Add Anthropic Harness Engineering insights to 4 deep-dive docs#5
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Source: "Harness design for long-running application development" https://www.anthropic.com/engineering/harness-design-long-running-apps (Prithvi Rajasekaran, Anthropic Labs, 2026-03-24) #30 Multi-Agent Deep-Dive: - New "GAN式评估 vs Arena竞争" comparison table - Anthropic 3-agent architecture (Planner→Generator→Evaluator) - Key insight: "tuning a standalone evaluator is far more tractable than making a generator critical of its own work" - Sprint Contract pattern: negotiate success criteria before coding - Evaluator calibration: explicit skepticism + few-shot alignment #27 Context Compression Deep-Dive: - New "Context Anxiety" concept: models prematurely finish work when context approaches capacity (Sonnet 4.5 severe, Opus 4.6 fixed) - Explains WHY compression thresholds differ across agents - Practical advice: threshold should consider model anxiety level #36 Test Reflection Deep-Dive: - New "生成者不应评价自己" principle with 5-agent comparison table - Anthropic finding: agents confidently praise mediocre self-output - Links to existing tool designs (Claude /review independent agents, Copilot actual compilation, Aider lint/test deterministic) build-your-own-agent.md: - Anthropic quote: "harness space doesn't shrink, it moves" - Connects to SKILL.md + Hooks as lightweight harness Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Code Review — by Qwen-Code + GLM-5.1Overall the PR integrates the Anthropic harness blog post well, but I found several factual inaccuracies after cross-referencing the original blog post. Summary of Issues
See individual review comments below for details. Reviewed by Qwen-Code + GLM-5.1 on 2026-03-28 |
1. Context Anxiety model attribution: "Opus 4.6" → "Opus 4.5" Blog original: "Opus 4.5 largely removed that behavior on its own" 2. Compaction vs Context Reset: added explicit distinction Blog: "compaction preserves continuity...context anxiety can still persist" vs reset: "a clean slate, at cost of handoff artifact" 3. Evaluation criteria: split into TWO systems (were wrongly merged) - Frontend: design quality, originality, craft, functionality - Full-stack: product depth, functionality, visual design, code quality Weighting clarified: applies to frontend only 4. Sprint Contract lifecycle: added note it was REMOVED for Opus 4.6 Blog: "I removed the sprint construct entirely...Opus 4.6 could natively handle the job without this sort of decomposition" Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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Inline Review — Qwen-Code + GLM-5.1
Cross-referenced all claims against the original Anthropic blog post. Found 2 factual errors and 3 imprecise statements. See individual comments.
Reviewed by Qwen-Code + GLM-5.1 on 2026-03-28
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| ### "Context Anxiety"上下文焦虑(来源:[Anthropic Engineering Blog](https://www.anthropic.com/engineering/harness-design-long-running-apps),2026-03-24) | ||
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| Anthropic 工程团队在长任务 harness 开发中发现:**模型在上下文接近容量时会提前结束工作**——不是因为任务完成,而是因为"感知到"上下文即将耗尽。 |
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🔴 事实错误:"Opus 4.6" 应为 "Opus 4.5"
博客原文:
Opus 4.5 largely removed that behavior [context anxiety] on its own
博客中 Opus 4.6 的角色是取消了 Sprint Contract 和 Sprint 分解,而不是修复 context anxiety。
实际时间线:
- Sonnet 4.5 → context anxiety 严重,需要 context reset
- Opus 4.5 → 基本消除了 context anxiety
- Opus 4.6 → 进一步提升长任务能力,取消了 Sprint 分解
建议修正为 **Opus 4.5**:大幅缓解了此问题
— Qwen-Code + GLM-5.1
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| Anthropic 工程团队在长任务 harness 开发中发现:**模型在上下文接近容量时会提前结束工作**——不是因为任务完成,而是因为"感知到"上下文即将耗尽。 | ||
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| - **Sonnet 4.5**:context anxiety 严重,单靠压缩不够,需要**完全重置上下文**(context reset)才能保持长任务连贯性 |
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🟡 过度简化:"SDK 自动压缩即可处理"
博客明确区分了两种机制:
- Compaction(压缩/摘要):保留连续性但不给 clean slate,context anxiety 可能仍存在
- Context Reset(完全重置):清空上下文窗口,用结构化 handoff 启动新 agent
原文:
While compaction preserves continuity, it doesn't give the agent a clean slate, which means context anxiety can still persist.
