From 4fb7c7a9fd46fc7cac4521cdba894352c113128c Mon Sep 17 00:00:00 2001
From: ydflow <314143294+ydflow@users.noreply.github.com>
Date: Mon, 19 Oct 2026 17:18:07 +0800
Subject: [PATCH] =?UTF-8?q?test:=20=E5=A2=9E=E5=8A=A0=E6=B7=B1=E5=BA=A6?=
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Content-Transfer-Encoding: 8bit

---
 .github/workflows/pr.yml                      |   5 +-
 ...42\350\257\225\350\257\264\346\230\216.md" |  93 +++
 ...00\345\216\206\350\257\201\346\215\256.md" | 153 +++++
 docs/benchmarks/evidence/2026-10-19/README.md |  41 ++
 .../2026-10-19/Trail-20261019-evidence.zip    | Bin 0 -> 320443 bytes
 .../benchmarks/evidence/2026-10-19/audit.json | 364 ++++++++++++
 .../2026-10-19/correctness-checks.json        |  26 +
 .../evidence/2026-10-19/manifest.json         |  73 +++
 docs/benchmarks/evidence/2026-10-19/pairs.csv |  31 +
 .../2026-10-19/preflight-trials.jsonl         |   1 +
 .../evidence/2026-10-19/summary.json          | 534 ++++++++++++++++++
 .../evidence/2026-10-19/trials.jsonl          |  66 +++
 .../evidence/2026-10-19/validation.json       |   9 +
 scripts/bench/README.md                       |  47 ++
 scripts/bench/audit-research-fetch.test.ts    |  42 ++
 scripts/bench/audit-research-fetch.ts         | 112 ++++
 scripts/bench/research-fetch.ts               | 208 +++++++
 scripts/bench/tsconfig.json                   |   5 +
 scripts/bench/verify-research-citations.ts    |  51 ++
 19 files changed, 1860 insertions(+), 1 deletion(-)
 create mode 100644 "docs/benchmarks/2026-10-19-Trail-\346\200\247\350\203\275\346\225\260\346\215\256\351\235\242\350\257\225\350\257\264\346\230\216.md"
 create mode 100644 "docs/benchmarks/2026-10-19-Trail-\346\200\247\350\203\275\350\241\245\346\265\213\344\270\216\347\256\200\345\216\206\350\257\201\346\215\256.md"
 create mode 100644 docs/benchmarks/evidence/2026-10-19/README.md
 create mode 100644 docs/benchmarks/evidence/2026-10-19/Trail-20261019-evidence.zip
 create mode 100644 docs/benchmarks/evidence/2026-10-19/audit.json
 create mode 100644 docs/benchmarks/evidence/2026-10-19/correctness-checks.json
 create mode 100644 docs/benchmarks/evidence/2026-10-19/manifest.json
 create mode 100644 docs/benchmarks/evidence/2026-10-19/pairs.csv
 create mode 100644 docs/benchmarks/evidence/2026-10-19/preflight-trials.jsonl
 create mode 100644 docs/benchmarks/evidence/2026-10-19/summary.json
 create mode 100644 docs/benchmarks/evidence/2026-10-19/trials.jsonl
 create mode 100644 docs/benchmarks/evidence/2026-10-19/validation.json
 create mode 100644 scripts/bench/README.md
 create mode 100644 scripts/bench/audit-research-fetch.test.ts
 create mode 100644 scripts/bench/audit-research-fetch.ts
 create mode 100644 scripts/bench/research-fetch.ts
 create mode 100644 scripts/bench/tsconfig.json
 create mode 100644 scripts/bench/verify-research-citations.ts

diff --git a/.github/workflows/pr.yml b/.github/workflows/pr.yml
index c6d59a3..8e328a8 100644
--- a/.github/workflows/pr.yml
+++ b/.github/workflows/pr.yml
@@ -38,7 +38,9 @@ jobs:
       - name: Install dependencies
         run: bun install --frozen-lockfile
       - name: Typecheck
-        run: bun run typecheck
+        run: |
+          bun run typecheck
+          bun node_modules/typescript/bin/tsc --project scripts/bench/tsconfig.json
 
   focused-tests:
     name: Focused tests
@@ -70,6 +72,7 @@ jobs:
             awk -F/ '
               /^packages\/[^/]+\// { print $1 "/" $2 }
               /^apps\/electron\// { print "apps/electron" }
+              /^scripts\/bench\// { print "scripts/bench" }
             ' /tmp/changed-files.txt | sort -u
           )
 
diff --git "a/docs/benchmarks/2026-10-19-Trail-\346\200\247\350\203\275\346\225\260\346\215\256\351\235\242\350\257\225\350\257\264\346\230\216.md" "b/docs/benchmarks/2026-10-19-Trail-\346\200\247\350\203\275\346\225\260\346\215\256\351\235\242\350\257\225\350\257\264\346\230\216.md"
new file mode 100644
index 0000000..2bea842
--- /dev/null
+++ "b/docs/benchmarks/2026-10-19-Trail-\346\200\247\350\203\275\346\225\260\346\215\256\351\235\242\350\257\225\350\257\264\346\230\216.md"
@@ -0,0 +1,93 @@
+# Trail 性能数据：面试说明与追问
+
+## 30 秒版本
+
+> 这组数据来自我为 Trail 补建的真实接口基准。研究 Runner 按策略选择数据能力，最多同时执行 4 项。我用同一套代码加串行执行闸门作为对照，固定 AAPL 价值分析、NVDA 风险复核、MSFT 成长分析三个任务，每个任务测 10 对，交替执行顺序。只计从开始取数到进入综合阶段的时间。30 对样本的两组中位数是 4.54 秒和 1.34 秒，降低约 70%。全部 220 次正式能力调用成功，成对的数据哈希一致。我保存了脚本、日志、环境与原始快照。这不包含模型综合时间，也不是一个历史串行版本到新版本的发布效果。
+
+这里的“我”应对应你实际审阅、理解并能维护的工作；本次脚本和实验由 Codex 在授权下执行，不能因有证据包就声称独立手写全部项目。
+
+## 1. 这组数字是不是模拟出来的？
+
+不是人工 `sleep` 模拟接口延迟。调用项目已有 Longbridge 真实适配器和本机 CLI，返回公开金融数据。只有计时后的报告综合使用本地规则，不请求付费模型。`payloads/` 保存实际取回的数据，`trials.jsonl` 保存逐次轨迹。
+
+2 秒的样本间隔用于控制请求节奏，发生在测量结束之后，不加入两组耗时。
+
+## 2. 你改了什么才变快？
+
+本次没有修改生产取数代码，验证的是已有并发调度相对串行执行的收益。最早相关 Runner 提交已经是 4 路并发，所以不能编造“我发现历史串行瓶颈并改掉”的经历。本次新增工作是性能基准与可审计证据。如果面试官问原模块由谁设计，应按本人真实开发过程回答。
+
+## 3. 串行对照是不是故意加延迟？
+
+没有人为给接口增加耗时。串行 Executor 使用 FIFO 互斥闸门，每次只有一个真实能力调用进入相同的 `super.run`；前一个完成就立即放行下一个，模拟依次等待请求结果的执行方式。并发组使用同一 Runner 原有 worker 池。排队时间计入取数总耗时，不是从单项耗时里手动求和捏造总时间。
+
+## 4. 为什么能并行？
+
+这三个策略中各个能力使用相同的证券标识，取财报、估值、新闻或 K 线时不依赖另一工具的返回值，所以可以并发。报告综合需要这些输入，因此在 worker 全部结束后才进行。若后续工具依赖前一步结果，就不能直接放进同一批无依赖并行任务。
+
+源码：`packages/shared/src/research/runner.ts` 的 `CONCURRENCY`、worker 循环和 `Promise.allSettled(workers)`。最多 4 路，有 3 项任务时实际只能同时执行 3 项。
+
+## 5. 为什么不是严格快 4 倍？
+
+串行时间近似各任务耗时之和；一批互相独立的并行任务接近最慢任务加调度成本。请求时间不一样，网络、CLI 进程启动、服务端调度及资源争用都会影响结果；成长策略只有 3 项，也没有 4 倍上限空间。4 是并发数上限，不是性能承诺。
+
+## 6. 测了多少次？成功率是什么？
+
+3 个固定任务，每个任务 10 对，每对两次运行，共 60 次正式运行。另有每任务一对预热，共 6 次，不入统计。正式调用数是 `4×20 + 4×20 + 3×20 = 220`，全部成功。
+
+可以说“本次 60 次正式运行均完成”，不能用这个小样本声称系统长期 100% 成功。最初综合策略预检有 2 项失败，已保留，不能省略后扩大到所有策略。
+
+## 7. 为什么用中位数？70.4% 怎么算？
+
+网络耗时会波动，中位数用于描述本次固定工作负载下的典型耗时，原始最小/最大值和均值也都提供。
+
+两组各 30 次的中位数为 4540.24945 ms 和 1344.13440 ms：
+
+`1 − 1344.13440 / 4540.24945 = 70.395142%`。
+
+70.4% 是“两组中位数之比”的降幅，不是每对降幅的平均值。逐对降幅中位数为 68.2%，统计量不同，并不矛盾。
+
+## 8. 三个任务长度不同，合并会不会误导？
+
+所以报告同时列出逐任务结果。每任务各占 10 对，没有让某个任务数量更多。价值分析降低 70.9%，风险复核 69.4%，成长分析 64.0%。合并 70.4% 只适用于这个等量任务集合；不能说每个任务都降低了 70.4%。
+
+## 9. 怎么知道不是少取数据才变快？
+
+两组使用同一策略和输入，检查计划能力都执行成功、传给综合器的数据包包含全部能力，并检查实际内容。独立审计要求财报三类报表均有数值，新闻非空且有标题/时间，EPS 有数值，K 线有数值价格。
+
+30 对的完整规范化数据哈希全部一致，说明这次短会话里，两组交付给后续流程的数据内容一致。哈希相等证明内容相同，不证明供应商数据绝对正确或最新。
+
+## 10. 是不是缓存导致并发更快？
+
+本次不启用应用级缓存和自动重试，并平衡先串行/先并发的顺序，避免每次总由后一组享受预热。每次新建 Router，但仍不能控制 CLI 或供应商服务端缓存。全部快照在本次会话中保持不变，也符合财务等低频数据的特征。
+
+因此只能报告本次真实调用条件下的结果；要回答完全冷缓存或跨日期稳定效果，需要另外设计实验，本轮没有这项证据。
+
+## 11. 模型生成报告也快了 70% 吗？
+
+没有测这个。计时止于 `synthesizing` 状态，模型综合的耗时不在分母。当前使用本地规则综合器，不能证明真实模型耗时、质量或 token 成本改善。模型如果很慢，取数阶段的改进对完整用户等待时间的占比可能较小。
+
+## 12. Planner 是 LLM 自主规划吗？
+
+本次验证的路径是 `strategyId → 预设能力列表 → 输入构建 → 有界 worker 池`。它是策略驱动的确定性编排，不能把这次结果说成验证了任意问题的模型自主拆解与动态工具选择。公司对比也不在这三个单标的任务中。
+
+## 13. 引用可追溯是什么意思？是不是答案一定正确？
+
+Runner 给报告分节附 `capabilityId`、`runId`、`fetchedAt` 和可用的 `instrumentId`。本次检查引用对应到实际成功的能力运行，另存 3 份完整实时报告，11 条引用都可沿运行 ID 找到数据。
+
+它证明来源记录的关联，不证明所有自然语言因果结论正确，也不证明模型的 confidence 已校准。不能把引用映射通过写成“模型准确率 100%”。
+
+## 14. 失败、超时和取消怎么办？
+
+现有 Executor 将失败、不可用和取消折叠为运行记录，Runner 等待 workers 后给出 completed/partial/failed 等状态。单能力超时上限 20 秒，最大 worker 数 4。正式实验保留所有尝试，只有两组都完成且校验通过的完整对才纳入性能统计，同时报告失败分母。
+
+本次相关源码测试验证了超时、取消及部分失败路径；联网性能样本没有触发这些异常，所以不能把单元测试通过描述为线上故障恢复已被长时间验证。预检失败未修复。
+
+## 15. 面试官现场要求复现时怎么做？
+
+展示 `manifest.json` 的基线 SHA、环境和协议，打开 `pairs.csv` 看逐次样本，运行离线审计重新计算结果；需要联网复测时按 `scripts/bench/README.md` 使用新目录，不覆盖原证据。
+
