[huangruiteng]

Goal And Delivered Outcome

• Outcome basis: move the Context Delivery blog's progressive/differential ablation evidence earlier, in both languages.
• Before → after: readers previously encountered the eight-task byte comparison and 18-hour ablations after the mechanism walkthrough. They now reach both immediately after the introduction, with the byte comparison first, then model-input/task-outcome ablation, then the walkthrough.
• Intended base: main; verified merge base 708ed0f9d0ba44d4733e4eb749ca37e8ca89c59d.

Author Declaration

• Written by: model_agent — OpenAI Codex.
• Specification: no separate written specification; the editorial request stated above is the basis.

Criterion	Disposition	Path / evidence
Surface progressive and delta evidence before mechanisms	implemented	Both blog/context-delivery/index.html and blog/zh/context-delivery/index.html; rendered opening and TOC order
Preserve experimental values, sources and limitations	implemented	All original tables, charts and captions unchanged; all existing anchors retained; cohort/provenance text and counterexamples remain present
Keep the early evidence readable	implemented	Three scannable byte-summary bullets; full tables available through native details controls; cohort qualifications and the ablation interpretation remain outside collapsed tables

Scope And Continuation

Complete within this scope. Static article HTML only: no runtime, benchmark execution, scoring, dataset, shared stylesheet or publication workflow changes. No new experimental result is claimed. One identical duplicated release/disable paragraph is consolidated without dropping its instructions. No successor is needed for this editorial slice; merge and deployment remain separate.

Validation

• Tested revision: 9997f5c0454eaf68905a861fad15e669a57e815e.
• Run state: finished.
• Input classes: public_fixture.

Check kind	Result	Public-safe evidence / limitation
static	passed	git diff --check; public-boundary scan of added lines
integration	passed	node examples/blog-bilingual-index-smoke.mjs — bilingual links, chart references and eight-task arithmetic
integration	passed	node examples/frontstage-share-bundle-smoke.mjs — complete static export, bilingual blog and public-boundary checks; the initial missing-dependency attempt was rerun successfully after preparing dependencies
static	passed	node apps/presentation/site/scripts/seo-smoke.mjs against the assembled share bundle — canonical targets, assets and metadata
regression_parity	passed	Compared base/head table and figure/caption HTML byte-for-byte as unordered collections; all existing IDs retained, no duplicates; both packaged article files exactly match reviewed source HTML
manual	passed	Browser inspection of both languages at desktop/narrow widths; both data sections precede mechanisms; 390px table expansion retains all nine rows and constrains horizontal scrolling to the table, not the page

Coverage: publication structure and static delivery are exercised. Existing measurements were not rerun, and this PR does not validate a new causal or performance claim. No backend or runtime change requires qualification here.

Frontend / Visual Evidence

• UI impact: changed — article ordering, TOC ordering and native details controls.
• Before: 40740e3434870e9c2b51d7e9650b5b1948d9aeb6 (article files unchanged by the intervening main commits).
• After: 9997f5c0454eaf68905a861fad15e669a57e815e.
• Boundary: browser-rendered static public article, not an installed runtime or a deployed-site readback. The assembled export was separately checked to contain byte-identical article HTML. No public branch preview is available yet.
• Viewports: desktop 1440×1000; narrow 390×844. The existing title/hero is retained; narrow first-viewport composition is intentionally unchanged. The results viewport below shows the actual reordered content.
• Source data: public_fixture — existing published article and charts only.
• Attention review: lead with research evidence rather than a long mechanism tour; summarize the two distinct wake cohorts explicitly; keep first-read bytes separate from episode model input. Detailed tables can be expanded without pushing the entire mechanism walkthrough farther down. Counterexamples, source limitations and one-step image enlargement remain accessible.
• Craft review: reuse existing article typography, chart assets and details/table-scroll styles; no added cards, colors, motion or decorative labels. Loading/error/permission behavior is unchanged.

First viewport — desktop before / after

First viewport — narrow before / after

Reordered results — desktop / narrow

Type of Change

• Documentation update

LoopX Area

• Public docs or presentation surface

Shared-authority RFC fixture impact

N/A — no authority, runtime, RFC or fixture semantics changed.