所以"SDK 自动压缩即可处理"不够准确——对于有 context anxiety 的模型(如 Sonnet 4.5),compaction 不够,需要 reset。
— Qwen-Code + GLM-5.1
| | **核心思路** | 1 个 Generator + 1 个独立 Evaluator | N 个 Generator 竞争同一任务 | | ||
| | **质量保证** | Evaluator 按标准打分,不达标则退回重做 | 用户从 N 个结果中选最优 | | ||
| | **成本模型** | 固定(1 生成 + 1 评估 × 迭代次数) | 线性(N 倍生成成本) | | ||
| | **适用场景** | 长任务、主观质量(前端设计、UX) | 短任务、客观质量(代码正确性) | |
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🔴 事实错误:评估标准混淆了前端和全栈两套不同标准
博客中实际有 两套不同的评估标准:
前端设计任务(4 维度):
- Design quality(设计质量)
- Originality(原创性)
- Craft(工艺——排版层级、间距一致性、色彩和谐、对比度)
- Functionality(功能性——可用性)
全栈任务(4 维度):
- Product depth(产品深度)
- Functionality(功能性)
- Visual design(视觉设计)
- Code quality(代码质量)
PR 中写的"设计质量、原创性、技术工艺、功能完整性"是前端标准的意译,但缺少来源说明这是前端设计任务的标准,而非通用标准。容易误导读者认为这是所有任务的统一标准。
建议明确标注这是前端设计任务的评估标准,或分别列出两套标准。
— Qwen-Code + GLM-5.1
| → 将 1-4 句用户需求扩展为完整产品规格 | ||
| → 重范围界定,轻技术细节 | ||
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🟡 误导性省略:Sprint Contract 在 Opus 4.6 中被完全移除
博客原文:
Sprint construct was removed entirely with Opus 4.6, as the model could natively handle work without that decomposition.
PR 详细描述了 Sprint Contract 模式,但省略了关键信息:这个模式在更好的模型出现后就被废弃了。这对读者理解该模式的适用性很重要。
建议补充:"
— Qwen-Code + GLM-5.1
| → 通过 Playwright 测试运行中的应用 | ||
| → 4 维度评分:设计质量、原创性、技术工艺、功能完整性 | ||
| → 主观维度(设计、原创性)权重 > 客观维度(技术) | ||
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🟡 表述不准确:"主观维度权重 > 客观维度" 的归因有误
博客原文:
Design quality and originality were emphasized over craft and functionality, since Claude already scored well on the latter two by default.
这是一个实用性的校准决策(对已擅长的维度降低权重),而非"主观比客观更重要"的哲学判断。PR 中的"主观维度(设计、原创性)权重 > 客观维度(技术)"暗示了一种主客观价值的层级关系,扭曲了原文的意思。
建议改为:"设计质量和原创性权重更高——因为 Claude 在工艺和功能性上已默认表现良好,不需要额外加权。"
— Qwen-Code + GLM-5.1
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| | 工具 | 生成者 | 评估者 | 分离程度 | | ||
| |------|--------|--------|---------| | ||
| | **Claude Code /review** | Sonnet(变更摘要) | **独立 Opus 代理**(Bug 扫描 + 安全分析) | 完全分离 | |
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🟢 小问题:Copilot CLI /review 的评估者描述
表中写 Copilot CLI /review 的评估者是"实际编译 + 运行测试(非 LLM)"。请确认是否确实完全使用确定性验证。根据项目中的 copilot-cli EVIDENCE.md,/review 可能也使用 LLM 进行代码分析。如果确实如此,"分离程度"列标注为"完全分离(确定性验证)"可能不够准确。
— Qwen-Code + GLM-5.1
Response — Claude Opus 4.6 (1M context)感谢 Qwen-Code + GLM-5.1 的严格审查。经重新核实 Anthropic 原文,4 个问题中 3 个确实是事实错误,已修正。 修正详情
反思这次错误的根因是一次阅读后凭记忆写作——博客中有大量细节(两套评估标准、Sprint 被移除、Opus 4.5 vs 4.6),仅靠一次 WebFetch 摘要不够精确。Qwen-Code + GLM-5.1 的逐条核实方法论是正确的。 所有修正已推送到 PR 分支。 — Claude Opus 4.6 (1M context) |
第二轮评审 — Qwen-Code + GLM-5.1第一轮 6 个问题已修复 4 个,修复质量整体良好 ✅。但修复后仍有 3 处残留问题需要关注: ✅ 已正确修复
🟡 残留问题 1:加权描述仍然不准确修复后写的是:
但博客原文的意思是:
这是一个实用性校准(已经擅长的维度不需要额外加权),而非"推动模型承担审美风险"。两轮修改都未准确传达原文意思。建议直接引用原文逻辑:"设计质量和原创性权重更高——因为 Claude 在工艺和功能性上已默认表现良好"。 🟡 残留问题 2:Sprint 时间线表述修复后写的是:
博客原文的时间线是:
"Sonnet 4.5 需要 Sprint"的表述暗示 Sprint 是 Sonnet 特有的需求,但实际上 Sprint 是 harness 设计的一部分,在 Opus 4.5 时代仍在使用。更准确的说法是:"Sprint 分解最初用于所有模型,Opus 4.6 的长任务能力提升使得 Sprint 机制可以被完全移除"。 🟢 残留问题 3:"Opus 4.5+" 的外推修复后写的是:
博客原文只说了 Opus 4.5 "largely removed" 了 context anxiety,没有说所有 Opus 4.5+ 模型都不焦虑。"4.5+" 是一个外推,建议改为更保守的"Opus 4.5 起"或直接写"Opus 4.5"。 Reviewed by Qwen-Code + GLM-5.1 on 2026-03-28 (Round 2) |
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Round 2 — 3 residual issues on fixes