+新运行可能因接口、授权或网络改变而不同。保留新结果并解释范围，不为了得到 70.4% 修改校验或删除慢样本。
+
+## 自检
+
+不看答案，自己画出“策略 → worker → Executor → Router → CLI → 综合 → 引用”的路径，并解释为什么计时止于综合前。如果还解释不清 FIFO 闸门、数据哈希、中位数与两组对照的区别，应先练会再把数字放进简历。
diff --git "a/docs/benchmarks/2026-10-19-Trail-\346\200\247\350\203\275\350\241\245\346\265\213\344\270\216\347\256\200\345\216\206\350\257\201\346\215\256.md" "b/docs/benchmarks/2026-10-19-Trail-\346\200\247\350\203\275\350\241\245\346\265\213\344\270\216\347\256\200\345\216\206\350\257\201\346\215\256.md"
new file mode 100644
index 0000000..d5702bb
--- /dev/null
+++ "b/docs/benchmarks/2026-10-19-Trail-\346\200\247\350\203\275\350\241\245\346\265\213\344\270\216\347\256\200\345\216\206\350\257\201\346\215\256.md"
@@ -0,0 +1,153 @@
+# Trail：Deep Research 数据获取补测与简历证据
+
+测试日期：2026-10-19。项目仅限 `D:\folio\Trail`。生产源码基线：`324dc4ed958f73a0637a68e2e3d2334a6d7d1ba9`。
+
+**可用结论：在本机、真实 Longbridge 接口、3 个固定策略与标的组合的 30 对测试中，现有最多 4 路并发的数据获取中位耗时为 1.344 秒，串行对照为 4.540 秒，按两组中位数计算降低 70.4%。**
+
+这组新数据替代原简历中无法核实的“9.6s → 5.2s、降低 46%”。它不是对旧数据的追认，也不是完整 Deep Research 报告生成速度、生产 SLA 或模型质量指标。
+
+## 1. 问题背景
+
+原简历数字缺少可定位的测试脚本、版本、计时边界和原始样本。计算 `(9.6-5.2)/9.6` 确实约为 46%，但计算成立不能证明两个输入值真实。
+
+本轮在 Trail 当前相关文档、脚本及研究 Runner 历史中进行核查，没有定位到支撑原数字的实验记录。本轮不引用 ResearchTrail 的任何实现或结果。
+
+## 2. 方案决策
+
+使用真实 `ResearchRunner → CapabilityExecutor → 能力定义 → createRouterFetchers → ProviderRouter → LongbridgeFinancialDataProvider → Longbridge CLI`，不重写一个假执行器来模拟性能。
+
+主实验保持生产 Runner 的 4-worker 池不变。串行组通过注入 Executor 的 FIFO 闸门，只让一个真实能力调用进入相同的 `CapabilityExecutor.run`；并发组不加串行闸门。两组使用相同能力、输入、超时、数据源和后续本地综合器。
+
+串行组是本次实验对照。研究 Runner 最早相关提交 `73fb860` 已有 `CONCURRENCY = 4`，当前可见历史不能支持“原实现是串行，我后来改成并行”的故事。历史文件及提交列表已保存到证据目录。
+
+预检先跑 NVDA 综合策略，16 项中 14 项成功、2 项失败：
+
+- `market.intraday`：`item.price.toFixed is not a function`。
+- `research.events`：适配层返回 `Longbridge request failed`；本轮未查明下层原因，不将其推断为网络、权限或服务端故障。
+
+正式测量前，将范围固定为已有可用的价值分析、风险复核、成长分析。事件驱动与完整综合策略不在成功结论中。预检失败已原样保留，没有当作快速返回的性能成绩，也没有通过修改业务代码绕过失败。
+
+## 3. 个人动作
+
+本轮用户授权后，由 Codex 完成源码核查、基准脚本、真实接口调用、原始记录保存、独立复算及面试材料整理。没有修改生产 Runner、能力定义或数据适配器，没有提交、推送或发布。
+
+新增脚本在 `scripts/bench/`。本轮可明确对应的工作是：建立性能证据、检查对照公平性、验证数据与引用完整性。既有模块的实际设计和个人负责范围仍应按原开发记录说明，不因补测而扩大归属。
+
+## 4. 交付状态
+
+**已完成本机真实接口技术验证。** 60 次正式运行全部完成，30 对均满足比较条件；220 次正式能力调用成功、0 次失败。另有 6 次预热运行，不计入性能统计。
+
+额外做了 3 次实时正确性运行，共 11 次能力调用；保存完整能力记录、综合输入、报告和引用映射，11 条分节引用均能关联本次产生的成功能力记录。这 3 次运行不混入性能样本。
+
+本轮模型调用为零：使用项目已有 `LocalResearchSynthesizer` 在取数计时之后完成报告流程。未验证真实大模型的事实正确性、投资结论质量、置信度校准或长篇报告效果。
+
+本地相关验证为 34 项测试通过、0 失败；基准脚本及其传递依赖的 TypeScript 检查通过。完整命令和日志保存在正式证据目录 `validation.json`、`validation-tests.log` 与 `validation-typecheck.log`。这些是本地定向检查，不是全量 CI、桌面 E2E 或生产验收。
+
+## 5. 落地范围
+
+正式测量时间：北京时间 2026-10-19 16:36:55—16:42:16（manifest 保存 UTC 原时间）。
+
+环境：Windows 10.0.26100、AMD Ryzen 9 7945HX、约 15.7 GiB 内存、Bun 1.4.2、Longbridge CLI 0.30.0。普通桌面环境，未隔离系统后台负载；测量期间也有轻量源码检查与编译检查，不将结果描述为专用性能实验室数据。
+
+| 固定任务 | 能力集合 | 每组正式次数 |
+|---|---|---:|
+| AAPL.US / value | profile、valuation、financials、dividends | 10 |
+| NVDA.US / risk-review | kline、financials、ratings、news | 10 |
+| MSFT.US / growth | valuation、financials、earnings | 10 |
+
+每任务先预热一对，再正式测 10 对。轮换任务顺序，每个任务各有 5 对先串行、5 对先并发。每次运行后间隔 2 秒，不计入耗时。没有失败重试、补跑替换或手动删除样本。
+
+计时边界：`fetching` 回调至 `synthesizing` 回调，使用 `performance.now()`。包含计划解析、调度和工具取数，不包含模型规划、模型综合、UI 呈现、Runner 构造、持久化检查点写盘和样本间隔。哈希、语义校验与快照写盘放在计时之后。
+
+应用级缓存关闭，Router 默认不启用重试、熔断与缓存；只注册 Longbridge，无其他供应商或演示数据回退。CLI 和远端服务自身缓存状态不可控，不能声称测试完全消除了缓存影响。所有任务只取公开数据，没有访问持仓、余额、私人账户或交易操作。
+
+## 6. 效果证据
+
+下表均为每组耗时的中位数，采用未舍入值计算下降比例：
+
+| 固定任务 | 有效配对 | 串行对照 | 现有并发 | 降低比例 |
+|---|---:|---:|---:|---:|
+| AAPL 价值分析 | 10 | 4.557s | 1.328s | 70.9% |
+| NVDA 风险复核 | 10 | 4.821s | 1.475s | 69.4% |
+| MSFT 成长分析 | 10 | 3.429s | 1.235s | 64.0% |
+| 三任务等量合并 | 30 | **4.540s** | **1.344s** | **70.4%** |
+
+合并结果的原始值为 4540.24945 ms 与 1344.13440 ms：
+
+`(4540.24945 - 1344.13440) / 4540.24945 × 100 = 70.395142%`。
+
+串行范围 3.181—5.182s，并发范围 1.194—2.242s。两组均值分别为 4.272s、1.398s。不能把中位数降幅称为“平均降幅”；逐对降幅的中位数是 68.2%，它是另一个统计量。
+
+固定任务内的配对 bootstrap（10,000 次、种子 20261019）得到中位数降幅约 68.4%—71.4% 的 95% 区间，仅描述本次会话内部波动，不覆盖跨机器、跨网络或跨日期变化。本报告不以这一区间承诺普遍性能。
+
+独立审计结果：
+
+- 30 对都满足两组全部成功、相同计划、数据语义检查通过、分节引用关联检查通过。
+- 正式 220 次能力调用均成功，日志中的 220 条分节来源关联检查均通过。
+- 所有 30 对的完整规范化数据哈希均一致。66 次含预热运行共产生 11 份不同的公开数据快照，数据未在本次短会话中发生变化；这支持两组工作量可比，也说明不能据此声称覆盖了高频变化行情或不同缓存状态。
+- 独立检查财报 IS/BS/CF 三类报表存在数值字段，K 线存在数值收盘价，新闻具有标题与时间，EPS 具有数值。数据内容检查不是对财务信息真伪或时效性的外部核验。
+- 从实际开始/结束时间重算并发：串行组峰值 1，value/risk-review 组峰值 4，growth 组峰值 3，没有超过生产上限。
+- 统计从 `trials.jsonl` 独立复算，与 `summary.json` 一致；快照及计时源码哈希校验通过。
+
+证据位置（相对仓库根目录）：
+
+| 文件 | 用途 |
+|---|---|
+| `artifacts/research-fetch-live-20261019/manifest.json` | 版本、环境、协议、源码哈希 |
+| `artifacts/research-fetch-live-20261019/trials.jsonl` | 66 次含预热运行的逐次记录 |
+| `artifacts/research-fetch-live-20261019/pairs.csv` | 30 对原始耗时与下降比例 |
+| `artifacts/research-fetch-live-20261019/audit.json` | 独立复算与审计结论 |
+| `artifacts/research-fetch-live-20261019/payloads/` | 实时取回的公开数据快照 |
+| `artifacts/research-fetch-live-20261019/source-snapshot/` | 实际计时使用的关键源码版本 |
+| `artifacts/research-fetch-preflight-20261019/` | 16 项综合策略预检及两项失败 |
+| `artifacts/research-fetch-correctness-20261019/` | 3 次额外实时正确性验证与完整报告 |
+
+计时完成后，当前脚本新增了“自动保存源码快照”和“失败返回非零退出码”，供未来复测使用。当前文件与计时版本因而存在这两处行政性差异；原测量版本完整保存在 `source-snapshot/scripts/bench/research-fetch.ts`，其哈希与 manifest 对应。现有数据及生产逻辑未因此改变。最初综合预检使用了更早的脚本版本，不能用正式测量的源码哈希替它作证明。
+
+## 7. 个人边界
+
+可以说“为 Trail 建立了可复现的性能对照”“验证最多 4 路并发在固定任务下的收益”。若实际负责该模块，也可以结合自己的开发记录说明设计与实现。
+
+不能把本次串行对照包装成真实历史版本；不能说“本轮将生产代码从串行改为并行”，因为本轮没有这项代码改动。Git 提交作者信息也不能单独证明手写范围或独立完成程度。
+
+源代码中的 Planner 是预设策略到能力列表的解析，非本轮已验证的 LLM 自主规划。单标的 ResearchRunner 测试也不能证明公司对比流程完成了同等验证。
+
+引用证明的是报告分节到工具运行记录的关联，不证明每条模型推理都正确；报告中的 confidence 字段也不是经校准的概率。
+
+## 8. 待补证据
+
+- 原 9.6s、5.2s 的历史出处仍未找到，应从简历中替换。
+- 综合策略的两项失败尚未修复，本轮不为它们宣称成功。
+- 未测真实模型综合、完整 UI 到报告的端到端耗时、持久化恢复写盘开销、公司比较、生产用户规模或长期稳定性。
+- 单会话 3 个固定组合，不能外推所有证券、策略、网络或供应商。
+- 原模块的个人设计和开发责任，需要用户自己的开发记录和理解支撑。本轮材料不补造过去的经历。
+
+## 9. 面试追问
+
+详见同目录 `2026-10-19-Trail-性能数据面试说明.md`。至少能现场说明计时边界、串行闸门、worker 池、相同工作量、失败分母、中位数计算、缓存边界及为什么不等于完整报告提速。
+
+## 升维迁移与候选简历表述
+
+原始可核验事实：Runner 已有最多 4 路并发；本次建立 30 对真实接口样本并保存数据快照和审计。
+
+升维动作：把孤立秒数改成“机制＋样本与口径＋真实效果＋可核验证据”，同时保留对照和范围。
+
+**建议采用：**
+
+> 为 Trail Deep Research 建立真实接口性能基准，覆盖 3 个固定研究任务、30 对测试；验证最多 4 路并发取数较串行对照将数据获取中位耗时由 4.54s 降至 1.34s（降低 70.4%），并保留逐次日志、数据快照与复现脚本。
+
+**若保留原工作流描述，可改为：**
+
+> Deep Research 投资研究工作流：基于预设研究策略编排行情、财务、估值及新闻工具，以最多 4 路并发获取数据并交由综合器生成报告；在 3 个固定任务、30 对真实接口测试中，数据获取中位耗时较串行对照降低约 70%（4.54s → 1.34s），报告分节关联底层工具运行记录。
+
+第二种写法仍需按本人实际负责范围使用，避免把整个仓库的能力都算作个人实现。项目经历中已有具体职责时，可选择更短的指标句：
+
+> 在 3 个固定任务、30 对真实接口测试中，验证并发取数较串行对照将数据获取中位耗时降低约 70%（4.54s → 1.34s）。
+
+不建议写“全流程提速 70%”“优化前 4.54s、优化后 1.34s”“准确率 100%”“自动研究所有场景”。
+
+## 复现与保管
+
+命令和协议详见 `scripts/bench/README.md`。在 Windows CMD 进入 Trail 后，使用新的输出目录运行测量和审计；先检查预检失败，再解释正式结果。真实接口的新测值出现波动是正常的，不能要求未来每次恰好得到 70.4%。
+
+`artifacts/` 被 Git 忽略。供 PR 长期核验的原始证据 ZIP、逐次日志、配对 CSV、汇总、审计及预检失败记录，已复制到 [evidence/2026-10-19/](evidence/2026-10-19/README.md)。ZIP 保持补测完成时的原始字节，包含完整数据快照、计时源码与逐文件 SHA-256 清单。解包后可以按清单验证文件内容，再运行离线审计。
diff --git a/docs/benchmarks/evidence/2026-10-19/README.md b/docs/benchmarks/evidence/2026-10-19/README.md
new file mode 100644
index 0000000..3e3f048
--- /dev/null
+++ b/docs/benchmarks/evidence/2026-10-19/README.md
@@ -0,0 +1,41 @@
+# 2026-10-19 Trail 真实接口性能证据
+
+本目录固定保存这次测量的可核验结果。测试基线为 `324dc4ed958f73a0637a68e2e3d2334a6d7d1ba9`；新增的基准脚本及文档当时尚未提交，测量实际使用的版本另存于 ZIP 内的 `source-snapshot/`，以 manifest 哈希核对。
+
+## 结果与范围
