCall: { name: "jsx", args: { markup: "16K的JSX" } } } // 工具调用 +] +``` + +**Bug 关联（Gemini/Proxy only）**: fullParts 里的 functionCall.args 保留了**完整的原始参数**，包括截断的 16K JSX。sanitize 改的是 `response.toolCalls` 的副本，不影响 fullParts。而 `formatResponseGemini()` 存的是 fullParts → turnMessages 里存的是未瘦身的完整数据。 + +**DashScope 不受此影响**: `formatResponseDefault()` 从 `response.toolCalls`（已 sanitize）重建 content，瘦身是生效的。 + +--- + +### 6. formatResponse — 两种实现，行为不同 + +模型输出 → 聊天消息的转换由 provider 的 `formatResponse()` 负责，**两种实现对 sanitize 的兼容性不同**： + +#### 6a. formatResponseGemini()（Gemini / Proxy provider） + +**文件**: `src/engine/llm-client/providers/gemini/geminiFormat.ts:113` + +```typescript +// 有 tool calls 时：用 fullParts（未瘦身），不是 response.toolCalls（已瘦身） +return { role: 'model', content: response.fullParts } +``` + +**Bug 关联**: 这是"瘦身白做"问题的源头。`sanitizeToolCallsForHistory()` 截短了 `response.toolCalls`，但 `formatResponseGemini()` 用的是 `fullParts`，两份数据不一致。 + +#### 6b. formatResponseDefault()（DashScope / OpenRouter provider） + +**文件**: `src/engine/llm-client/providers/types.ts:171` + +```typescript +// 从 response.toolCalls（已瘦身）重建 content +content.push(...response.toolCalls.map(tc => ({ + functionCall: { name: tc.name, args: tc.args } +}))); +return { role: 'model', content }; +``` + +**DashScope 不受"瘦身白做"影响**: `formatResponseDefault()` 读取的是 `response.toolCalls`（sanitize 的目标），所以瘦身后的数据**确实进入了** turnMessages。本文档 E2E 证据（GLM-5、Kimi K2.5）都走此路径。 + +--- + +### 7. sanitizeToolCallsForHistory()（工具参数瘦身） + +**文件**: `src/engine/agent/context/toolResultCleaner.ts:24` + +防止历史记录太大。把工具参数截短：string → 200 chars，array → 最多 20 项，edit 的 xml > 500 chars 直接删除。 + +**Bug 关联**: +- **Gemini/Proxy**: 它只改了 `response.toolCalls`（在 `llmGenerationCoordinator.ts:249`），而 `formatResponseGemini()` 用的是 `response.fullParts`。所以瘦身后的数据没进入 turnMessages。 +- **DashScope/OpenRouter**: `formatResponseDefault()` 从 `response.toolCalls` 构建 content，sanitize 生效。本文档 E2E 证据（GLM-5）走此路径，不受"瘦身白做"影响。 + +--- + +### 8. LLMGenerationCoordinator（LLM 调用协调器） + +**文件**: `src/engine/agent/llmGenerationCoordinator.ts` + +AgentRuntime 不直接调 LLM，而是通过这个协调器。它负责： +- 调用 provider 的 `generate()` 方法 +- sanitize tool calls for history +- 发射 `llm_request` / `llm_response` 运行时事件 +- 计算 KV cache 诊断信息 + +**关键方法**: +- `generate(request)` — 核心调用 +- `computeCacheDiagnostics(messages)` — KV cache 命中率估算 + +--- + +### 9. computeCacheDiagnostics()（KV cache 日志） + +**文件**: `llmGenerationCoordinator.ts:300` + +比较"这次发给 LLM 的消息"和"上次的"，找出**前面有多少条一样的**（可以复用 KV cache 的部分）。 + +``` +[KVCache] 80/84 msgs cacheable (~14180 tokens) +``` + +含义：84 条消息中前 80 条跟上次相同，这 80 条约 14180 tokens。 + +**注意**: 14180 **不是总量**，只是可缓存的前缀。后面 4 条新消息（可能每条 16K）不在此统计内。 + +**估算方式**: `chars / 4`（1 token ≈ 4 chars），对结构化数据（JSON、JSX）误差较大。 + +--- + +### 10. estimateMessageChars() + contextBudgetChars（上下文预算系统） + +**文件**: `agentRuntime.ts:481` / `agentRuntime.ts:132` + +- `contextBudgetChars = contextWindow × 70% × 4` — 上下文字符预算（留 30% 给输出） +- `estimateMessageChars()` — 遍历消息零件，累加文本 + 工具名 + args JSON 的字符长度 + +**Bug 关联**: 估算器读的是 turnMessages 里的消息内容（Gemini provider 下是 fullParts 完整数据；DashScope 下是 sanitize 后重建的 content），所以估算值本身是合理的。问题是 `compressIfNeeded()` 只在 turn 结束时调用，turn 内的膨胀无人管理。 + +--- + +### 11. compressIfNeeded()（惰性压缩） + +**文件**: `agentRuntime.ts:507` + +检查 `estimateContextChars()` 是否超过 `contextBudgetChars`。超了就把 `conversationHistory` 里最老的 turn 压缩成摘要（移入 `summary`）。 + +**调用时机**: 仅在 `endTurn()` 时调用。 + +**Bug 关联**: 截断循环全在同一个 turn 内发生，turn 从未结束 → `compressIfNeeded()` 从未被调用 → turnMessages 无限膨胀。 + +--- + +### 12. maxOutputTokens（单次输出上限） + +**值**: 16384（`agentLoopPolicy.ts:28`） + +LLM 每次调用的输出 token 上限。包括可见文本 + thinking + tool call 参数。超出时 API 强制截断，返回 `finishReason: 'length'`。 + +**Bug 关联**: 复杂设计的 JSX 可能超过 10K tokens，加上 thinking 就超 16384 → 截断 → 但截断守卫在错误分支。 + +--- + +### 13. finishReason（LLM 停止原因） + +**来源**: LLM API 响应字段。