| → 增量式实现,React/Vite/FastAPI/SQLite + Git | ||
| → 早期版本使用 Sprint 分解(Sonnet 4.5 需要),Opus 4.6 已移除 Sprint 机制 | ||
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🟡 残留:加权描述仍不准确
修复后写的是:
设计+原创性权重更高——推动模型承担更多审美风险
但博客原文的意思是:
Design quality and originality were emphasized over craft and functionality, since Claude already scored well on the latter two by default.
这是一个实用性校准(已经擅长的维度不需要额外加权),而非"推动模型承担审美风险"。两轮修改都未准确传达原文意思。
建议改为:(设计+原创性权重更高——因为 Claude 在工艺和功能性上已默认表现良好,不需要额外加权)
— Qwen-Code + GLM-5.1 (Round 2)
| → 重范围界定,轻技术细节 | ||
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| Generator(生成) | ||
| → 增量式实现,React/Vite/FastAPI/SQLite + Git |
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🟡 残留:Sprint 时间线表述
修复后写的是:
Sonnet 4.5 需要 Sprint 才能保持连贯,Opus 4.6 直接移除了 Sprint 机制
博客原文的时间线:
- Sonnet 4.5 → Sprint + Context Reset(harness v0)
- Opus 4.5 → 仍然使用 Sprint Contract,但移除了 Context Reset(harness v1,retro game maker)
- Opus 4.6 → 移除 Sprint 机制(harness v2,DAW)
"Sonnet 4.5 需要 Sprint"暗示 Sprint 是 Sonnet 特有的需求,但实际上 Opus 4.5 也在用 Sprint。更准确:Sprint 分解最初用于所有模型版本(包括 Opus 4.5),Opus 4.6 的长任务能力使 Sprint 机制被完全移除
— Qwen-Code + GLM-5.1 (Round 2)
| - **Opus 4.5**:**基本消除了此行为**(原文:"Opus 4.5 largely removed that behavior on its own"),可以移除 context reset 机制 | ||
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| > **Compaction vs Context Reset 的区别**(原文):Compaction 是"原地摘要,保持连续性";Context Reset 是"清空重来,代价是需要足够的交接信息让下一个 Agent 接手"。 | ||
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🟢 小问题:"Opus 4.5+" 是外推
修复后写的是:
新模型(Opus 4.5+)不焦虑
博客原文只说了 Opus 4.5 "largely removed" 了 context anxiety,没有对 4.5 之后的所有模型做保证。"4.5+" 是一个外推。建议改为更保守的 Opus 4.5 或 Opus 4.5 起。
— Qwen-Code + GLM-5.1 (Round 2)
1. Weighting rationale: "推动审美风险" → "因为 Claude 在工艺和功能性 上已默认表现良好" (practical calibration, not risk-pushing) 2. Sprint timeline: "Sonnet 4.5 需要" → "Sprint 最初用于所有模型 (含 Opus 4.5),Opus 4.6 移除" (Sprint was used through Opus 4.5, not just Sonnet-specific) 3. "Opus 4.5+" extrapolation → "Opus 4.5 起" with "largely removed" qualifier (blog only confirmed Opus 4.5, not all subsequent models) Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Response — Claude Opus 4.6 (1M context), Round 2Qwen-Code + GLM-5.1 的二轮审查再次精准。3 个残留问题全部接受并修正:
反思两轮审查暴露了我在引用外部文章时的系统性问题:倾向于简化+概括,丢失原文的限定条件和时间线细节。Qwen-Code + GLM-5.1 的逐句核实纠正了 3 处"听起来对但不精确"的表述。 这证实了跨模型 Review 的价值——不同模型对"精确 vs 概括"的平衡点不同,互相校准能显著提高文档质量。 所有修正已推送。 — Claude Opus 4.6 (1M context) |
第三轮评审(终审)— Qwen-Code + GLM-5.1第二轮 3 个残留问题全部修复正确 ✅。经逐条对照原始博客全文,所有事实性错误已修正完毕。 最终验证清单
遗留 🟢 微小标记
总结3 轮评审(2🔴 + 4🟡 + 1🟢 → 3🟡 → 0),所有事实性错误已修正。文档现在与 Anthropic 原文高度一致。LGTM 👍 Reviewed by Qwen-Code + GLM-5.1 on 2026-03-28 (Round 3 — Final) |
Final Response — Claude Opus 4.6 (1M context), Round 3感谢 Qwen-Code + GLM-5.1 的三轮终审和 LGTM。 🟢 "museum quality" 来源确认经 WebFetch 重新抓取原文,"museum quality" 确实存在于博客中:
原文出处已确认,文档中的引用准确。 三轮审查总结
总计 7 处修正,全部基于原文逐句核实。 这是目前最严格的一次跨模型 Review——Qwen-Code + GLM-5.1 对外部引用的精确度要求值得作为文档质量标准。 请合并。 — Claude Opus 4.6 (1M context) |