+
+3 个固定任务、30 对测试，60 次正式运行，另有 6 次预热。正式 220 次能力调用成功，30 对完整规范化数据哈希一致。
+
+两组数据获取中位耗时：4540.24945 ms → 1344.13440 ms，降低 70.395142%（约 70.4%）。这是同一 Runner 的串行执行对照与现有最多 4 路并发的比较，不是历史发布前后效果，不包含真实模型综合或 UI。
+
+| 文件 | 内容 |
+|---|---|
+| [manifest.json](manifest.json) | 协议、环境、基线 SHA 和计时源码哈希 |
+| [trials.jsonl](trials.jsonl) | 66 次含预热运行的原始轨迹、数据哈希及校验标记 |
+| [pairs.csv](pairs.csv) | 30 对串行/并发原始耗时 |
+| [summary.json](summary.json) | 实验脚本汇总 |
+| [audit.json](audit.json) | 独立复算、内容及并发校验 |
+| [preflight-trials.jsonl](preflight-trials.jsonl) | 综合策略预检，14/16 成功，两项失败完整保留 |
+| [correctness-checks.json](correctness-checks.json) | 额外 3 次实时正确性验证，11 条引用映射通过 |
+| [validation.json](validation.json) | 测量阶段本地定向检查记录，34 项测试通过 |
+| [Trail-20261019-evidence.zip](Trail-20261019-evidence.zip) | 完整原始证据包：公开数据快照、逐文件清单、源码副本、验证日志和完整正确性报告 |
+
+ZIP SHA-256：`911cad12785451b02016d7c9d4adaf3f44471a421702b6ccd42c74ee5e2ae437`。
+
+ZIP 保留原始测量后的历史说明。其内文档、脚本不是 PR 后续更新版本；仓库中的当前文档增加了持久证据入口，当前脚本增加了源码快照保存、失败退出码及归档结果回归测试。原始测量数据没有被重写。
+
+## Windows PowerShell 离线核验
+
+从仓库根目录执行，不需要网络、Longbridge 授权或模型：
+
+```powershell
+Get-FileHash -LiteralPath 'docs/benchmarks/evidence/2026-10-19/Trail-20261019-evidence.zip' -Algorithm SHA256
+# 将解压目录名改为一个不存在的新目录，保留原始证据。
+Expand-Archive -LiteralPath 'docs/benchmarks/evidence/2026-10-19/Trail-20261019-evidence.zip' -DestinationPath 'artifacts/evidence-offline-check'
+bun run scripts/bench/audit-research-fetch.ts artifacts/evidence-offline-check/artifacts/research-fetch-live-20261019
+bun test ./scripts/bench/audit-research-fetch.test.ts
+```
+
+期望离线审计 `errors: []`、`payloadFailures: []`、`eligiblePairs: 30`，并复算相同中位数与比例。审计重写解压副本的 `audit.json` 时间戳，不改 ZIP。包内 `SHA256SUMS.json` 可用于逐文件检查，交付前已验证 60 个文件哈希。
+
+新一轮真实接口复测命令见 [scripts/bench/README.md](../../../../scripts/bench/README.md)。新值可以随环境而变化，不要求再次恰好得到 70.4%。
diff --git a/docs/benchmarks/evidence/2026-10-19/Trail-20261019-evidence.zip b/docs/benchmarks/evidence/2026-10-19/Trail-20261019-evidence.zip
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diff --git a/docs/benchmarks/evidence/2026-10-19/audit.json b/docs/benchmarks/evidence/2026-10-19/audit.json
new file mode 100644
index 0000000..63f9fc6
--- /dev/null
+++ b/docs/benchmarks/evidence/2026-10-19/audit.json
@@ -0,0 +1,364 @@
+{
+  "schema": "trail-research-fetch-audit/v1",
+  "auditedAt": "2026-10-19T08:42:26.300Z",
+  "errors": [],
+  "payloadFailures": [],
+  "measuredRuns": 60,
+  "warmupRuns": 6,
+  "eligiblePairs": 30,
+  "uniquePublicPayloads": 11,
+  "successfulCapabilityCalls": 220,
+  "failedCapabilityCalls": 0,
+  "sourceReferencesChecked": 220,
+  "sourceReferenceChecksAllPassed": true,
+  "serial": {
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+    "maxMs": 2242.4937999999966
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+  "pairedBootstrap95Pct": [
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+  "exactPayloadMatchPairs": 30,
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+}
\ No newline at end of file
diff --git a/docs/benchmarks/evidence/2026-10-19/correctness-checks.json b/docs/benchmarks/evidence/2026-10-19/correctness-checks.json
new file mode 100644
index 0000000..01c0c9c
--- /dev/null
+++ b/docs/benchmarks/evidence/2026-10-19/correctness-checks.json
@@ -0,0 +1,26 @@
+[
+  {
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+    "evidenceCount": 4,
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+    "numericDataValid": true
+  },
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+    "status": "completed",
+    "capabilities": 3,
+    "evidenceCount": 3,
+    "everyReferenceResolves": true,
+    "numericDataValid": true
+  }
+]
\ No newline at end of file
diff --git a/docs/benchmarks/evidence/2026-10-19/manifest.json b/docs/benchmarks/evidence/2026-10-19/manifest.json
new file mode 100644
index 0000000..901f1c4
--- /dev/null
+++ b/docs/benchmarks/evidence/2026-10-19/manifest.json
@@ -0,0 +1,73 @@
+{
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+  "trackedChangesAtStart": "",
+  "environment": {
+    "platform": "win32",
+    "release": "10.0.26100",
+    "arch": "x64",
+    "cpu": "AMD Ryzen 9 7945HX with Radeon Graphics        ",
+    "logicalCpus": 32,
+    "totalMemoryGiB": 15.68802261352539,
+    "bun": "1.4.2",
+    "node": "v26.3.0",
+    "longbridge": "longbridge 0.30.0",
+    "timezone": "Asia/Shanghai"
+  },
+  "sourceHashes": {
+    "packages/shared/src/research/runner.ts": "cf5d92e5e51d8e9a260a6ac78dcef8b9bb4f4b041604e6d5855f887b3b804477",
+    "packages/shared/src/research/planner.ts": "e53205e2c165b92cf9a43e12ed108cfd55d974cd5d7c2f6537e7e0f9cfa9c28f",
+    "packages/shared/src/capabilities/executor.ts": "cbc5bb919993b23be1b4e23767f7acf4c7b7d5801ef412f9dfc39dc7ffd417e5",
+    "packages/shared/src/strategies/presets.ts": "b53c63074e2be39b544041e50e0eee7be63922a3ecff47fe91c68a30401c6fef",
+    "packages/shared/src/providers/router.ts": "b603d13b93309ef9b843d74aaddd7284dd8fd3a24912d4616291d4ef041ba552",
+    "packages/shared/src/providers/router-fetchers.ts": "2fe5edbb176458f48ec8dd9168ce7d2266bbc01d735d72b4a21ac5ab0bfaec6c",
+    "packages/shared/src/providers/longbridge/adapter.ts": "0b7df3e3401e58407858491ebe2a66aef0eff2479891b3fc99c313753a1c5746",
+    "scripts/bench/research-fetch.ts": "46346cd207288674fd5e543c54df1baaeda45a3ac793bbadd393a0a026cb2c29"
+  },
+  "protocol": {
+    "preflight": false,
+    "repeats": 10,
+    "warmupPairsPerCase": 1,
+    "cooldownMs": 2000,
+    "cases": [
+      {
+        "id": "value-AAPL",
+        "symbol": "AAPL.US",
+        "strategyId": "value"
+      },
+      {
+        "id": "risk-review-NVDA",
+        "symbol": "NVDA.US",
+        "strategyId": "risk-review"
+      },
+      {
+        "id": "growth-MSFT",
+        "symbol": "MSFT.US",
+        "strategyId": "growth"
+      }
+    ],
+    "primaryMetric": "monotonic time from fetching status callback to synthesizing status callback; ms",
+    "comparison": "unchanged ResearchRunner: FIFO-gated CapabilityExecutor (one active call) vs native worker pool (four)",
+    "baselineIsHistoricalVersion": false,
+    "provider": "Longbridge only via production ProviderRouter/createRouterFetchers",
+    "appCache": "disabled (router default; no MarketDataService cache)",
+    "providerCache": "uncontrolled/unknown",
+    "retries": "none (router default one attempt)",
+    "capabilityTimeoutMs": 20000,
+    "synthesis": "local deterministic synthesizer AFTER primary timing; no remote LLM",
+    "excluded": [
+      "Electron/UI",
+      "model planning",
+      "LLM synthesis",
+      "durable checkpoint IO",
+      "broker/private account calls"
+    ],
+    "order": "alternate serial/parallel order by (round + caseIndex) parity; rotate case order each round",
+    "eligibility": "only matched pairs where BOTH runs and all capabilities succeed AND all semantic payload checks pass",
+    "failures": "every attempt retained; no retries, replacement, or selective deletion",
+    "payloadStorage": "public normalized data snapshots stored for equivalence audit; no auth/status output or account data",
+    "caseSelection": "Before paired measurement: comprehensive NVDA preflight failed market.intraday and research.events. Chose value/risk-review/growth presets using available capabilities; failures remain in separate preflight artifacts. No full-comprehensive or event-driven success claim."