Boundary Checklist

• No private state, credentials, raw trajectories, internal links or local machine paths in the diff or public evidence.
• No duplicated benchmark execution or new performance claim.
• Change scoped to the editorial request; no paired RFC changed.
• Visual evidence is embedded above; one-run captures are not committed.
• The commit has a DCO Signed-off-by trailer.

[loopx-agent]

Reviewer: model_agent | gpt-6.1-sol | OpenAI | runtime_reported | reasoning_effort=max

APPROVE：准确 head 9997f5c0454eaf68905a861fad15e669a57e815e 未发现阻断项。完成整个 PR 的独立审查；最重要的边界是“研究结果更早可读”，而不是新增了模型节省或性能因果证据。

动机 / Motivation

读者打开中英文 Context Delivery 文章，想先判断渐进读取和差分交付有什么证据、适用范围与反例。

旧版先展开语音任务和机制，八题字节对照及 18 小时消融靠后；新版在两段导言后先给字节对照、再给消融，随后继续原机制说明。

实测两版的结果段已前移，八题和合计行、消融负向观察、来源及复现入口均可读取，原表格与图注没有改变。 本次只改变静态文章的阅读次序与详细表格展开方式，不新增实验、运行时开关或已安装收益声明。

旧顺序要求读者先经过很长的机制讲解才看到实证。只改目录能缩短跳转，但仍保留正文的机制优先顺序；这次把已有结果整体前移，并将逐项表格放入就地展开入口，是完整且可回退的编辑改进。没有要求补做一次研究来证明这项排版调整。

改动思路 / Approach

复用既有静态页面、原生 details/summary 与 table-scroll 样式即可完成编辑目标，没有引入新的状态、脚本或运行时决策 owner。 当前 PR 只重排两篇文章、增加两处原生表格披露并合并一段逐字重复的发布/关闭说明；发布与部署分别验收。

我从不可变基线 708ed0f9d0ba44d4733e4eb749ca37e8ca89c59d 对比整个两文件 diff，同时检查未改动的 blog.css、双语目录、公开聚合 JSON 与静态导出调用。五张表格、四组 figure/图注在各语言内均与基线逐字节相同，所有旧 id 仍在且没有重复；较大行数主要来自整段搬移。既有发布/关闭段落由重复两次变为完整保留一次，没有缩短其 off、trial、unsupported host 或安装/采用边界。

默认路径为“导言 → 八题字节对照 → 分层消融及限制 → 机制 → 复现”。表格展开是浏览器本地阅读状态，不会启动模型、注册工作或写入控制面。无需增加控制器、异步数据加载或第二套表格组件。

具体改动 / Changes

依据已接受的 docs/development/design.md，固定 spec_revision 为 708ed0f9d0ba44d4733e4eb749ca37e8ca89c59d；独立的编辑请求见本 PR 的 Goal And Delivered Outcome。设计契约没有在此 PR 中改写。

criterion_id	当前 head 的判断与证据
earn-the-users-attention	implemented：结果、单位和两种唤醒组在机制之前出现；未把首读字节大小解释为整轮模型输入。1200px 基线/新头次序对照及当前宽窄屏实际页面支持此判断。
explanations-on-demand	implemented：两处原生披露保留完整表格；关键口径和不能作因果推断的说明仍在表外。键盘 Space 折叠、Enter 展开和表格区域方向键滚动均实际执行。
populated-page-review	implemented：检查真实长篇中英文文章的默认、展开与页尾复现区域；覆盖 1440×1000 和 390×844 的实际页面，并读取展开后的三条反例。