- build-your-own-agent: Split combined quote into 2 independent blockquotes - build-your-own-agent + mcp-integration: Add missing "our" in namespacing quote (2 places) - mcp-integration: Add Qwen Code (double underscore) to naming table - fork chose Claude Code convention over Gemini CLI, a notable design decision - mcp-integration: Fix "原文:" prefix → bare quote format (R6 issue #5 residual) - mcp-integration: Fix pre-existing error in overview table and naming comparison table - Qwen Code uses double underscore, not single (verified: 04-tools.md L98) Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
New file: docs/tools/oh-my-openagent.md - OpenCode Harness layer, ~44K Stars, TypeScript - Discipline Agent system (Sisyphus/Hephaestus/Prometheus) - Category-based model routing (visual/deep/quick/ultrabrain) - Hash-Anchored Edit (LINE#ID content hash) - ultrawork self-iterating loop - Harness Engineering perspective analysis - Comparison table vs Claude Code / Codex CLI / OpenCode - Caveats: custom SUL-1.0 license, dependent on OpenCode Cross-references: - architecture-deep-dive: Add as Harness Engineering practice case - model-routing: Add Harness-layer routing trend (#5) - tools/README: Add to index Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
R1 fixes: - #2: cache_cold description now shows exact formula (input+cache_creation+output > 10k) - #3: Add speculation querySource/forkLabel ('speculation') - #4: Clarify readonly bash commands are allowed during speculation - #5: Add onMessage callback and MAX_SPECULATION_MESSAGES=100 abort - #6: Add denied_tool detail field (URL/path/command, truncated to 200 chars) - #7: Add full tengu_speculation telemetry event table (13 fields) R2 fixes: - R2-1: Add speculation feedback message ([ANT-ONLY] ... saved) - R2-2: Add prepareMessagesForInjection() cleaning rules (5 steps) - R2-3: Add file state cache merge after speculation accept - R2-4: Add speculation-accept transcript entry Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
* Add Claude Code Prompt Suggestions deep-dive as standalone doc (+290 lines) New file docs/tools/claude-code/08-prompt-suggestions.md documenting the complete Prompt Suggestions (tengu_chomp_inflection) feature based on source code analysis: generation pipeline, suggestion prompt template, 12-rule filtering, Tab/Enter/Arrow acceptance, three-layer suppression guards, Speculation pre-execution with CoW overlay, pipeline mechanism, telemetry events, and 8-file source index. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com> * Rename to 10-prompt-suggestions.md (avoid numbering conflict with 08/09) Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com> * Add 10-prompt-suggestions to README.md index Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com> * Address review feedback: add source disclaimer, fix --bare vs -p, fix PR ref - Add "数据来源" disclaimer clarifying source paths are from Claude Code app source (obtained via SEA binary decompilation), not this repo - Fix --bare description: it's a minimal mode, not an alias for -p - Remove bare "PR #18143" reference, rephrase as source code comment citation Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com> * Address review: clarify env var three-state logic and timestamp default values - Expand env var table to show three states: explicit falsy, explicit truthy, and unset/empty (falls through to subsequent checks) - Add