+  }
+}
\ No newline at end of file
diff --git a/docs/benchmarks/evidence/2026-10-19/pairs.csv b/docs/benchmarks/evidence/2026-10-19/pairs.csv
new file mode 100644
index 0000000..5633068
--- /dev/null
+++ b/docs/benchmarks/evidence/2026-10-19/pairs.csv
@@ -0,0 +1,31 @@
+case_id,round,eligible,serial_ms,parallel_ms,reduction_pct,exact_payload_match
+value-AAPL,1,true,4668.169199999997,1424.3169000000016,69.48874732304043,true
+value-AAPL,2,true,4587.116500000004,1195.3412000000098,73.94133765732767,true
+value-AAPL,3,true,4353.385999999999,1229.6255000000092,71.75473298255635,true
+value-AAPL,4,true,4874.042300000001,1321.6437999999907,72.88403098184047,true
+value-AAPL,5,true,4724.4347000000125,1295.7318999999843,72.57382137168747,true
+value-AAPL,6,true,4809.862300000008,1332.6609000000171,72.29315899542456,true
+value-AAPL,7,true,4204.586299999995,1362.8900999999896,67.58563143299043,true
+value-AAPL,8,true,4298.91439999998,1332.3643000000156,69.00695905924476,true
+value-AAPL,9,true,4526.393700000015,1415.549699999974,68.72676585777394,true
+value-AAPL,10,true,4244.506599999964,1323.1083000000217,68.82774784706346,true
+risk-review-NVDA,1,true,5072.9444,2044.6770000000033,59.69447250397613,true
+risk-review-NVDA,2,true,5026.340800000005,1442.1893999999957,71.3073693689852,true
+risk-review-NVDA,3,true,4797.903399999996,1376.7719999999972,71.30471613913697,true
+risk-review-NVDA,4,true,5067.349900000001,1658.335699999996,67.27410317570539,true
+risk-review-NVDA,5,true,4843.681199999992,1508.7062999999907,68.8520726756337,true
+risk-review-NVDA,6,true,4557.736900000018,2242.4937999999966,50.798085778053846,true
+risk-review-NVDA,7,true,4616.210699999996,1643.5576,64.39595792280448,true
+risk-review-NVDA,8,true,4554.105199999991,1355.6079000000027,70.23327656111226,true
+risk-review-NVDA,9,true,5181.745700000029,1394.1953999999678,73.09409838464362,true
+risk-review-NVDA,10,true,4754.385899999994,1386.6858000000357,70.83354550584467,true
+growth-MSFT,1,true,3567.1229999999996,1269.1768999999986,64.42015315984342,true
+growth-MSFT,2,true,3655.652000000002,1238.973100000003,66.10801301655623,true
+growth-MSFT,3,true,3628.739600000001,1218.9438999999984,66.40861471569913,true
+growth-MSFT,4,true,3435.035999999993,1217.5664000000106,64.55447919614195,true
+growth-MSFT,5,true,3422.9114999999874,1384.6267999999982,59.548273450832625,true
+growth-MSFT,6,true,3337.5781000000134,1230.7159000000102,63.12548011985082,true
+growth-MSFT,7,true,3510.4874999999884,1466.8953000000038,58.21391473406447,true
+growth-MSFT,8,true,3266.6540000000095,1238.289999999979,62.09301627904347,true
+growth-MSFT,9,true,3387.052400000044,1208.6934000000474,64.31429876904085,true
+growth-MSFT,10,true,3180.60070000001,1193.6149000000441,62.47202926164104,true
diff --git a/docs/benchmarks/evidence/2026-10-19/preflight-trials.jsonl b/docs/benchmarks/evidence/2026-10-19/preflight-trials.jsonl
new file mode 100644
index 0000000..cd115ed
--- /dev/null
+++ b/docs/benchmarks/evidence/2026-10-19/preflight-trials.jsonl
@@ -0,0 +1 @@
+{"trialId":"measure-1-preflight-comprehensive-NVDA-parallel","startedAt":"2026-10-19T08:36:00.286Z","caseId":"preflight-comprehensive-NVDA","symbol":"NVDA.US","strategyId":"comprehensive","round":1,"warmup":false,"mode":"parallel","fetchMs":6062.5873,"wallMs":6065.6233,"status":"partial","planned":["market.quote","market.kline","market.intraday","market.depth","market.trades","market.capitalFlow","market.sentiment","market.status","company.profile","company.valuation","company.financials","company.dividends","company.earnings","company.ratings","research.news","research.events"],"completed":["market.kline","market.depth","market.quote","market.sentiment","market.status","market.capitalFlow","market.trades","company.profile","company.valuation","company.financials","company.dividends","company.earnings","company.ratings","research.news"],"failed":["market.intraday","research.events"],"maxActive":4,"traces":[{"capabilityId":"market.intraday","submittedMs":1030.7037,"startedMs":1030.7039,"finishedMs":2348.1716,"durationMs":1317.4677000000001,"status":"failed","error":"item.price.toFixed is not a function. (In 'item.price.toFixed(2)', 'item.price.toFixed' is undefined)","payloadValid":false},{"capabilityId":"market.kline","submittedMs":982.2531,"startedMs":982.2535,"finishedMs":2411.0545,"durationMs":1428.8010000000002,"status":"success","payloadHash":"5cff620db6abf710fa40da81318de09a2e4e44c2f5478be145488808f4557bdc","payloadFile":"payloads/5cff620db6abf710fa40da81318de09a2e4e44c2f5478be145488808f4557bdc.json","payloadValid":true,"emptyArray":false},{"capabilityId":"market.depth","submittedMs":1074.4313,"startedMs":1074.4317,"finishedMs":2458.5797,"durationMs":1384.1479999999997,"status":"success","payloadHash":"05a521c619c81a3038a53bb583c8c61c4f0b732bcd7b10d3694825c898b1c3d1","payloadFile":"payloads/05a521c619c81a3038a53bb583c8c61c4f0b732bcd7b10d3694825c898b1c3d1.json","payloadValid":true},{"capabilityId":"market.quote","submittedMs":927.5177,"startedMs":927.5179,"finishedMs":2504.2314,"durationMs":1576.7135,"status":"success","payloadHash":"24a00e97a5b04361cd3027e89a3d52d21314906f94dbaef7ad8901876517f5a9","payloadFile":"payloads/24a00e97a5b04361cd3027e89a3d52d21314906f94dbaef7ad8901876517f5a9.json","payloadValid":true},{"capabilityId":"market.sentiment","submittedMs":2459.0985,"startedMs":2459.0987,"finishedMs":3494.6014,"durationMs":1035.5027,"status":"success","payloadHash":"3de4d7b0f5c07e62f277658f36951e3332cace1cc840b4ddbed480f6210bd852","payloadFile":"payloads/3de4d7b0f5c07e62f277658f36951e3332cace1cc840b4ddbed480f6210bd852.json","payloadValid":true},{"capabilityId":"market.status","submittedMs":2504.8799,"startedMs":2504.8803,"finishedMs":3616.3931,"durationMs":1111.5128,"status":"success","payloadHash":"18e4f53172387ea023469455490327109c6d892b3cb5f210178b9d8afcc3a00f","payloadFile":"payloads/18e4f53172387ea023469455490327109c6d892b3cb5f210178b9d8afcc3a00f.json","payloadValid":true,"emptyArray":false},{"capabilityId":"market.capitalFlow","submittedMs":2412.0703,"startedMs":2412.0705,"finishedMs":3959.4299,"durationMs":1547.3594000000003,"status":"success","payloadHash":"53b6d5b5427e95ea5137dbfc268d6db61035d6387b9e9873a3de6c38c7c21078","payloadFile":"payloads/53b6d5b5427e95ea5137dbfc268d6db61035d6387b9e9873a3de6c38c7c21078.json","payloadValid":true},{"capabilityId":"market.trades","submittedMs":2348.2374,"startedMs":2348.2375,"finishedMs":4019.0692,"durationMs":1670.8316999999997,"status":"success","payloadHash":"cebb8f7728e022382a9f964351983056053b5dd8f8b2070b080b0512f06653ea","payloadFile":"payloads/cebb8f7728e022382a9f964351983056053b5dd8f8b2070b080b0512f06653ea.json","payloadValid":true,"emptyArray":false},{"capabilityId":"company.profile","submittedMs":3495.3156,"startedMs":3495.3158,"finishedMs":4518.5903,"durationMs":1023.2745,"status":"success","payloadHash":"7be6494e4b84b395e498a66380d85f4e1fe7be00d5db814ffb9bc525346af60c","payloadFile":"payloads/7be6494e4b84b395e498a66380d85f4e1fe7be00d5db814ffb9bc525346af60c.json","payloadValid":true},{"capabilityId":"company.valuation","submittedMs":3616.9476,"startedMs":3616.9478,"finishedMs":4747.2547,"durationMs":1130.3069000000005,"status":"success","payloadHash":"0c3c0dd6b6222da8fa13be7edba8fa36e6fa7339d230220d8fda6cd0c2aa771e","payloadFile":"payloads/0c3c0dd6b6222da8fa13be7edba8fa36e6fa7339d230220d8fda6cd0c2aa771e.json","payloadValid":true},{"capabilityId":"company.financials","submittedMs":3960.0926,"startedMs":3960.0929,"finishedMs":5170.8523,"durationMs":1210.7593999999995,"status":"success","payloadHash":"f47309dc805721a249589622aa4bb9fcf0d354e49886779616dc5055ecaba0cc","payloadFile":"payloads/f47309dc805721a249589622aa4bb9fcf0d354e49886779616dc5055ecaba0cc.json","payloadValid":true},{"capabilityId":"company.dividends","submittedMs":4019.8887,"startedMs":4019.889,"finishedMs":5221.2843,"durationMs":1201.3953000000001,"status":"success","payloadHash":"c7963b2157cead556ec99108035b3c1beb88c7b051a05fdc258639712d88a800","payloadFile":"payloads/c7963b2157cead556ec99108035b3c1beb88c7b051a05fdc258639712d88a800.json","payloadValid":true,"emptyArray":false},{"capabilityId":"research.events","submittedMs":5222.2525,"startedMs":5222.2527,"finishedMs":5319.8074,"durationMs":97.55469999999968,"status":"failed","error":"Longbridge request