`LLMResponse.finishReason`（`types.ts:90`） + +| 值 | 含义 | +|---|---| +| `'stop'` | 正常完成 | +| `'length'` | 达到 maxOutputTokens 上限，输出被截断 | +| `'tool_calls'` | 因为要调用工具而停止 | +| 其他（provider 特有）| 如 GLM 的 `'normal'`、`'sensitive'` 等 | + +**Bug 关联**: 截断守卫用黑名单判断（"不是 stop 且不是 tool_calls = 截断"），但不同 provider 的正常完成值不一定是 `'stop'`。GLM-5 的正常完成值很可能不是 `'stop'`，导致被误判为截断。 + +--- + +### 14. 截断守卫（Truncation Guard） + +**位置**: `agentRuntime.ts` 主循环的两个位置 + +**守卫 A（新增，tool calls 分支前）**: 当 `finishReason === 'length'` 且有 tool calls 时，丢弃截断的 tool calls，注入"拆小重试"提示。 + +**守卫 B（原有，else 分支）**: 当无 tool calls 且 `finishReason` 不是 `'stop'`/`'tool_calls'` 时，注入 continuation 提示。 + +**Bug 1 — 守卫 B 的位置错误（已修复）**: 截断的 tool calls 走 if 分支，守卫 B 在 else 分支 → 永远走不到 → 截断的 JSX 直接送去解析。 + +**Bug 2 — 守卫 B 的条件过宽（待修复）**: `if (fr && fr !== 'stop' && fr !== 'tool_calls')` 是黑名单。任何非标准 finishReason 都会触发。GLM-5 的正常文本回复被误判为截断，注入了错误的 continuation 消息。 + +--- + +### 15. emptyResponseHook（空响应守卫） + +**文件**: `src/engine/agent/hooks/builtinHooks.ts:70` + +检测 LLM 返回"无文本 + 无 tool calls"的响应。允许重试 2 次（`action: 'skip'`），第 3 次 abort。 + +**Skip 的效果**: `iteration = Math.max(0, iteration - 1)` → 回退 iteration 计数，重新调 LLM。不添加任何消息到 turnMessages。 + +**Bug 关联**: 被截断守卫误触发 continuation 后，LLM 陷入只 thinking 不行动 → 空响应 → emptyResponseHook 重试 2 次 → abort。但 abort 的错误信息是"empty response"，没有体现真正的根因（finishReason 误触发）。 + +--- + +### 16. loopDetectionHook（循环检测守卫） + +**文件**: `builtinHooks.ts:103` + `src/engine/agent/loopDetector.ts` + +检测 LLM 是否反复调用相同的 tool call 模式。用 FNV-1a hash 做 tool call 签名指纹，相同签名出现 ≥ 4 次（`LOOP_DETECTION_THRESHOLD`）触发。 + +**行为**: 非致命 → 注入 hint 提示（"你在重复相同的操作"）；致命 → abort。 + +**Bug 关联**: 截断循环中，每次 JSX 不同（hash 不同，因为截断位置可能微变），循环检测可能认不出来。即使认出来，也只是注入 hint，LLM 可能忽略继续重试。 + +--- + +### 17. DashScopeProvider（OpenAI 兼容 provider） + +**文件**: `src/engine/llm-client/providers/dashscope.ts` + +支持所有走 OpenAI Chat Completions 格式的模型：Kimi K2.5、GLM-5、GLM-4.7、Qwen 等。通过 Cloudflare Worker proxy 中转。 + +**finishReason 来源**: `choice?.finish_reason`（OpenAI 格式，line 364） + +**Bug 关联**: GLM-5 的 `finish_reason` 值可能不是标准的 `'stop'`，但代码中只认 `'stop'` 和 `'tool_calls'`，其他值一律当截断处理。 + +--- + +### 18. compileJsx() / templateCompiler（JSX 解析器） + +**文件**: `src/engine/jsx/templateCompiler.ts` + +用 **sucrase** 把 JSX 字符串编译成 JavaScript，再执行生成虚拟节点树。语法不完整 → 抛 SyntaxError → 返回 `COMPILE_ERROR`。 + +**Bug 关联**: 截断的 JSX 送到这里 → 必定报 "Unterminated JSX contents" → 错误返回给 LLM → LLM 重试 → 循环。 + +--- + +### 19. knowledge 工具（设计知识检索） + +**文件**: `src/engine/agent/tools/` 中的 knowledge 工具定义 + +返回设计指南（landing-page、dashboard 等），内容约 **9K chars**。LLM 用这些知识来规划设计。 + +**Bug 关联**: 不是直接原因，但 9K 的指南内容让 LLM 倾向于先说"我来做什么"（text-only 回复），而不是直接调 jsx 工具。这个 text-only 回复本应触发 turn end，但被 finishReason 误判拦截。 + +--- + +### 20. inspect 工具（画布状态检查） + +**文件**: `src/engine/agent/tools/` 中的 inspect 工具定义 + +读取当前 Figma 画布上的节点状态。参数 `node: "/"` 表示读取根页面。 + +**Bug 关联**: 三次 E2E 中 inspect 都返回空画布 `{ children: [] }`。工具本身正常，但 LLM 看完空画布后走了"先说计划"的路线，而不是直接创建。 + +--- + +### 21. Session / Run（会话与运行） + +**概念关系**: +- **Session**: 用户打开插件到点击"New Design"为一个 session，`conversationHistory` 在 session 内持久 +- **Run**: 每次 `run(prompt)` 调用是一个 run（= 一个 turn），有唯一的 `runId` +- **Iteration**: 一个 run 内的循环次数，每次 LLM 调用 + 工具执行 = 一次迭代 + +**Bug 关联**: trigger-1 和 trigger-2 是不同 session（runId 不同、消息 ID 不同），所以 trigger-2 看不到 trigger-1 的历史。trigger-3 和 trigger-2 是同一 session 的不同 run，trigger-3 能看到 trigger-2 的对话历史。 + +--- + +### 22. Dev Bridge（E2E 测试桥） + +**文件**: `tools/dev-bridge/server.ts`（服务端）、`src/dev/useDevBridge.ts`（插件端） + +``` +Claude Code → POST /trigger → dev-bridge server → /tmp/figma-bridge/ → Figma 插件轮询 → 执行 +``` + +每次 trigger 创建一个独立目录，保存：`meta.json`、`runtime-events.json`、`tool-calls.json`、`tree.json`、`logs.txt`。 + +**Bug 关联**: trigger 本身不管 session 状态。如果 Figma 插件在 trigger 之间重载了，session 就断了（trigger-1 → trigger-2）。