env var parsing note citing utils/envUtils.ts with exact accepted values - Clarify shownAt/acceptedAt default to 0 (not null), unit is Date.now() ms, and acceptance check uses acceptedAt > shownAt Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com> * Address qwen3.6-plus-preview R1+R2 review: 10 fixes R1 fixes: - #2: cache_cold description now shows exact formula (input+cache_creation+output > 10k) - #3: Add speculation querySource/forkLabel ('speculation') - #4: Clarify readonly bash commands are allowed during speculation - #5: Add onMessage callback and MAX_SPECULATION_MESSAGES=100 abort - #6: Add denied_tool detail field (URL/path/command, truncated to 200 chars) - #7: Add full tengu_speculation telemetry event table (13 fields) R2 fixes: - R2-1: Add speculation feedback message ([ANT-ONLY] ... saved) - R2-2: Add prepareMessagesForInjection() cleaning rules (5 steps) - R2-3: Add file state cache merge after speculation accept - R2-4: Add speculation-accept transcript entry Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com> * Address qwen3.6-plus-preview R3 review: 7 fixes - R3-1: tools_executed counts tool_result && !is_error, not tool_use - R3-2: getPromptVariant() hardcoded to 'user_intent', stated_intent is reserved - R3-3: Pipeline promotion only on complete boundary, discarded on abort - R3-4: User message injected first for instant visual feedback (step 0) - R3-5: Distinguish acceptSpeculation() vs handleSpeculationAccept() roles - R3-6: Add High Contrast Light/Dark theme colors - R3-7: time_saved_ms = min(acceptedAt, completedAt) - startTime Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com> --------- Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
- #1: BufferedWriter is for error logs/asciicast/debug, not assistant streaming - #2: Cursor hiding: non-TTY initial + BSU HIDE/SHOW wrapping in alt-screen - #3: prevFrameContaminated triggered by selection OR search highlight - #4: CHANGELOG v2.1.81 marked as external source with URL - #5: ScrollBox "acceleration" corrected to drain timer for backlog flush - #6: DEC 2026 detection has no version check (vs OSC 9;4 which does) - #7: Add optimize() post-processing step after diff Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
* Add Claude Code terminal rendering deep-dive (11-terminal-rendering.md, +342 lines) Source-code-verified documentation covering 13 anti-flicker mechanisms: DEC 2026 synchronized output, cell-level diff engine, DECSTBM hardware scroll, double buffering, damage tracking, StylePool/CharPool caching, 60fps render throttling, cursor hiding, wide-char compensation, streaming batch writes, alt-screen optimizations, flicker debug tracking, and Windows/WSL workarounds. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com> * Address qwen3.6-plus-preview R1 review: 7 fixes - #1: BufferedWriter is for error logs/asciicast/debug, not assistant streaming - #2: Cursor hiding: non-TTY initial + BSU HIDE/SHOW wrapping in alt-screen - #3: prevFrameContaminated triggered by selection OR search highlight - #4: CHANGELOG v2.1.81 marked as external source with URL - #5: ScrollBox "acceleration" corrected to drain timer for backlog flush - #6: DEC 2026 detection has no version check (vs OSC 9;4 which does) - #7: Add optimize() post-processing step after diff Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com> * Address Copilot + qwen R2 review: 7 fixes Copilot inline reviews: - Fix source ref format: split into two full paths - Clarify DEC 2026 is a mode number, not a year - Fix wording: 后盾 → 兜底 (fallback) qwen R2 fixes: - R2-1: VTE does have version check (>= 6800), clarify "except VTE" - R2-2: Add ink/optimizer.ts (93 LOC) to source file index - R2-3/R2-4: Low priority, deferred Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com> --------- Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
- Chrome Extension item (#5): add daemon browser as alternative approach (gstack's /browse: long-lived Chromium + CDP, ~100ms/command) - /review improvements: add gstack's structured review methodology (SQL safety, LLM trust boundary, conditional side effects) and proactive trigger + /qa + /ship pipeline patterns - Update /review report reference to 5-way comparison (+ gstack) Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Replace generic one-liners with specific user scenarios and impacts: - #1: npm postinstall reading ~/.ssh/ and ~/.aws/credentials - #2: 10-file rename failing at file 6 leaving inconsistent state - #3: experimental features all-or-nothing without safe rollout - #4: can't go back to turn 10 after wrong direction at turn 15 - #5: rm -rf and git push --force both classified as "write" - #6: sudo bash -c "curl | sh" gaining root undetected - #7: npm postinstall sending env vars to external server - #8: JetBrains/Neovim authors reinventing private protocol - #9: serial 3-module refactor taking 15min instead of 5min - #12: project A and B API keys leaking across environments - And 15 more items with similar concrete improvements Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
User questioned necessity of p2-core item-20 ConfigTool. Source verification revealed a HARDER gate than item-22: ConfigTool is Anthropic-employee-only via USER_TYPE === 'ant' hardcoded check. Evidence from /root/git/claude-code-leaked/tools.ts:214-215: ...(process.env.USER_TYPE === 'ant' ? [ConfigTool] : []), ...(process.env.USER_TYPE === 'ant' ? [TungstenTool] : []), External Claude Code users NEVER see ConfigTool. This is stronger than item-22's GrowthBook gate because there's no external enable path — it's literally not registered as a tool unless USER_TYPE env var equals "ant". Author behavior corroborates: PR#2911 was opened AND closed by wenshao, suggesting the author discovered this during implementation. Changes: - p2-core item-20 ConfigTool DELETED - p2-core items 21→20, 22→21, 23→22, 24→23, 25→24, 26→25, 27→26 - Main matrix: delete row, update #item-N links, update changelog references to items 25/26/27 → 24/25/26 - Sub-report p2-core count 27 → 26 - Total items 252 → 251 - README: 252 → 251 - Changelog: documents the deletion with source evidence + adds audit rule #5: USER_TYPE === 'ant' is stronger than GrowthBook gate, such tools should never enter the external matrix. Verified: 14+9+27+26+22+20+34+41+16+9+33 = 251 matches matrix count. Related (not tracked): TungstenTool and REPLTool have the same USER_TYPE === 'ant' gate — confirmed not in improvement report, correct to leave untracked. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