failed.","payloadValid":false},{"capabilityId":"company.earnings","submittedMs":4519.1271,"startedMs":4519.1273,"finishedMs":5562.0837,"durationMs":1042.9564,"status":"success","payloadHash":"145f4aa0d5f9d8d299331a93cf1cf6db518c10a2343e1eca53639185a76377f4","payloadFile":"payloads/145f4aa0d5f9d8d299331a93cf1cf6db518c10a2343e1eca53639185a76377f4.json","payloadValid":true,"emptyArray":false},{"capabilityId":"company.ratings","submittedMs":4747.7779,"startedMs":4747.7786,"finishedMs":6009.2654,"durationMs":1261.4868000000006,"status":"success","payloadHash":"cba9b867c5e2e357d5ea071e72a9841e57fb5ebccf324db033d393d8f3f7bb7a","payloadFile":"payloads/cba9b867c5e2e357d5ea071e72a9841e57fb5ebccf324db033d393d8f3f7bb7a.json","payloadValid":true},{"capabilityId":"research.news","submittedMs":5173.6106,"startedMs":5173.6109,"finishedMs":6988.8896,"durationMs":1815.2787000000008,"status":"success","payloadHash":"c7d9d1cbce8b5e31a39624d497ef825bfb0e121c581d16d8f46a46b3b004df3a","payloadFile":"payloads/c7d9d1cbce8b5e31a39624d497ef825bfb0e121c581d16d8f46a46b3b004df3a.json","payloadValid":true,"emptyArray":false}],"semanticPayloadsValid":false,"sourceAttributionValid":false,"evidenceCount":14,"sectionCount":16,"synthesisInput":{"plannedCapabilities":["market.quote","market.kline","market.intraday","market.depth","market.trades","market.capitalFlow","market.sentiment","market.status","company.profile","company.valuation","company.financials","company.dividends","company.earnings","company.ratings","research.news","research.events"],"bundleCapabilityIds":["market.kline","market.depth","market.quote","market.sentiment","market.status","market.capitalFlow","market.trades","company.profile","company.valuation","company.financials","company.dividends","company.earnings","company.ratings","research.news"]}}
diff --git a/docs/benchmarks/evidence/2026-10-19/summary.json b/docs/benchmarks/evidence/2026-10-19/summary.json
new file mode 100644
index 0000000..36d871b
--- /dev/null
+++ b/docs/benchmarks/evidence/2026-10-19/summary.json
@@ -0,0 +1,534 @@
+{
+  "finishedAt": "2026-10-19T08:42:16.702Z",
+  "measuredRuns": 60,
+  "warmupRuns": 6,
+  "completedRuns": 60,
+  "semanticValidRuns": 60,
+  "failureRuns": 0,
+  "eligiblePairs": 30,
+  "pairs": [
+    {
+      "caseId": "value-AAPL",
+      "round": 1,
+      "eligible": true,
+      "serialMs": 4668.169199999997,
+      "parallelMs": 1424.3169000000016,
+      "reductionPct": 69.48874732304043,
+      "samePayloadCapabilities": [
+        "company.profile",
+        "company.valuation",
+        "company.financials",
+        "company.dividends"
+      ],
+      "fullPayloadMatch": true
+    },
+    {
+      "caseId": "value-AAPL",
+      "round": 2,
+      "eligible": true,
+      "serialMs": 4587.116500000004,
+      "parallelMs": 1195.3412000000098,
+      "reductionPct": 73.94133765732767,
+      "samePayloadCapabilities": [
+        "company.profile",
+        "company.valuation",
+        "company.financials",
+        "company.dividends"
+      ],
+      "fullPayloadMatch": true
+    },
+    {
+      "caseId": "value-AAPL",
+      "round": 3,
+      "eligible": true,
+      "serialMs": 4353.385999999999,
+      "parallelMs": 1229.6255000000092,
+      "reductionPct": 71.75473298255635,
+      "samePayloadCapabilities": [
+        "company.profile",
+        "company.valuation",
+        "company.financials",
+        "company.dividends"
+      ],
+      "fullPayloadMatch": true
+    },
+    {
+      "caseId": "value-AAPL",
+      "round": 4,
+      "eligible": true,
+      "serialMs": 4874.042300000001,
+      "parallelMs": 1321.6437999999907,
+      "reductionPct": 72.88403098184047,
+      "samePayloadCapabilities": [
+        "company.profile",
+        "company.valuation",
+        "company.financials",
+        "company.dividends"
+      ],
+      "fullPayloadMatch": true
+    },
+    {
+      "caseId": "value-AAPL",
+      "round": 5,
+      "eligible": true,
+      "serialMs": 4724.4347000000125,
+      "parallelMs": 1295.7318999999843,
+      "reductionPct": 72.57382137168747,
+      "samePayloadCapabilities": [
+        "company.profile",
+        "company.valuation",
+        "company.financials",
+        "company.dividends"
+      ],
+      "fullPayloadMatch": true
+    },
+    {
+      "caseId": "value-AAPL",
+      "round": 6,
+      "eligible": true,
+      "serialMs": 4809.862300000008,
+      "parallelMs": 1332.6609000000171,
+      "reductionPct": 72.29315899542456,
+      "samePayloadCapabilities": [
+        "company.profile",
+        "company.valuation",
+        "company.financials",
+        "company.dividends"
+      ],
+      "fullPayloadMatch": true
+    },
+    {
+      "caseId": "value-AAPL",
+      "round": 7,
+      "eligible": true,
+      "serialMs": 4204.586299999995,
+      "parallelMs": 1362.8900999999896,
+      "reductionPct": 67.58563143299043,
+      "samePayloadCapabilities": [
+        "company.profile",
+        "company.valuation",
+        "company.financials",
+        "company.dividends"
+      ],
+      "fullPayloadMatch": true
+    },
+    {
+      "caseId": "value-AAPL",
+      "round": 8,
+      "eligible": true,
+      "serialMs": 4298.91439999998,
+      "parallelMs": 1332.3643000000156,
+      "reductionPct": 69.00695905924476,
+      "samePayloadCapabilities": [
+        "company.profile",
+        "company.valuation",
+        "company.financials",
+        "company.dividends"
+      ],
+      "fullPayloadMatch": true
+    },
+    {
+      "caseId": "value-AAPL",
+      "round": 9,
+      "eligible": true,
+      "serialMs": 4526.393700000015,
+      "parallelMs": 1415.549699999974,
+      "reductionPct": 68.72676585777394,
+      "samePayloadCapabilities": [
+        "company.profile",
+        "company.valuation",
+        "company.financials",
+        "company.dividends"
+      ],
+      "fullPayloadMatch": true
+    },
+    {
+      "caseId": "value-AAPL",
+      "round": 10,
+      "eligible": true,
+      "serialMs": 4244.506599999964,
+      "parallelMs": 1323.1083000000217,
+      "reductionPct": 68.82774784706346,
+      "samePayloadCapabilities": [
+        "company.profile",
+        "company.valuation",
+        "company.financials",
+        "company.dividends"
+      ],
+      "fullPayloadMatch": true
+    },
+    {
+      "caseId": "risk-review-NVDA",
+      "round": 1,
+      "eligible": true,
+      "serialMs": 5072.9444,
+      "parallelMs": 2044.6770000000033,
+      "reductionPct": 59.69447250397613,
+      "samePayloadCapabilities": [
+        "market.kline",
+        "company.financials",
+        "company.ratings",
+        "research.news"
+      ],
+      "fullPayloadMatch": true
+    },
+    {
+      "caseId": "risk-review-NVDA",
+      "round": 2,
+      "eligible": true,
+      "serialMs": 5026.340800000005,
+      "parallelMs": 1442.1893999999957,
+      "reductionPct": 71.3073693689852,
+      "samePayloadCapabilities": [
+        "market.kline",
+        "company.financials",
+        "company.ratings",
+        "research.news"
+      ],
+      "fullPayloadMatch": true
+    },
+    {
+      "caseId": "risk-review-NVDA",
+      "round": 3,
+      "eligible": true,
+      "serialMs": 4797.903399999996,
+      "parallelMs": 1376.7719999999972,
+      "reductionPct": 71.30471613913697,
+      "samePayloadCapabilities": [
+        "market.kline",
+        "company.financials",
+        "company.ratings",
+        "research.news"
+      ],
+      "fullPayloadMatch": true
+    },
+    {
+      "caseId": "risk-review-NVDA",
+      "round": 4,
+      "eligible": true,
+      "serialMs": 5067.349900000001,
+      "parallelMs": 1658.335699999996,
+      "reductionPct": 67.27410317570539,
+      "samePayloadCapabilities": [
+        "market.kline",
+        "company.financials",
+        "company.ratings",
+        "research.news"
+      ],
+      "fullPayloadMatch": true
+    },
+    {
+      "caseId": "risk-review-NVDA",
+      "round": 5,
+      "eligible": true,
+      "serialMs": 4843.681199999992,
+      "parallelMs": 1508.7062999999907,
+      "reductionPct": 68.8520726756337,
+      "samePayloadCapabilities": [
+        "market.kline",
+        "company.financials",
+        "company.ratings",
+        "research.news"
+      ],
+      "fullPayloadMatch": true
+    },
+    {
+      "caseId": "risk-review-NVDA",
+      "round": 6,
+      "eligible": true,
+      "serialMs": 4557.736900000018,
+      "parallelMs": 2242.4937999999966,
+      "reductionPct": 50.798085778053846,
+      "samePayloadCapabilities": [
+        "market.kline",
+        "company.financials",
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+}
\ No newline at end of file
diff --git a/docs/benchmarks/evidence/2026-10-19/trials.jsonl b/docs/benchmarks/evidence/2026-10-19/trials.jsonl
new file mode 100644
index 0000000..bc0281c
--- /dev/null
+++ b/docs/benchmarks/evidence/2026-10-19/trials.jsonl
@@ -0,0 +1,66 @@