如果没重载，session 延续（trigger-2 → trigger-3）。 + +--- + +## 二、实体关系图 + +``` +┌─────────────────────────────────────────────────────────────────┐ +│ AgentRuntime (主循环) │ +│ │ +│ assemblePrompt() │ +│ ┌─────────────────────────────────────────────────────────┐ │ +│ │ Layer 1: staticSystemPrompt (25K chars, 固定) │ │ +│ │ Layer 2: summary (压缩的旧对话) │ │ +│ │ Layer 3: conversationHistory (前几轮完整消息) │ │ +│ │ Layer 4: turnMessages (当前轮，每次迭代追加) │ │ +│ └─────────────────────────────────────────────────────────┘ │ +│ │ │ +│ ▼ │ +│ LLMGenerationCoordinator.generate() │ +│ ┌──────────────────────────────────┐ │ +│ │ computeCacheDiagnostics() → 日志 │ │ +│ │ sanitizeToolCallsForHistory() │← 只改 response.toolCalls │ +│ │ provider.generate() → LLMResponse │ │ +│ └──────────────────────────────────┘ │ +│ │ │ +│ ▼ │ +│ LLMResponse │ +│ ┌──────────────────────────────────────────────────┐ │ +│ │ .text — 可见文本 │ │ +│ │ .thoughts — thinking 内容 │ │ +│ │ .toolCalls — 工具调用列表（已被 sanitize 截短）│ │ +│ │ .fullParts — 原始零件（未截短！） │ │ +│ │ .finishReason — 'stop'/'length'/'tool_calls'/... │ │ +│ │ .usage — token 用量统计 │ │ +│ └──────────────────────────────────────────────────┘ │ +│ │ │ +│ ▼ │ +│ afterLLMResponse hooks (优先级排序) │ +│ ┌────────────────────────────────────────────┐ │ +│ │ [P10] emptyResponseHook — 空响应？重试/abort │ │ +│ │ [P30] loopDetectionHook — 循环？hint/abort │ │ +│ └────────────────────────────────────────────┘ │ +│ │ │ +│ ▼ │ +│ formatResponseGemini(response) │ +│ → 用 response.fullParts（未截短）→ 存入 turnMessages │ +│ │ │ +│ ▼ │ +│ ┌─ if (有 tool calls) ─────────────────────┐ │ +│ │ [守卫A] finishReason=='length'? │ │ +│ │ → 丢弃截断 calls, 注入拆分提示 │ │ +│ │ 执行工具 → 结果追加到 turnMessages │ │ +│ │ afterIteration hooks │ │ +│ │ iteration++ → continue │ │ +│ ├─ else (无 tool calls) ───────────────────┤ │ +│ │ [守卫B] finishReason != 'stop'? │ │ +│ │ → 注入 continuation 消息 → continue │ ← Bug: 条件过宽 │ +│ │ 有 text → turn end (结束本轮) │ │ +│ │ 无 text → 也 turn end │ │ +│ └──────────────────────────────────────────┘ │ +│ │ +│ endTurn() → turnMessages → conversationHistory │ +│ → compressIfNeeded() (此时才压缩) │ +└─────────────────────────────────────────────────────────────────┘ +``` + +--- + +## 三、三个 Bug 及其关联 + +### Bug 1: 截断守卫在错误分支（已修复） + +**现象**: LLM 输出 JSX 被截断 → "Unterminated JSX contents" 循环 10+ 次 + +**根因链**: +``` +maxOutputTokens=16384 → JSX 太长 → finishReason='length' + → 但有 tool calls → 走 if 分支 + → 守卫 B 在 else 分支 → 不触发 + → 截断 JSX 送 compileJsx() → 必定报错 + → 错误返回 LLM → 重试同样大小的 JSX → 同一位置截断 + → 循环 +``` + +**涉及实体**: maxOutputTokens, finishReason, 截断守卫, compileJsx, turnMessages, fullParts + +**修复**: 在 tool dispatch 前加守卫 A，检测 `finishReason === 'length'` 时丢弃 tool calls。 + +**附带问题**: +- turnMessages 膨胀（fullParts 未瘦身，每次 +16K）→ compressIfNeeded 不触发（turn 未结束）→ 恶性循环 +- sanitizeToolCallsForHistory 改了 toolCalls 但没改 fullParts → 瘦身白做 + +--- + +### Bug 2: finishReason 条件过宽（待修复） + +**现象**: GLM-5 正常的 text-only 回复被误判为截断 → 注入错误 continuation → LLM 卡死 + +**根因链**: +``` +GLM-5 返回 text=34 的完整回复（"我来创建安克充电宝产品页"） + → finishReason ≠ 'stop'（GLM 可能用 'normal' 或其他值） + → 守卫 B: if (fr && fr !== 'stop' && fr !== 'tool_calls') → 触发! + → 注入 "Your previous response was truncated. Continue where you left off." + → LLM 困惑（它说完了，但被告知"你被截断了"） + → 只输出 thinking，不产出文本或 tool call → 空响应 + → emptyResponseHook: skip (重试 1/2), skip (2/2), abort + → "LLM Provider returned an empty response" +``` + +**涉及实体**: finishReason, DashScopeProvider, 截断守卫 B, emptyResponseHook, turnMessages + +**E2E 证据**: +- trigger-88681: iter2 text=34 → cont_ 注入 → 3 次空响应 → abort +- trigger-33063: 同上 +- trigger-13666: 带了 trigger-33063 的历史，但走了完全相同的死路 + +**修复方向**: 守卫 B 改为白名单——只在 `finishReason === 'length'` 时触发： +```typescript +// 之前（黑名单，任何非标准值都触发）: +if (fr && fr !== 'stop' && fr !