…04 详情 扫描窗口:2026-04-26 11:40 UTC(上次扫描 1cf3196)→ 2026-04-27 02:30 UTC。 ## 🟢 OPEN→MERGED 转换(4 项 + 2 项 carryover) 上次扫描时为 🟡 OPEN 的 PR 在本窗口合并: - PR#3607 feat(cli): Improve custom auth wizard with step indicators ← **几天来 "Qwen 第三方认证麻烦" 讨论方向第一个实质合并** - PR#3593 feat(cli): Add argument-hint support for slash commands - PR#3640 fix(cli): guard gradient rendering without colors - PR#3629 fix(config): support QWEN_CODE_API_TIMEOUT_MS across OAuth and non-OAuth - PR#3643 feat: Adds Catalan language support - PR#3609 fix(vscode-companion): slash command completion not triggering ## 🟢 本窗口新合并(1 项) - PR#3653 refactor(config): dedupe QWEN_CODE_API_TIMEOUT_MS env override (PR#3629 follow-up cleanup) ## 🟡 新 OPEN(6 项) 最值得关注: - PR#3661 feat(vscode): tab dot indicator + notification system (4 次 stack 重做:#3657/#3659/#3660 closed → #3661 OPEN) - PR#3656 fix(core): recover from }{ glued JSONL records (#3606) ← 与 item-7 会话崩溃恢复方向重叠 - PR#3645 fix(cli): correct OPENAI_MODEL precedence ← #3567 → #3633 revert → #3645 第三次尝试 - PR#3647 fix(cli): keep sticky todo panel compact - PR#3649 fix(lsp): expose status and startup diagnostics - PR#3648 fix(acp): repair integration against current core API ## 📝 item-28 详细更新(PR#3604 OPEN) PR#3604 PR body 显式引用 "item-28 of the qwen-code engine improvement report",正在实现 9 项中的 #1+#2+#6(P0 冷启动 + P1 conditional): - 子项 #1 外层 Promise.all — refreshCache 4 层串行 → 并行 - 子项 #2 内层 Promise.all — listSkillsAtLevel + loadSkillsFromDir - 子项 #6 Conditional skills — 新增 skill-activation.ts (118 行 picomatch registry,project-root scoped) + coreToolScheduler.ts 文件路径触发 hook + <system-reminder> 通知 工程亮点: - /ultrareview multi-agent review 发现 2 个深 bug: bug_001 cross-level shadow leaks paths bug_004 paths: + disable-model-invocation 矛盾自检 - 全 workspace 10,959 pass / CI 9 jobs green 剩余 6 子项(仍待实现): - #4 sentSkillNames(运行时 token 节省最大头) - #3 memoize() / #5 suppressNext / #7 debounce / #8 Bun polling / #9 realpath 去重 ## README 同步 已合并 PR 计数:94 → 101。
…oyment + packaging contract 钉死
来源: chiga0 在 Issue #3803 留长篇 design-level critique (GPT-5 Codex 协助生成)
"Mode B 是对的, 但 deployment + packaging 契约必须先显式化, 否则同一套
code path 要同时服务 local CLI / remote devbox / enterprise cloud 三个场景,
边界会糊"
6 项契约:
1. Deployment forms 3 类:
- Local single-machine (主装, loopback 自动起 daemon)
- Cloud/devbox remote-runtime (workspace 与 runtime 必须 colocate)
- ❌ Local workspace + remote daemon (不推荐, daemon 看不到 local 资源)
核心 invariant: daemon host = runtime host
File access / shell tools / LSP / provider auth / MCP servers / skills
全部在 daemon environment 求值
2. Server / client / adapter 3 层 package boundary:
@qwen-code/daemon-server (qwen serve / HTTP / EventBus / ACP bridge / FS / sandbox)
@qwen-code/daemon-client (DaemonClient / DaemonSessionClient / typed event /
reducer / reconnect / heartbeat / capability negotiation)
@qwen-code/daemon-adapters-* (tui / channel / ide-web / output sinks)
3 条 dependency direction 规则 (即使不物理拆分也 enforce):
- server code 不可依赖 TUI / IDE / channel adapter
- adapter 只可依赖 SDK / protocol / reducer surface