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+{"trialId":"measure-10-risk-review-NVDA-parallel","startedAt":"2026-10-19T08:41:58.162Z","caseId":"risk-review-NVDA","symbol":"NVDA.US","strategyId":"risk-review","round":10,"warmup":false,"mode":"parallel","fetchMs":1386.6858000000357,"wallMs":1388.0439000000479,"status":"completed","planned":["market.kline","company.financials","company.ratings","research.news"],"completed":["market.kline","company.financials","company.ratings","research.news"],"failed":[],"maxActive":4,"traces":[{"capabilityId":"market.kline","submittedMs":302331.2577,"startedMs":302331.2578,"finishedMs":303439.0551,"durationMs":1107.7972999999765,"status":"success","payloadValid":true,"payloadHash":"5cff620db6abf710fa40da81318de09a2e4e44c2f5478be145488808f4557bdc","payloadFile":"payloads/5cff620db6abf710fa40da81318de09a2e4e44c2f5478be145488808f4557bdc.json","emptyArray":false},{"capabilityId":"company.financials","submittedMs":302373.0993,"startedMs":302373.0994,"finishedMs":303440.6038,"durationMs":1067.5043999999762,"status":"success","payloadValid":true,"payloadHash":"f47309dc805721a249589622aa4bb9fcf0d354e49886779616dc5055ecaba0cc","payloadFile":"payloads/f47309dc805721a249589622aa4bb9fcf0d354e49886779616dc5055ecaba0cc.json"},{"capabilityId":"company.ratings","submittedMs":302419.3308,"startedMs":302419.3312,"finishedMs":303499.2134,"durationMs":1079.8821999999927,"status":"success","payloadValid":true,"payloadHash":"cba9b867c5e2e357d5ea071e72a9841e57fb5ebccf324db033d393d8f3f7bb7a","payloadFile":"payloads/cba9b867c5e2e357d5ea071e72a9841e57fb5ebccf324db033d393d8f3f7bb7a.json"},{"capabilityId":"research.news","submittedMs":302462.2677,"startedMs":302462.2682,"finishedMs":303717.905,"durationMs":1255.6368000000366,"status":"success","payloadValid":true,"payloadHash":"c7d9d1cbce8b5e31a39624d497ef825bfb0e121c581d16d8f46a46b3b004df3a","payloadFile":"payloads/c7d9d1cbce8b5e31a39624d497ef825bfb0e121c581d16d8f46a46b3b004df3a.json","emptyArray":false}],"semanticPayloadsValid":true,"sourceAttributionValid":true,"evidenceCount":4,"sectionCount":4,"synthesisInput":{"plannedCapabilities":["market.kline","company.financials","company.ratings","research.news"],"bundleCapabilityIds":["market.kline","company.financials","company.ratings","research.news"]}}
+{"trialId":"measure-10-risk-review-NVDA-serial","startedAt":"2026-10-19T08:42:01.554Z","caseId":"risk-review-NVDA","symbol":"NVDA.US","strategyId":"risk-review","round":10,"warmup":false,"mode":"serial","fetchMs":4754.385899999994,"wallMs":4755.815400000021,"status":"completed","planned":["market.kline","company.financials","company.ratings","research.news"],"completed":["market.kline","company.financials","company.ratings","research.news"],"failed":[],"maxActive":1,"traces":[{"capabilityId":"market.kline","submittedMs":305723.1964,"startedMs":305723.1976,"finishedMs":306796.4877,"durationMs":1073.2900999999838,"status":"success","payloadValid":true,"payloadHash":"5cff620db6abf710fa40da81318de09a2e4e44c2f5478be145488808f4557bdc","payloadFile":"payloads/5cff620db6abf710fa40da81318de09a2e4e44c2f5478be145488808f4557bdc.json","emptyArray":false},{"capabilityId":"company.financials","submittedMs":305762.4046,"startedMs":306796.49,"finishedMs":307901.8139,"durationMs":1105.3239000000176,"status":"success","payloadValid":true,"payloadHash":"f47309dc805721a249589622aa4bb9fcf0d354e49886779616dc5055ecaba0cc","payloadFile":"payloads/f47309dc805721a249589622aa4bb9fcf0d354e49886779616dc5055ecaba0cc.json"},{"capabilityId":"company.ratings","submittedMs":305762.4079,"startedMs":307901.8157,"finishedMs":309201.5752,"durationMs":1299.7595000000438,"status":"success","payloadValid":true,"payloadHash":"cba9b867c5e2e357d5ea071e72a9841e57fb5ebccf324db033d393d8f3f7bb7a","payloadFile":"payloads/cba9b867c5e2e357d5ea071e72a9841e57fb5ebccf324db033d393d8f3f7bb7a.json"},{"capabilityId":"research.news","submittedMs":305762.4092,"startedMs":309201.5768,"finishedMs":310477.525,"durationMs":1275.9482000000426,"status":"success","payloadValid":true,"payloadHash":"c7d9d1cbce8b5e31a39624d497ef825bfb0e121c581d16d8f46a46b3b004df3a","payloadFile":"payloads/c7d9d1cbce8b5e31a39624d497ef825bfb0e121c581d16d8f46a46b3b004df3a.json","emptyArray":false}],"semanticPayloadsValid":true,"sourceAttributionValid":true,"evidenceCount":4,"sectionCount":4,"synthesisInput":{"plannedCapabilities":["market.kline","company.financials","company.ratings","research.news"],"bundleCapabilityIds":["market.kline","company.financials","company.ratings","research.news"]}}
+{"trialId":"measure-10-growth-MSFT-serial","startedAt":"2026-10-19T08:42:08.314Z","caseId":"growth-MSFT","symbol":"MSFT.US","strategyId":"growth","round":10,"warmup":false,"mode":"serial","fetchMs":3180.60070000001,"wallMs":3182.3859999999986,"status":"completed","planned":["company.valuation","company.financials","company.earnings"],"completed":["company.valuation","company.financials","company.earnings"],"failed":[],"maxActive":1,"traces":[{"capabilityId":"company.valuation","submittedMs":312482.934,"startedMs":312482.9357,"finishedMs":313516.9427,"durationMs":1034.0070000000414,"status":"success","payloadValid":true,"payloadHash":"500928a94163111e325e346947637c63cd448171709987752056eea737f95ce5","payloadFile":"payloads/500928a94163111e325e346947637c63cd448171709987752056eea737f95ce5.json"},{"capabilityId":"company.financials","submittedMs":312521.1556,"startedMs":313516.9444,"finishedMs":314615.1269,"durationMs":1098.1824999999953,"status":"success","payloadValid":true,"payloadHash":"9f02f8c6b45e0a7810ea5570499f889c52d769609e0c74d38b80b907aff41c3c","payloadFile":"payloads/9f02f8c6b45e0a7810ea5570499f889c52d769609e0c74d38b80b907aff41c3c.json"},{"capabilityId":"company.earnings","submittedMs":312521.1609,"startedMs":314615.129,"finishedMs":315663.495,"durationMs":1048.36599999998,"status":"success","payloadValid":true,"payloadHash":"a365ea2dfba67cfa5063409351153ff8649b7658cb8b5dba0d9f749c976baaaa","payloadFile":"payloads/a365ea2dfba67cfa5063409351153ff8649b7658cb8b5dba0d9f749c976baaaa.json","emptyArray":false}],"semanticPayloadsValid":true,"sourceAttributionValid":true,"evidenceCount":3,"sectionCount":3,"synthesisInput":{"plannedCapabilities":["company.valuation","company.financials","company.earnings"],"bundleCapabilityIds":["company.valuation","company.financials","company.earnings"]}}
+{"trialId":"measure-10-growth-MSFT-parallel","startedAt":"2026-10-19T08:42:13.500Z","caseId":"growth-MSFT","symbol":"MSFT.US","strategyId":"growth","round":10,"warmup":false,"mode":"parallel","fetchMs":1193.6149000000441,"wallMs":1195.374300000025,"status":"completed","planned":["company.valuation","company.financials","company.earnings"],"completed":["company.valuation","company.earnings","company.financials"],"failed":[],"maxActive":3,"traces":[{"capabilityId":"company.valuation","submittedMs":317669.2107,"startedMs":317669.2108,"finishedMs":318684.5441,"durationMs":1015.3332999999984,"status":"success","payloadValid":true,"payloadHash":"500928a94163111e325e346947637c63cd448171709987752056eea737f95ce5","payloadFile":"payloads/500928a94163111e325e346947637c63cd448171709987752056eea737f95ce5.json"},{"capabilityId":"company.earnings","submittedMs":317754.5003,"startedMs":317754.5005,"finishedMs":318844.2962,"durationMs":1089.7956999999587,"status":"success","payloadValid":true,"payloadHash":"a365ea2dfba67cfa5063409351153ff8649b7658cb8b5dba0d9f749c976baaaa","payloadFile":"payloads/a365ea2dfba67cfa5063409351153ff8649b7658cb8b5dba0d9f749c976baaaa.json","emptyArray":false},{"capabilityId":"company.financials","submittedMs":317711.3635,"startedMs":317711.3636,"finishedMs":318862.7602,"durationMs":1151.3966000000364,"status":"success","payloadValid":true,"payloadHash":"9f02f8c6b45e0a7810ea5570499f889c52d769609e0c74d38b80b907aff41c3c","payloadFile":"payloads/9f02f8c6b45e0a7810ea5570499f889c52d769609e0c74d38b80b907aff41c3c.json"}],"semanticPayloadsValid":true,"sourceAttributionValid":true,"evidenceCount":3,"sectionCount":3,"synthesisInput":{"plannedCapabilities":["company.valuation","company.financials","company.earnings"],"bundleCapabilityIds":["company.valuation","company.earnings","company.financials"]}}
diff --git a/docs/benchmarks/evidence/2026-10-19/validation.json b/docs/benchmarks/evidence/2026-10-19/validation.json
new file mode 100644
index 0000000..5b35bde
--- /dev/null
+++ b/docs/benchmarks/evidence/2026-10-19/validation.json
@@ -0,0 +1,9 @@
+{
+  "recordedAt": "2026-10-19T08:45:41.5425787Z",
+  "testsExitCode": 0,
+  "typecheckExitCode": 0,
+  "diffCheckExitCode": 0,
+  "tests": "34 tests: existing research/executor/strategy behavior and independent benchmark validation",
+  "typecheck": "scripts/bench/tsconfig.json with transitive production imports",
+  "scope": "local targeted checks, not full CI or full app suite"
+}
diff --git a/scripts/bench/README.md b/scripts/bench/README.md