== 'tool_calls') +// 之后（白名单，只有确认截断才触发）: +if (fr === 'length') +``` + +--- + +### Bug 3: 上下文断裂的错觉 + +**现象**: 三次 E2E 用同一 prompt，LLM 每次都从头查 knowledge + inspect，看起来没有上下文 + +**实际情况**: +- trigger-1 和 trigger-2 是不同 session（plugin 可能重载了）→ 确实没有上下文 +- trigger-3 继承了 trigger-2 的完整历史（6 条消息 vs trigger-2 的 2 条）→ 有上下文 +- 但继承的历史是"查了指南 + 说要做但没做"的状态（因为 Bug 2 导致 abort） +- LLM 看到这个历史后再次走 knowledge → inspect → "我来创建" → 同一位置卡死 + +**不是 bug，而是 Bug 2 的连锁效应**: 上下文在 session 内正确传递，但每次都在 finishReason 误触发处卡死，产出为零，所以下一轮 LLM 别无选择只能重来。 + +**涉及实体**: conversationHistory, turnMessages, run/session, assemblePrompt + +--- + +## 四、knowledge + inspect 预查流程分析 + +三次 E2E 都展示了同一个模式： + +``` +迭代 1: knowledge("landing-page") + inspect("/") → 成功 +迭代 2: 纯文本 "我来创建..." → 被守卫 B 拦截 → 死循环 +``` + +**这个流程本身不是 bug 的直接原因**，但它有两个效应： + +1. **knowledge 返回 9K chars 的指南** → LLM 花大量 thinking 消化 → 倾向于先"说计划"再行动。这个"先说再做"的 text-only 回复是正常的 turn end 信号，但被 Bug 2 拦截。 + +2. **inspect 返回空画布** → LLM 没有现有设计可参考 → 需要从零创建 → 任务复杂度最高 → 如果 LLM 能力不足（GLM-5），更容易陷入"规划但不执行"。 + +**潜在改进**: 如果 LLM 在迭代 1 就直接调 jsx 工具（而不是先说"我来做"），Bug 2 就不会触发（因为有 tool calls → 走 if 分支而不是 else 分支）。可以在 prompt 中强化"不要回复计划文字，直接调用工具"。 + +--- + +## 五、数据流中的不一致点 + +``` +LLM API 返回 + │ + ├─→ response.fullParts = [原始完整数据, 包含 16K JSX] + │ + ├─→ sanitizeToolCallsForHistory() → response.toolCalls 截短到 200 chars + │ （改了 toolCalls，没改 fullParts） + │ + ├─→ formatResponseGemini() → 用 fullParts → 存入 turnMessages + │ （turnMessages 里存的是完整 16K 数据） + │ + ├─→ estimateMessageChars() → 读 turnMessages.content → 能看到完整 16K + │ （估算值正确反映了膨胀） + │ + ├─→ computeCacheDiagnostics() → 只统计 cacheable 前缀 + │ （日志只报前缀 token 数，掩盖了总量膨胀） + │ + └─→ compressIfNeeded() → 只在 turn end 调用 + （turn 内截断循环时不触发，turnMessages 无限增长） +``` + +--- + +## 六、修复状态总结 + +| # | Bug | 状态 | 修复内容 | +|---|---|---|---| +| 1 | 截断守卫在错误分支 | **已修复** | 在 tool dispatch 前加守卫 A，`finishReason==='length'` 时丢弃截断 calls | +| 2 | finishReason 条件过宽 | **待修复** | 守卫 B 改为 `fr === 'length'`（白名单） | +| 3 | fullParts 未瘦身 | **待修复** | formatResponse 前对 fullParts 的 functionCall.args 也做 sanitize | +| 4 | Turn 内无压缩 | **待修复** | 在 turn 内也检测 turnMessages 膨胀，触发 intra-turn 压缩 | +| 5 | KV cache 日志误导 | **低优** | 同时报总 token 估算，不只是 cacheable 前缀 | +| 6 | llm_response event 缺 finishReason | **低优** | event 中加 finishReason 字段，方便调试 | + +--- + +## 七、相关文件索引 + +| 文件 | 关键函数/概念 | 涉及 Bug | +|---|---|---| +| `src/engine/agent/agentRuntime.ts` | 主循环、截断守卫 A/B、assemblePrompt、compressIfNeeded、turnMessages | 1, 2, 4 | +| `src/engine/agent/llmGenerationCoordinator.ts` | generate、sanitize 调用点、computeCacheDiagnostics | 3, 5 | +| `src/engine/llm-client/providers/gemini/geminiFormat.ts` | formatResponseGemini（用 fullParts） | 3 | +| `src/engine/agent/context/toolResultCleaner.ts` | sanitizeToolCallsForHistory（只改 toolCalls） | 3 | +| `src/engine/agent/hooks/builtinHooks.ts` | emptyResponseHook、loopDetectionHook | 2 | +| `src/engine/agent/loopDetector.ts` | LoopDetector.detect（签名指纹） | 1 | +| `src/engine/agent/agentLoopPolicy.ts` | maxOutputTokens: 16384 | 1 | +| `src/engine/llm-client/providers/dashscope.ts` | GLM-5 的 finishReason 来源 | 2 | +| `src/engine/llm-client/providers/types.ts` | LLMResponse 类型定义 | 1, 2 | +| `src/engine/jsx/templateCompiler.ts` | compileJsx（截断 JSX 报错点） | 1 | +| `src/engine/agent/constants.ts` | LOOP_DETECTION_THRESHOLD: 4 | 1 | + +--- + +## 八、成功 Run 的输入压力分析 (trigger-1775035854928, Kimi K2.5) + +> 完整 API 交互日志: [e2e-api-trace-1775035854928.txt](e2e-api-trace-1775035854928.txt) + +### 每次迭代的 Input/Output 对比 + +``` +iter input chars input tok 最大 tool result LLM 输出 耗时 +──────────────────────────────────────────────────────────────────────────────── +1 29,839 ~7.5K - 2 tool calls (kn+find) 12s +2 39,801 ~10K 9,725c (knowledge) 78c text + jsx call 188s +3 31,239 ~7.8K 603c (inspect简略) 31c text + inspect 13s +4 35,096 ~8.8K 3,745c (inspect) 18c text + describe 14s +5 39,547 ~9.9K 4,352c (describe) 23c text + inspect 4s +6 104,827 ~26K 65,404c (detail!) 