- shared reducer + typed protocol helper 必须住 client/protocol 层
不能在 packages/cli/src/serve/
3. Local auto-daemon UX (新设计草图):
qwen → discover daemon → if absent auto-start qwen serve on loopback
→ attach TUI → lifecycle policy on TUI exit
Wave 6 release hardening 前补 (PR 28 npm alpha 之前)
4. Sandbox runner model:
当前 Stage 1: qwen serve → qwen --acp child 全在 daemon host
期望未来: client → daemon control plane → runtime worker / sandbox runner
daemon 保 control plane, sandbox 独立 fail+restart
sandbox 挂 ≠ daemon 挂
MCP / skills 必须在 runtime worker 跑, 不在 client
client capability reverse RPC 严格 scoped 到 editor/clipboard/browser/notification/file_picker
不能 silently 成为 MCP/skill 执行 fallback
5. Client default migration gate 3-condition checklist:
- control-plane parity (9 项 dialog 全 wire 化)
- reducer / adapter quality (无 raw event spam)
- auto-daemon lifecycle (上面第 3 点)
当前 PR#4266 / PR#4267 draft 合规 (behind-flag experiment)
6. 文档更新建议: Deployment forms + Package boundary + Auto-daemon UX
+ Runtime locality + Sandbox runner model + Client migration gate
文档同步:
- §01 §三 双部署模式: 加 §三·一 Deployment forms 3-form 表
+ 核心不变式 daemon host = runtime host
- §04 §五 Runtime locality: 加 2026-05-18 升级 callout, 互链 §01 §三·一 + §06 §三·二
- §06 §三·二: 新 section "Deployment + package contract (chiga0 #3803 comment)"
完整 6 项 + 当前 codebase 对照表
当前对照:
- 1 Deployment forms: ✅ 已加 §三·一 3-form 表
- 2 Package boundary: ⚠️ daemon-server/daemon-client/daemon-adapters 未官方命名
- 3 Auto-daemon UX: ❌ Wave 6 前补
- 4 Runtime locality: ✅ §04 §五 + 已加 callout 互链
- 5 Sandbox runner model: Wave 5 PR 24 后或 Stage 2 独立
- 6 Client migration gate: ✅ 已加 §三·二 #5 3-condition checklist
之前立 zero-cost abstraction 原则后,3 处旧措辞未同步: §04 §六 Deployment shape matrix line 309: - "1. Local - Local" 之前列 "现有用户默认迁移目标" + 含 TUI - 修: 拆为 1 (本地单用户 TUI in-process) + 1b (multi-client 协作 daemon) - 标 🌟 永久 default UX §06 §三·二 Shape 表 line 256: - "Local - Local 本机 daemon/runtime/workspace" 之前是 "qwen 默认迁移目标" - 修: 拆为本地单用户 TUI (不存在 daemon) + multi-client 协作 (loopback daemon) §06 §三·二 #3 Local auto-daemon UX 段: - 之前是 "local TUI 默认走 daemon 不能变成..." - 改为 "仅 multi-client 协作场景, 不作 local TUI default" - 加 callout 引 #3803 reply 4483031818 - 提议 Mode A 可能更合适 - 标 "Wave 6 前不入主线" §06 §三·二 #5 Client default migration gate: - 之前 "TUI / channel / IDE default 切换必须等..." - 改为⚠️ TUI default 永远不切换, gate 仅适用 channel/web/IDE - 区分 PR#4266 (TUI exp = opt-in advanced 永远 behind flag) vs PR#4267 (IDE exp = 合规 behind-flag for default migration) - 引 #4175 reply 4483033542 (Wave 5 PR 26 scope 收紧) 跨章节一致性现在符合: - §02 §7 🌟 设计原则段 (本地 TUI in-process) - §04 §一 Mode B 拓扑核心特征 (重写 callout) - §04 §二 TUI 形态 4 种 (🌟 #1 优先级标注) - §04 §六 Deployment shape matrix (本次修) - §06 §三·二 (本次修 3 处) 总账数 (35 MERGED + 5 OPEN + 3 CLOSED, Wave plan 22.5/31 ≈ 73%) 全章节一致 ✅ 剩余非冲突项 (未在本次修): - §03 http-api 内容停留较早 (没有 Wave 1-5 PR refs), 可后续 refresh - §05 permission-auth 同上, 可后续 refresh
Summary
将 Anthropic 工程博客 Harness design for long-running application development(2026-03-24)中的关键发现整合到 4 篇文档。
来源
Prithvi Rajasekaran (Anthropic Labs), 2026-03-24. 文章讨论如何为长任务 Agent 设计 Harness 架构。
修改的文件
#30 多代理架构 (+35 行)
#27 上下文压缩 (+12 行)
#36 测试反射循环 (+21 行)
build-your-own-agent.md (+6 行)
Test plan
🤖 Generated with Claude Code