new file mode 100644
index 0000000..0d0298d
--- /dev/null
+++ b/scripts/bench/README.md
@@ -0,0 +1,47 @@
+# Trail Deep Research 数据获取基准
+
+本目录只测 Trail 的真实数据获取链路。`ResearchRunner`、Planner、能力定义、ProviderRouter 和 Longbridge 适配器均使用项目已有代码；不修改生产并发常量，不调用交易或私人账户能力。
+
+2026-10-19 的固定证据、原始 ZIP 和离线核验步骤见 [docs/benchmarks/evidence/2026-10-19/README.md](../../docs/benchmarks/evidence/2026-10-19/README.md)。仓库内回归测试复算已归档的 30 对结果，并校验 ZIP 哈希；CI 不调用真实接口。
+
+## 在 Windows CMD 中复现
+
+需要项目既有 Bun 依赖、可用的 Longbridge CLI 和其已有授权。不要把授权文件或令牌放进报告。
+
+```cmd
+cd /d D:\folio\Trail
+bun run scripts/bench/research-fetch.ts --preflight --cooldown-ms 0 --out artifacts/research-fetch-preflight-new
+bun run scripts/bench/research-fetch.ts --repeats 10 --cooldown-ms 2000 --out artifacts/research-fetch-live-new
+bun run scripts/bench/audit-research-fetch.ts artifacts/research-fetch-live-new
+bun run scripts/bench/verify-research-citations.ts artifacts/research-fetch-correctness-new
+bun test ./scripts/bench/audit-research-fetch.test.ts
+bun node_modules/typescript/bin/tsc --project scripts/bench/tsconfig.json
+```
+
+每次都使用新的输出目录。脚本拒绝覆盖已有 manifest；正确性脚本拒绝覆盖已有目录。不要同时运行两个联网测量进程；在计时结束后运行审计、正确性验证及测试。
+
+## 口径
+
+- 主指标：`fetching` 状态回调到 `synthesizing` 状态回调的单调时钟差，单位毫秒。
+- 对照：同一 Runner、同一策略、同一输入、同一 Executor。串行组只在注入 Executor 前增加 FIFO 闸门，每次允许一个真实能力调用；现有 worker 组保持生产代码最多 4 路并发。对照不是历史版本。
+- 正式任务：AAPL 价值分析（4 项）、NVDA 风险复核（4 项）、MSFT 成长分析（3 项）。每任务先预热一对，再正式测 10 对，合计 60 次正式运行、220 次正式能力调用。
+- 正式测量轮换任务顺序，并平衡每对的串行/并发先后顺序。每次运行后等待 2 秒；此等待不计入耗时。
+- 无模拟数据、人工延迟、应用缓存、自动重试、数据源切换。远端服务和 CLI 自身缓存状态不可控；不能声称彻底排除缓存影响。
+- 哈希、语义校验和快照写盘发生在计时结束之后。时间戳和轻量轨迹收集仍有开销。
+- 使用本地确定性 Synthesizer 完成后续流程，模型调用次数为零。报告质量、完整用户等待时间、UI、崩溃恢复写盘均不在指标内。
+- 全部原始尝试保留。只有两组均成功且数据/证据校验通过的完整配对才能进入性能比较。报告必须同时给出全部失败数和有效配对分母。
+- 若预检失败或任务不具备数据，不得为了获得好看的结果修改生产代码、弱化校验或默默更换任务。本次 2026-10-19 的综合预检有两项失败，范围收窄记录在 manifest 和报告中。
+
+## 输出
+
+- `manifest.json`：版本、环境、固定任务、计时定义和源码哈希。
+- `source-snapshot/`：与 manifest 哈希对应的关键源码副本。审计必须使用测量时版本；后续脚本更新不改变已有证据。
+- `trials.jsonl`：逐次运行、每项能力轨迹、数据哈希、成功/失败、证据校验结果。
+- `payloads/`：真实公开数据的规范化快照，按 SHA-256 去重，无账户数据。
+- `summary.json`：测量脚本生成的汇总。
+- `audit.json`、`pairs.csv`：独立复算、较严格的数据内容校验、实际重叠并发检查及配对结果。
+- 正确性目录下的三个任务 JSON：额外实时取数的原始能力记录、综合输入、完整报告、证据引用映射；不混入性能样本。
+
+分位区间使用固定任务内的配对 bootstrap，10,000 次、随机种子 20261019。该区间仅描述本次会话的抽样波动，不能覆盖不同网络、机器、数据源或任务下的差异。
+
+本基准不是默认 CI 或发布门禁，也不会提交、推送或修改桌面应用设置。
diff --git a/scripts/bench/audit-research-fetch.test.ts b/scripts/bench/audit-research-fetch.test.ts
new file mode 100644
index 0000000..2ba38b7
--- /dev/null
+++ b/scripts/bench/audit-research-fetch.test.ts
@@ -0,0 +1,42 @@
+import { describe, expect, it } from 'bun:test';
+import { createHash } from 'node:crypto';
+import { readFileSync } from 'node:fs';
+import { resolve } from 'node:path';
+import { median, observedConcurrency, strictPayload } from './audit-research-fetch.ts';
+describe('benchmark evidence validation',()=>{
+  it('calculates odd/even medians without reordering raw input',()=>{
+    const xs=[9,1,4]; expect(median(xs)).toBe(4); expect(xs).toEqual([9,1,4]); expect(median([2,8])).toBe(5); expect(median([])).toBeNull();
+  });
+  it('rejects financial statement shells without numeric financial data',()=>{
+    expect(strictPayload('company.financials',{symbol:'AAPL.US',statements:{IS:{},BS:{},CF:{}}})).toBe(false);
+    const statement={indicators:[{accounts:[{field:'Revenue',values:[{value:100}]}]}]};
+    expect(strictPayload('company.financials',{symbol:'AAPL.US',statements:{IS:statement,BS:statement,CF:statement}})).toBe(true);
+  });
+  it('rejects empty news/forecasts and unrecognized payloads',()=>{
+    expect(strictPayload('research.news',[])).toBe(false);expect(strictPayload('company.earnings',[])).toBe(false);
+    expect(strictPayload('company.earnings',[{epsMean:'12'}])).toBe(false);
+    expect(strictPayload('company.dividends',[])).toBe(true);expect(strictPayload('unknown',{})).toBe(false);
+  });
+  it('recomputes overlap rather than trusting a claimed concurrency number',()=>{
+    expect(observedConcurrency([{startedMs:0,finishedMs:2},{startedMs:1,finishedMs:3}])).toBe(2);
+    expect(observedConcurrency([{startedMs:0,finishedMs:2},{startedMs:2,finishedMs:3}])).toBe(1);
+  });
+  it('reproduces the published metric from every committed pair',()=>{
+    const dir=resolve(import.meta.dir,'../../docs/benchmarks/evidence/2026-10-19');
+    const rows=readFileSync(resolve(dir,'pairs.csv'),'utf8').trim().split(/\r?\n/).slice(1).map(line=>line.split(','));
+    expect(rows).toHaveLength(30);
+    expect(rows.every(row=>row[2]==='true'&&row[6]==='true')).toBe(true);
+    const serial=median(rows.map(row=>Number(row[3])))!;
+    const parallel=median(rows.map(row=>Number(row[4])))!;
+    expect(serial).toBeCloseTo(4540.24945,5);
+    expect(parallel).toBeCloseTo(1344.1344,5);
+    expect((1-parallel/serial)*100).toBeCloseTo(70.3951420554655,8);
+    const raw=readFileSync(resolve(dir,'trials.jsonl'),'utf8').trim().split('\n').map(line=>JSON.parse(line));
+    expect(raw.filter(row=>!row.warmup)).toHaveLength(60);
+    expect(raw.filter(row=>!row.warmup).reduce((n,row)=>n+row.traces.length,0)).toBe(220);
+  });
+  it('keeps the complete original evidence archive byte-identical',()=>{
+    const path=resolve(import.meta.dir,'../../docs/benchmarks/evidence/2026-10-19/Trail-20261019-evidence.zip');
+    expect(createHash('sha256').update(readFileSync(path)).digest('hex')).toBe('911cad12785451b02016d7c9d4adaf3f44471a421702b6ccd42c74ee5e2ae437');
+  });
+});
diff --git a/scripts/bench/audit-research-fetch.ts b/scripts/bench/audit-research-fetch.ts
new file mode 100644
index 0000000..e9a9e64
--- /dev/null
+++ b/scripts/bench/audit-research-fetch.ts
@@ -0,0 +1,112 @@
+/** Independently recompute statistics and audit stored public payloads. No network. */
+import { createHash } from 'node:crypto';
+import { readFileSync, writeFileSync, existsSync } from 'node:fs';
+import { join, resolve } from 'node:path';
+
+export const median = (xs: number[]) => {
+  const s = [...xs].sort((a, b) => a - b); const i = Math.floor(s.length / 2);
+  return s.length ? s.length % 2 ? s[i]! : (s[i - 1]! + s[i]!) / 2 : null;
+};
+export function strictPayload(id: string, data: any): boolean {
+  const finite = (x: unknown) => typeof x === 'number' && Number.isFinite(x);
+  const nonempty = (x: unknown) => typeof x === 'string' && x.length > 0;
+  if (id === 'company.profile') return nonempty(data?.name) && nonempty(data?.symbol);
+  if (id === 'company.valuation') return !!data && nonempty(data.symbol) && ['pe', 'pb', 'totalMarketValue'].some(k => finite(data[k]));
+  if (id === 'company.financials') return !!data && nonempty(data.symbol) && ['IS', 'BS', 'CF'].every(k =>
+    Array.isArray(data.statements?.[k]?.indicators) && data.statements[k].indicators.some((i: any) =>
+      Array.isArray(i.accounts) && i.accounts.some((a: any) => nonempty(a.field) && Array.isArray(a.values) && a.values.some((v: any) => finite(v.value)))));
+  if (id === 'company.ratings') return nonempty(data?.symbol) && (nonempty(data.recommend) || finite(data.target));
+  if (id === 'company.earnings') return Array.isArray(data) && data.length > 0 && data.every(x => finite(x.epsMean));
+  if (id === 'market.kline') return Array.isArray(data) && data.length >= 2 && data.every(x => finite(x.close) && finite(x.timestamp));
+  if (id === 'research.news') return Array.isArray(data) && data.length > 0 && data.every(x => nonempty(x.title) && finite(x.timestamp));
+  if (id === 'company.dividends') return Array.isArray(data); // empty is explicitly allowed
+  return false; // unknown data never silently passes an audit
+}
+export function observedConcurrency(traces: Array<{ startedMs: number; finishedMs: number }>) {
+  const events = traces.flatMap(t => [{ at: t.startedMs, delta: 1 }, { at: t.finishedMs, delta: -1 }]);
+  events.sort((a, b) => a.at - b.at || a.delta - b.delta);
+  let active = 0; let peak = 0;
+  for (const e of events) { active += e.delta; peak = Math.max(peak, active); }
+  return peak;
+}
+function stat(xs: number[]) { return { n: xs.length, medianMs: median(xs), meanMs: xs.length ? xs.reduce((a,b) => a+b,0)/xs.length : null,
+  minMs: xs.length ? Math.min(...xs) : null, maxMs: xs.length ? Math.max(...xs) : null }; }
+export function audit(dir: string) {
+  const manifest = JSON.parse(readFileSync(join(dir, 'manifest.json'), 'utf8'));
+  const reported = JSON.parse(readFileSync(join(dir, 'summary.json'), 'utf8'));
+  const records = readFileSync(join(dir, 'trials.jsonl'), 'utf8').trim().split('\n').map(s => JSON.parse(s));
+  const errors: string[] = []; const payloadFailures: any[] = []; const payloadSeen = new Set<string>();
+  const sha256 = (s: string) => createHash('sha256').update(s).digest('hex');