关键代码讲解（静态 HTML）

• #results 与八题摘要：八题对照位于消融之前，三条摘要分别保留 213 次全组唤醒、112 次周期内续跑，以及同一续跑组的首读正文/CLI 比例。公开 JSON 独立求和得到 22,408,690 / 7,285,951 / 4,488,335 B，Progressive 为 32.51395%；约 12.53 MB 的续跑分母仍明确为已四舍五入的另一个组。
• details 八题表：新增容器只控制披露，不改变八道题和合计行。原生汇总检查在基线和 head 都通过；分别删去英文或中文首条任务行后，同一检查准确拒绝 8 != 9。真实 HTTP 浏览也看到突变副本缺行，而原 head 展开后有完整九行。
• 中文消融披露：完整保留早窗 +304.7%、进程 stdout 增幅和跨题 Historical Grid 反例。桌面展开与窄屏末行均检查过；不能将控制包裁剪率等同模型输入节省的正文仍在披露外。
• 既有共享样式：继续使用 focus-visible 和 overflow-x，不新增 CSS 或脚本。390px 页面宽度仍为 390px，八题表可在约 302px 的区域内浏览原 880px 表格；没有通过缩小正文隐藏问题。

仓库经验提示文档变更也要判断用户结果：这里采用“先读现有契约、再走实际阅读路径”的建议。其旧 RFC 案例没有成为本 PR 的结论，也没有额外要求本次交付恢复运行时或证明记忆收益。

对主干的风险 / Risks

主要风险是搬移时丢行、改变分母，或把负向观察藏得难以发现。我对完整基线/head 做了表格、figure、锚点和脚本/样式比较；浏览器展开、键盘回收和缺行突变提供了独立检查。原有历史测量、源码日期、版本与安装采用区别仍保留。本次没有修改通用 schema、配额、调度、授权、benchmark 阈值或自动加载的 Agent 指令；局部 results id 不构成新的共享词汇。

验证	结果与边界
node examples/blog-bilingual-index-smoke.mjs	PASS，10 对文章；包括已有的配对导航及图表事件口径负例。
基线/head 与两种缺行突变	PASS / 预期拒绝；两版真实 HTML 完整行数均恢复为九行，缺行不会被“折叠正常”掩盖。
标准 canary premerge --from-git-diff --git-diff-base 708ed0f9d0ba44d4733e4eb749ca37e8ca89c59d	PASS，4 项直接检查、3 项 canary 全通过；不是整仓全量测试或合并许可。
实际静态导出与 SEO	PASS，完成导出及 28 个 canonical sitemap 目标检查；两篇输出与评审源码逐字节一致。首次导出因缺少网站依赖失败，补齐既有锁文件依赖后成功，原失败保留；未改源文件或降低断言。
两文件原生 public boundary scan	PASS，扫描完整两篇文章，0 error / 0 warning。

导出验证使用独立输出目录；未运行会删除固定共享临时输出目录的整份 share-bundle smoke，相关文章路径由实际导出、内容一致性与 SEO 检查覆盖。两次浏览器探针分别因缩写 aria 标签和假定文字间距失败，按当前 DOM 修正后完成；这是评审探针错误，没有归因为产品缺陷。没有查询、轮询或等待 GitHub CI。

我的整体评价 / Verdict

这项编辑目标已实现；long_horizon 为 preserved，文章没有改变工作继续、失败恢复或证据采用规则；user_experience 为 improved，读者先看到结果和限制，再决定是否阅读机制。结果先于机制进入阅读主线；两张详细表默认折叠，展开后保留完整行与范围说明。正文维持 16px，表格沿用 14px；窄屏八题表在自身区域滚动，反例表仍可完整阅读。

复用既有静态页面、原生 details/summary 与 table-scroll 样式即可完成编辑目标，没有引入新的状态、脚本或运行时决策 owner。 当前 PR 只重排两篇文章、增加两处原生表格披露并合并一段逐字重复的发布/关闭说明；发布与部署分别验收。 现有重复说明的合并是本次适度的简化；没有必要为两篇本就成对维护的文章另建数据或组件层。未验证部署后网站、Safari/Firefox 或真实读者理解效果；没有重跑归档研究，截图与源文一致不能证明新的因果收益。

本结论覆盖该静态编辑切片；没有继承历史 PR 批准，没有为原实验新增可信度，也不授予合并、部署或安装权限。发布前仍需准确 head 读回与独立的合并条件检查。

English verdict: APPROVE 9997f5c; no blocking finding. Bilingual result ordering, complete data, native disclosure, static export and affected local gates verified; deployment and new experimental benefit remain unverified.