588c text (总结) 62s +``` + +### 关键观察 + +**1. intra-turn 压缩在起作用** + +iter 2 的 tool result 是 9,725c（knowledge 指南），但到 iter 3 变成了 180c。`turnResultCompressor.ts` 把 LLM 已消费过的结果压缩成了摘要。这就是为什么 iter 3 的总 input (31K) 反而比 iter 2 (39K) 小。 + +**2. detail inspect 是 input 爆炸点** + +iter 5 → iter 6：input 从 39K 跳到 **104K chars**。原因是 iter 5 的 `inspect(mode='detail', screenshot=true)` 返回了 65,404 chars（整个设计树的完整属性）。截图中显示的 155,138 chars 是原始 inspect detail 数据，存入 turnMessages 时可能经过了部分清理但仍有 65K。 + +**3. 输出耗时与 input 大小正相关** + +| input 规模 | LLM 耗时 | +|---|---| +| ~7-10K tok | 4-14s | +| ~10K tok (含 JSX 生成) | 188s（生成大 JSX 是计算密集型） | +| ~26K tok (含 65K detail) | 62s（处理大 input 的延迟膨胀） | + +**4. JSX 生成是真正的 output 大户** + +iter 2 的 jsx tool call 参数是 **23,898 chars**（完整的 landing page JSX）。这是 LLM 一次输出中最大的 payload，耗时 188s。对照 maxOutputTokens=16384——23K chars ÷ 4 ≈ 6K tokens，加上 thinking 和 text，总 output 约 6-8K tokens，没超上限。但如果设计更复杂，就可能触发 Bug 1（截断）。 + +### LLM 的"输出压力"定义 + +不是 output token 上限的问题（16384 对大多数单次调用够用）。真正的压力是： + +1. **注意力稀释**: input 越大，LLM 对每个 token 的注意力越分散。26K tokens 的 input 里，LLM 要从 65K chars 的 JSON 属性树里提取有用信息 +2. **延迟膨胀**: 大 input → 长耗时 → 用户等待体验差。iter 6 的 62s 大部分花在 prefill 阶段 +3. **成本**: input tokens 按量计费。65K chars = ~16K tokens，单次 inspect detail 就很贵 +4. **累积效应**: detail inspect 的 65K 留在 turnMessages 里，如果后续还有 edit/jsx 操作，每次 LLM 调用都带着它。一个 turn 内多次 inspect detail → input 轻松超 100K tokens +5. **挤压 output 空间**: 虽然 maxOutputTokens 是独立的 16384，但部分 provider 的实际行为是 `input + output ≤ context_window`。大 input 可能间接导致 output 提前截断 + +### 与 Bug 关联 + +- **Bug 1（截断）**: JSX 生成时 output ~6K tokens。如果设计更复杂（如 dashboard），output 可能超 16384 → 触发截断。而之前的 tool results 在 input 中占空间，进一步加剧了 output 被挤压的风险 +- **Bug 4（turn 内无压缩）**: detail inspect 的 65K 在最后一次调用中是"新鲜的"，不会被 turnResultCompressor 压缩。如果 LLM 在此之后再做操作，这 65K 就一直挂在 turnMessages 里 diff --git a/blog/src/content/posts/claude-code-prompt-patterns.md b/blog/src/content/posts/claude-code-prompt-patterns.md new file mode 100644 index 0000000..9e710a0 --- /dev/null +++ b/blog/src/content/posts/claude-code-prompt-patterns.md @@ -0,0 +1,398 @@ +--- +title: "Claude Code Prompt 设计 Pattern 提取" +description: "从 Claude Code 源码提取 10 个 prompt 设计模式：System Prompt 分层、Section Memoization、Cache Break Detection、Sticky Latch 等。" +pubDate: 2026-04-13 +tags: ["prompt-engineering", "claude-code", "cache"] +lang: "zh" +--- + +# Claude Code Prompt 设计 Pattern 提取 + +> 来源: Claude Code `src/constants/prompts.ts`, `systemPromptSections.ts`, `promptCacheBreakDetection.ts` +> 日期: 2026-04-13 +> 适用范围: 任何 agent 项目（Figma 插件、CLI agent、MCP server 等） + +--- + +## Pattern 1: System Prompt 分层设计 + +### 核心思想 + +System prompt 不是一个大字符串，而是按**关注点分层组装**。每一层有独立的 cache 行为。 + +### 实现 + +``` +STATIC 层（boundary 之前，所有用户共享 KV-cache） +├── Identity — 身份定义 +├── System — 工具执行规则、权限、hooks +├── Doing Tasks — 工作风格、验证要求、安全 +├── Actions — 风险评估框架 +├── Tools — 工具使用偏好 +├── Tone — 输出格式规则（无 emoji、file:line 引用） +└── Efficiency — 输出长度控制 + +═══ SYSTEM_PROMPT_DYNAMIC_BOUNDARY ═══ + +DYNAMIC 层（boundary 之后，每 session 独立） +├── Session Guidance — 技能发现、验证 gate +├── Memory — 持久记忆 +├── Language — 用户语言偏好 +├── Output Style — 自定义风格 +├── MCP Instructions — MCP 工具说明 +├── Scratchpad — 临时工作区 +├── Token Budget — token 支出目标 +└── Brief — 自主模式简报 +``` + +### 为什么有效 + +1. **KV-cache 复用**: Static 层 hash 不变 → 所有用户共享缓存 → API 成本降低 +2. **精准失效**: Dynamic 层变化只影响单个 session，不会 break 全局缓存 +3. **工具独立**: Tool schemas 作为独立 block，工具增删时不重建整个 prompt + +### 迁移建议 + +- 将"你是谁 + 你知道什么 + 你的规则"放入 STATIC 层 +- 将"当前 session 状态 + 动态配置"放入 DYNAMIC 层 +- 用显式 boundary marker（字符串常量）分隔两层 + +--- + +## Pattern 2: Section 级 Memoization + +### 核心思想 + +不是整个 system prompt 缓存，而是**每个 section 独立缓存**。计算一次，后续直接复用。 + +### 实现 + +```typescript +// 安全的：计算一次，缓存到 /clear +systemPromptSection('memory', () => loadMemoryPrompt()) + +// 危险的：每轮重算，必须给理由 +DANGEROUS_uncachedSystemPromptSection( + 'mcp_instructions', + () => getMcpInstructionsSection(mcpClients), + 'MCP servers connect/disconnect between turns' +) +``` + +### 为什么有效 + +- 大部分 dynamic section 首次计算后不变 +- 只有真正变化的 section（如 MCP）才每轮重算 +- 避免整个 prompt 重建 → 减少 API latency + +### 迁移建议 + +- 为每个 section 实现缓存逻辑 +- 用 `DANGEROUS_` 前缀标记危险 section，强制写理由 +- Section hash 变化时才重算 + +--- + +## Pattern 3: Cache Break Detection + +### 核心思想 + +事后监控 cache 失效，诊断是否"意外 break"。 + +### 实现 + +```typescript +// Phase 1 (pre-call): hash(system prompt + tools + schemas) → 存快照 +recordPromptState() + +// Phase 2 (post-call): 比较 cache_read_tokens 差异 +checkResponseForCacheBreak() +// 阈值: drop >5% AND >2000 tokens → cache break 警报 +``` + +### 跟踪维度（12个） + +- prompt hash、tool schemas、model、fast mode、betas +- cache_control scope、MCP 状态、session 状态等 + +### 为什么有效 + +- 发现无意引入的 cache breaker（如 timestamp、random ID） +- 数据驱动优化：知道哪个改动浪费了多少 tokens +- 调试文件：生成 diff 用于分析 + +### 迁移建议 + +- 在 API call 前后记录 prompt hash 和 cache_read_tokens +- 设置阈值（如 >5% + >2000 tokens）触发警报 +- 跟踪关键维度，生成可读的 diff 文件 + +--- + +## Pattern 4: Tone 规范 + +### 核心思想 + +输出格式是独立层级，不混入其他规则。 + +### 规则 + +``` +Tone — 格式规则（无 emoji、file:line 引用） +``` + +### 为什么有效 + +- **无 emoji**: CLI 输出在 monospace font，emoji 会破坏排版 +- **file:line 引用**: 用户可点击跳转，提高交互效率 +- **独立层级**: Tone 规则不污染 Identity/Doing Tasks 层 + +### 迁移建议 + +- 将输出格式规则单独成层 +- 明确禁止 emoji（除非用户要求） +- 强制 `file:line` 格式（如 `src/foo.ts:42`） + +--- + +## Pattern 5: 验证 Gate 写在 Dynamic 层 + +### 核心思想 + +强制性验证规则放在 **session guidance**（dynamic），而非 static。 + +### 实现 + +```typescript +// 位于 getSessionSpecificGuidanceSection() +"when non-trivial implementation happens on your turn, + independent adversarial verification must happen + before you report completion" +``` + +### 为什么有效 + +- **可条件开启**: 通过 feature flag（如 `VERIFICATION_AGENT`）控制 +- **不污染 static**: Static 层应该是身份 + 知识，不是流程控制 +- **语气区分**: "must happen" vs "should" — 强制性验证 + +### 迁移建议 + +- 将 gate 规则（如"创建后必须验证"）放在 dynamic 层 +- 用 "must happen" 措辞，而非建议性语气 +- Gate 可以通过 feature flag 条件开启 + +--- + +## Pattern 6: Sticky Latch + +### 核心思想 + +某些状态一旦开启，session 内不再翻转 → 避免 cache break。 + +### 实现 + +```typescript +// AFK mode、overage state 等 — 开启后 session 内不变 +previousState: { + afkMode: boolean, // sticky — once true, stays true + overage: boolean, // sticky — once true, stays true +} +``` + +### 为什么有效 + +- 防止状态反复切换导致 prompt hash 变化 +- 一旦进入特殊模式，后续所有 turn 都在该模式下运行 +- 减少 cache break + +### 迁移建议 + +- 标记哪些状态是 "sticky"（如 debug mode、careful mode） +- Sticky 状态只在 `/clear` 或 session 结束时重置 +- 非-sticky 状态可以每轮变化 + +--- + +## Pattern 7: 工具描述与 System Prompt 分离 + +### 核心思想 + +每个工具有独立的 `prompt.ts`，不在 system prompt 里硬编码。 + +### 实现 + +``` +工具目录结构: +src/tools/ +├── BashTool/ +│ └── prompt.ts ← 工具专属说明 +├── FileReadTool/ +│ └── prompt.ts +└── ... +``` + +### 组装 + +```typescript +// serializeTools() 在拼装时注入 +serializeTools(availableTools) // → 加入 system prompt 末尾 +``` + +### 为什么有效 + +- 工具增删不影响 system prompt hash（独立 block） +- 每个工具可以独立迭代 prompt +- 支持动态工具集（如 MCP 工具） + +### 迁移建议 + +- 每个工具自带 `description` 或 `prompt.ts` +- `serializeTools()` 在 runtime 组装，而非硬编码 +- Tool schemas 作为独立 API block + +--- + +## Pattern 8: Doing Tasks 规则集 + +### 核心思想 + +工作风格规则是独立层级，语气区分"强制"vs"建议"。 + +### 规则示例 + +``` +- Minimize output tokens while maintaining helpfulness +- Only address the specific query, avoid tangential info +- One word answers are best where possible +- No preamble or postamble +- No text before/after response (e.g. "The answer is...") +``` + +### 为什么有效 + +- **语气梯度**: MUST → MUST NOT → SHOULD → AVOID +- **示例驱动**: 提供正面和负面示例 +- **量化指标**: "fewer than 4 lines"（而非"简洁"） + +### 迁移建议 + +- 建立语气梯度词汇表（MUST/NEVER/AVOID/SHOULD） +- 用示例而非抽象描述 +- 用量化指标（如"4 lines"、"200ms"） + +--- + +## Pattern 9: Delta Attachment（通知式变更） + +### 核心思想 + +Dynamic 层变化用 attachment 通知，不重建整个 system prompt。 + +### 实现 + +```typescript +// MCP 指令变化 → 通过 attachment 通知 +// 不重建 system prompt +getMcpInstructionsDeltaAttachment() +``` + +### 为什么有效 + +- 避免 MCP 连接/断开导致 cache break +- Attachment 是 turn message 层，不影响 system prompt +- 保持 prompt hash 稳定 + +### 迁移建议 + +- 动态内容变化优先用 attachment（turn message） +- 只有核心身份变化才重建 system prompt +- Attachment 是增量通知，非全量重建 + +--- + +## Pattern 10: System Prompt 描述 WHAT & WHY，不描述 HOW + +### 核心思想 + +System prompt 是规则/身份/知识，不是步骤。 + +### 实现 + +```typescript +// ✅ 正确: 规则（WHAT & WHY） +"Don't add features that weren't requested." +"NEVER commit changes unless the user explicitly asks." + +// ❌ 错误: 步骤（HOW） +"First read the file, then run tests, then commit." +``` + +### HOW 来自哪里 + +- **Skills**: 动态加载的 SOP 文件（如 SKILL.md） +- **Tool descriptions**: 每个工具自带的 prompt.ts + +### 为什么有效 + +- System prompt 保持稳定（不依赖具体流程） +- Skills 可以按场景加载（不同 SOP） +- 工具说明独立迭代 + +### 迁移建议 + +- System prompt 只写"你是谁 + 你知道什么 + 你的规则" +- 流程控制（HOW）用单独的 SOP 文件 +- 工具使用说明写在工具定义里 + +--- + +## 使用建议 + +### 高 ROI Pattern（优先迁移） + +| Pattern | ROI | 迁移成本 | 适用场景 | +|---------|-----|---------|---------| +| Pattern 1 (分层设计) | ⭐⭐⭐⭐⭐ | 中 | 所有 agent | +| Pattern 4 (Tone 规范) | ⭐⭐⭐⭐⭐ | 低 | CLI/终端 agent | +| Pattern 8 (Doing Tasks 规则) | ⭐⭐⭐⭐⭐ | 低 | 所有 agent | +| Pattern 5 (验证 Gate dynamic) | ⭐⭐⭐⭐ | 中 | 需要 gate 的 agent | +| Pattern 7 (工具描述分离) | ⭐⭐⭐⭐ | 中 | 多工具 agent | + +### 中 ROI Pattern（有 KV-cache 时迁移） + +| Pattern | ROI | 迁移成本 | 适用场景 | +|---------|-----|---------|---------| +| Pattern 2 (Section Memoization) | ⭐⭐⭐⭐ | 高 | 有 KV-cache 的 provider | +| Pattern 3 (Cache Break Detection) | ⭐⭐⭐ | 高 | 大规模部署 | +| Pattern 6 (Sticky Latch) | ⭐⭐⭐ | 中 | 有状态切换的 agent | +| Pattern 9 (Delta Attachment) | ⭐⭐⭐ | 高 | MCP/动态工具 | + +### 低 ROI Pattern（可选） + +| Pattern | ROI | 迁移成本 | 适用场景 | +|---------|-----|---------|---------| +| Pattern 10 (WHAT & WHY) | ⭐⭐⭐ | 低 | 已有 SOP 分离的项目 | + +--- + +## 参考源码位置 + +- `src/constants/prompts.ts` — 分层组装、boundary marker +- `src/constants/systemPromptSections.ts` — Section memoization +- `src/utils/promptCacheBreakDetection.ts` — Cache break 监控 +- `src/tools/*/prompt.ts` — 工具描述分离 + +--- + +## 已在本项目应用的 Pattern + +| Pattern | 本项目实现 | 状态 | +|---------|-----------|------| +| Pattern 1 | `SYSTEM.md` + `SOP.md` + dynamic layers | ✅ 已应用 | +| Pattern 4 | Tone 规则在 SYSTEM.md 外层 | ⚠️ 部分应用（无显式 Tone 层） | +| Pattern 5 | `describe` gate 在 SOP.md | ✅ 已应用 | +| Pattern 7 | 每个工具自带 description | ✅ 已应用 | +| Pattern 10 | SYSTEM.md (WHAT) + SOP.md (HOW) | ✅ 已应用 | + +待迁移：Pattern 2/3（KV-cache 优化）、Pattern 8（量化语气规则） \ No newline at end of file diff --git a/blog/src/content/posts/cli-agent-design.md b/blog/src/content/posts/cli-agent-design.md new file mode 100644 index 0000000..aaab347 --- /dev/null +++ b/blog/src/content/posts/cli-agent-design.md @@ -0,0 +1,628 @@ +--- +title: "CLI is All Agents Need——*nix Agent 设计宝典" +description: "当所有人在为 Agent 设计复杂的函数调用框架时，我发现一个 run(command) 就够了。Unix 50 年前的文本流哲学，天然适配 LLM 的 token 世界。" +pubDate: 2026-04-10 +tags: ["agent-architecture", "cli", "unix", "go"] +lang: "zh" +--- + +# CLI is All Agents Need — \*nix Agent 设计宝典 + +> CLI 是所有代理所需——\*nix 代理设计宝典 +> +> Why a single `run(command)` outperforms sprawling tool catalogs + +当所有人在为 Agent 设计复杂的函数调用框架时，我发现：一个 `run(command="...")` 就够了。 + +*本文由 AI Agent 协作完成，但每一个设计决策、每一次生产踩坑、以及把它们提炼成原则的思考过程，都是本人完成的。* + +--- + +## 1. 为什么是 \*nix + +Unix 在 50 年前做了一个设计决策：**一切皆文本流**。程序之间不交换复杂的二进制结构，不共享内存对象——它们通过文本管道沟通。小工具各司其职，通过 `|` 组合成强大的工作流。程序用 `--help` 描述自己，用 exit code 报告成败，用 stderr 传递错误上下文。 + +LLM 在 50 年后做了一个几乎相同的决策：**一切皆 token**。它只理解文本，只输出文本。它的"思考"是文本，它的"行动"是文本，它从世界获得的反馈也必须是文本。 + +这两个决策跨越半个世纪，从完全不同的出发点，收敛到了同一个接口模型。Unix 为人类终端操作者设计的文本系统——cat、grep、pipe、exit code、man page——对 LLM 来说不是"也能用"，而是**天然适配**。LLM 在工具使用这件事上，本质就是一个终端操作者，只不过它比任何人类都快，而且它的训练数据里有大量 shell 命令与 CLI 用例。 + +> 这就是 \*nix Agent 的核心哲学：不发明新的工具接口，把 Unix 已经验证了 50 年的设计直接交给 LLM。 + +--- + +## 2. 为什么只有一个 run + +### 2.1 单工具假说 + +主流 Agent 框架给 LLM 一堆独立工具： + +```bash +tools: [search_web, read_file, write_file, run_code, send_email, ...] +``` + +LLM 每次调用前要做工具选择——用哪个？参数怎么填？工具越多，选择越难，准确率越低。认知负荷花在了"选工具"上，而不是"解决问题"上。 + +我的做法：**一个 `run(command="...")`**，所有能力通过 CLI 命令暴露。 + +```bash +run(command="cat notes.md") +run(command="cat log.txt | grep ERROR | wc -l") +run(command="see screenshot.png") +run(command="memory search 'deployment issue'") +run(command="clip sandbox bash 'python3 analyze.py'") +``` + +LLM 仍然需要选择"用什么命令"，但这和"从 15 个不同 schema 的工具中选一个"是完全不同的认知任务。命令选择是在一个统一的 namespace 里做字符串组合——而函数选择是在多个不相关的 API 间做模式切换。 + +### 2.2 LLM 的 CLI 母语 + +为什么 CLI 命令比结构化函数调用更适合 LLM？ + +因为 LLM 的训练数据里，CLI 是最密集的工具使用范式。GitHub 上数十亿行代码充满了： + +```bash +# README 里的安装指南 +pip install -r requirements.txt && python main.py + +# CI/CD 里的构建脚本 +make build && make test && make deploy + +# Stack Overflow 里的解决方案 +cat /var/log/syslog | grep "Out of memory" | tail -20 +``` + +我不需要教 LLM 如何使用 CLI——它已经会了。这种熟悉度是概率性的、模型相关的，但在主流模型上经验证非常可靠。 + +对比两种方式完成同一个任务： + +``` +任务：读取日志文件，找出错误行数 + +函数调用方式（3 次 tool call）： +1. read_file(path="/var/log/app.log") → 返回完整文件 +2. search_text(text=, pattern="ERROR") → 返回匹配行 +3. count_lines(text=) → 返回数字 + +CLI 方式（1 次 tool call）： +run(command="cat /var/log/app.log | grep ERROR | wc -l") +→ "42" +``` + +一次调用替代三次。不是因为做了特殊优化——而是 Unix 管道天然支持组合。 + +### 2.3 让管道和链式执行成为可能 + +光有一个 `run` 不够。如果 `run` 只能执行单条命令，LLM 还是要多次调用才能完成组合任务。所以我在命令路由层实现了一个链式解析器（`parseChain`），支持四种 Unix 操作符： + +| 操作符 | 语义 | +|--------|------| +| `\|` | 管道：前一个命令的 stdout 作为后一个的 stdin | +| `&&` | 与链：前一个成功才执行后一个 | +| `\|\|` | 或链：前一个失败才执行后一个 | +| `;` | 顺序：无论前一个成败都执行后一个 | + +有了这个机制，LLM 的每一次 tool call 都可以是一个完整的工作流： + +```bash +# 一次 tool call：下载 → 查看 +curl -sL $URL -o data.csv && cat data.csv | head 5 + +# 一次 tool call：读文件 → 过滤 → 排序 → 取前 10 +cat access.log | grep "500" | sort | head 10 + +# 一次 tool call：尝试 A，失败则尝试 B +cat config.yaml || echo "config not found, using defaults" +``` + +N 个命令 × 4 种操作符，组合空间急剧扩大。而在 LLM 看来，这只是一个字符串——它已经从训练数据里学会了怎么写。 + +> **命令行就是 LLM 的母语工具接口。** + +--- + +## 3. 启发式设计：让 CLI 引导 Agent 顺滑工作 + +单工具 + CLI 解决了"用什么"的问题，但 Agent 还需要知道**"怎么用"**。它没有搜索引擎，没有同事可以问。我通过三个递进的设计手段，让 CLI 自身成为 Agent 的导航系统。 + +### 3.1 渐进式 `--help` 自发现 + +一个设计良好的 CLI 工具，用户不需要读文档就能上手——因为 `--help` 告诉了一切。我把同样的理念用在 Agent 身上，并且做成了**渐进式披露**：Agent 不需要一次加载所有文档，而是按需逐层深入。 + +#### 第零层：Tool Description → 命令列表注入 + +`run` 工具的 description 在每次对话开始时动态生成，列出当前所有已注册命令的一行摘要： + +``` +Available commands: +cat — Read a text file. For images use 'see'. For binary use 'cat -b'. +see — View an image (auto-attaches to vision) +ls — List files in current topic +write — Write file. Usage: write [content] or stdin +grep — Filter lines matching a pattern (supports -i, -v, -c) +memory — Search or manage memory +clip — Operate external environments (sandboxes, services) +... +``` + +Agent 从第一轮就知道有哪些能力，但不需要知道每个命令的所有参数——那会浪费上下文。 + +> **注：** 命令列表全量注入 vs 按需发现，随着命令增多这里存在上下文预算的权衡。目前还在探索更优的平衡方式，欢迎讨论。 + +#### 第一层：`command`（无参数）→ 命令用法 + +Agent 对某个命令感兴趣时，直接调用它。没给参数？命令返回自己的用法： + +``` +→ run(command="memory") +[error] memory: usage: memory search|recent|store|facts|forget + +→ run(command="clip") +clip list — list available clips +clip — show clip details and commands +clip [args...] — invoke a command +clip pull [name] — pull file from clip to local +clip push — push local file to clip +``` + +现在 Agent 知道 `memory` 有五个子命令，`clip` 可以 list/pull/push。只花了一次调用，没有多余信息。 + +#### 第二层：`command subcommand`（缺参数）→ 具体参数 + +Agent 决定用 `memory search`，但不确定参数格式？继续深入： + +``` +→ run(command="memory search") +[error] memory: usage: memory search [-t topic_id] [-k keyword] + +→ run(command="clip sandbox") +Clip: sandbox +Commands: + clip sandbox bash + + +
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