+  for (const [path, hash] of Object.entries(manifest.sourceHashes)) {
+    const p = join(dir, 'source-snapshot', path);
+    if (!existsSync(p) || sha256(readFileSync(p, 'utf8')) !== hash) errors.push(`source snapshot mismatch: ${path}`);
+  }
+  const ids = new Set<string>();
+  for (const r of records) {
+    if (ids.has(r.trialId)) errors.push(`duplicate trial: ${r.trialId}`); ids.add(r.trialId);
+    const capIds = r.traces.map((t: any) => t.capabilityId).sort();
+    if (JSON.stringify(capIds) !== JSON.stringify([...r.planned].sort())) errors.push(`capability mismatch: ${r.trialId}`);
+    if (observedConcurrency(r.traces) !== r.maxActive || r.maxActive > (r.mode === 'serial' ? 1 : 4)) errors.push(`concurrency mismatch: ${r.trialId}`);
+    const span = Math.max(...r.traces.map((t: any) => t.finishedMs)) - Math.min(...r.traces.map((t: any) => t.submittedMs));
+    if (r.fetchMs !== null && r.fetchMs + 1 < span) errors.push(`fetch timer shorter than capability span: ${r.trialId}`);
+    for (const t of r.traces) {
+      if (t.status !== 'success') continue;
+      if (!t.payloadFile) { errors.push(`missing payload: ${r.trialId}/${t.capabilityId}`); continue; }
+      const raw = readFileSync(join(dir, t.payloadFile), 'utf8');
+      if (sha256(raw) !== t.payloadHash) errors.push(`payload hash mismatch: ${r.trialId}/${t.capabilityId}`);
+      payloadSeen.add(t.payloadHash);
+      if (!strictPayload(t.capabilityId, JSON.parse(raw))) payloadFailures.push({ trialId: r.trialId, capabilityId: t.capabilityId });
+    }
+  }
+  const measured = records.filter(r => !r.warmup); const warmups = records.filter(r => r.warmup);
+  const expected = manifest.protocol.repeats * manifest.protocol.cases.length * 2;
+  if (measured.length !== expected) errors.push(`expected ${expected} measured runs, found ${measured.length}`);
+  if (warmups.length !== manifest.protocol.warmupPairsPerCase * manifest.protocol.cases.length * 2) errors.push('wrong warmup count');
+  const pairs: any[] = [];
+  for (const c of manifest.protocol.cases) for (let round=1;round<=manifest.protocol.repeats;round++) {
+    const rows = measured.filter(r => r.caseId===c.id && r.round===round);
+    const serial=rows.find(r=>r.mode==='serial'); const parallel=rows.find(r=>r.mode==='parallel');
+    if (rows.length!==2 || !serial || !parallel) { errors.push(`missing pair: ${c.id}/${round}`); continue; }
+    const ok=(r:any) => r.status==='completed' && r.semanticPayloadsValid && r.sourceAttributionValid && r.fetchMs>0 && !payloadFailures.some(f=>f.trialId===r.trialId);
+    const eligible=ok(serial)&&ok(parallel);
+    const fullPayloadMatch=serial.traces.every((s:any)=>parallel.traces.some((p:any)=>p.capabilityId===s.capabilityId&&p.payloadHash===s.payloadHash));
+    pairs.push({caseId:c.id, round, eligible, serialMs:serial.fetchMs, parallelMs:parallel.fetchMs,
+      reductionPct:eligible?(1-parallel.fetchMs/serial.fetchMs)*100:null, fullPayloadMatch});
+  }
+  const eligible=pairs.filter(p=>p.eligible); const serial=stat(eligible.map(p=>p.serialMs)); const parallel=stat(eligible.map(p=>p.parallelMs));
+  const reductionPct=serial.medianMs&&parallel.medianMs?(1-parallel.medianMs/serial.medianMs)*100:null;
+  if (eligible.length!==reported.eligiblePairs || serial.medianMs!==reported.serial.medianMs || parallel.medianMs!==reported.parallel.medianMs) errors.push('summary does not match raw JSONL');
+  // Deterministic paired bootstrap, stratified by case (10 observations per case).
+  let seed=20261019; const random=()=>{seed=(Math.imul(1664525,seed)+1013904223)>>>0;return seed/4294967296;};
+  const boot:number[]=[];
+  if (eligible.length) for(let k=0;k<10000;k++) {
+    const sample=manifest.protocol.cases.flatMap((c:any)=>{
+      const ps=eligible.filter(p=>p.caseId===c.id);
+      return Array.from({length:ps.length},()=>ps[Math.floor(random()*ps.length)]);
+    });
+    boot.push((1-median(sample.map((p:any)=>p.parallelMs))!/median(sample.map((p:any)=>p.serialMs))!)*100);
+  }
+  boot.sort((a,b)=>a-b);
+  return { schema:'trail-research-fetch-audit/v1', auditedAt:new Date().toISOString(), errors, payloadFailures,
+    measuredRuns:measured.length, warmupRuns:warmups.length, eligiblePairs:eligible.length, uniquePublicPayloads:payloadSeen.size,
+    successfulCapabilityCalls:measured.reduce((n,r)=>n+r.traces.filter((t:any)=>t.status==='success').length,0),
+    failedCapabilityCalls:measured.reduce((n,r)=>n+r.traces.filter((t:any)=>t.status!=='success').length,0),
+    sourceReferencesChecked:measured.reduce((n,r)=>n+r.evidenceCount,0), sourceReferenceChecksAllPassed:measured.every(r=>r.sourceAttributionValid),
+    serial, parallel, reductionOfMediansPct:reductionPct, medianPairedReductionPct:median(eligible.map(p=>p.reductionPct)),
+    pairedBootstrap95Pct:boot.length?[boot[250],boot[9749]]:null,
+    bootstrapMeaning:'10,000 paired resamples, stratified by fixed case; seed 20261019; within-session uncertainty only',
+    exactPayloadMatchPairs:eligible.filter(p=>p.fullPayloadMatch).length, pairs,
+    perCase:manifest.protocol.cases.map((c:any)=>{
+      const ps=eligible.filter(p=>p.caseId===c.id); const s=stat(ps.map(p=>p.serialMs)); const p=stat(ps.map(p=>p.parallelMs));
+      return {caseId:c.id,serial:s,parallel:p,reductionOfMediansPct:s.medianMs&&p.medianMs?(1-p.medianMs/s.medianMs)*100:null};
+    }),
+  };
+}
+if(import.meta.main){
+  const dir=resolve(process.argv[2]??'artifacts/research-fetch-live-20261019'); const result=audit(dir);
+  writeFileSync(join(dir,'audit.json'),JSON.stringify(result,null,2));
+  const csv=['case_id,round,eligible,serial_ms,parallel_ms,reduction_pct,exact_payload_match',...result.pairs.map(p=>[p.caseId,p.round,p.eligible,p.serialMs,p.parallelMs,p.reductionPct,p.fullPayloadMatch].join(','))].join('\n')+'\n';
+  writeFileSync(join(dir,'pairs.csv'),csv);
+  console.log(JSON.stringify({...result,pairs:undefined},null,2));
+  if(result.errors.length||result.payloadFailures.length)process.exitCode=1;
+}
diff --git a/scripts/bench/research-fetch.ts b/scripts/bench/research-fetch.ts
new file mode 100644
index 0000000..57f10c6
--- /dev/null
+++ b/scripts/bench/research-fetch.ts
@@ -0,0 +1,208 @@
+/** Trail-only, read-only live retrieval benchmark. No model or broker calls. */
+import { createHash, randomUUID } from 'node:crypto';
+import { mkdirSync, appendFileSync, writeFileSync, readFileSync, existsSync } from 'node:fs';
+import { resolve, join } from 'node:path';
+import { cpus, platform, release, arch, totalmem } from 'node:os';
+import { execFileSync } from 'node:child_process';
+import { performance } from 'node:perf_hooks';
+import { InstrumentResolver, DEFAULT_INSTRUMENT_CATALOG, type FinanceCapability, type ResearchSynthesisInput, type StrategyId } from '@finagent/core';
+import { createFullRegistry, CapabilityExecutor, type RunOptions, type RunOutcome } from '../../packages/shared/src/capabilities/index.ts';
+import { ResearchRunner } from '../../packages/shared/src/research/runner.ts';
+import { LocalResearchSynthesizer } from '../../packages/shared/src/research/synthesizer-local.ts';
+import { ProviderRouter } from '../../packages/shared/src/providers/router.ts';
+import { createRouterFetchers } from '../../packages/shared/src/providers/router-fetchers.ts';
+import { LongbridgeFinancialDataProvider } from '../../packages/shared/src/providers/longbridge/index.ts';
+
+const root = resolve(import.meta.dir, '../..');
+const args = process.argv.slice(2);
+function arg(name: string, fallback: string) { const i = args.indexOf(name); return i < 0 ? fallback : args[i + 1]!; }
+const out = resolve(root, arg('--out', `artifacts/research-fetch-${new Date().toISOString().replace(/[:.]/g, '-')}`));
+if (existsSync(join(out, 'manifest.json'))) throw new Error('Use a new --out directory; existing evidence is never overwritten.');
+mkdirSync(out, { recursive: true });
+const preflight = args.includes('--preflight');
+const repeats = Number(arg('--repeats', '10'));
+const cooldownMs = Number(arg('--cooldown-ms', '2000'));
+if (!Number.isInteger(repeats) || repeats < 1 || !Number.isFinite(cooldownMs) || cooldownMs < 0) throw new Error('Invalid benchmark options.');
+const cases: Array<{ id: string; symbol: string; strategyId: StrategyId }> = preflight
+  ? [{ id: 'preflight-comprehensive-NVDA', symbol: 'NVDA.US', strategyId: 'comprehensive' }]
+  : [
+      { id: 'value-AAPL', symbol: 'AAPL.US', strategyId: 'value' },
+      { id: 'risk-review-NVDA', symbol: 'NVDA.US', strategyId: 'risk-review' },
+      { id: 'growth-MSFT', symbol: 'MSFT.US', strategyId: 'growth' },
+    ];
+const sha256 = (s: string) => createHash('sha256').update(s).digest('hex');
+const sourcePaths = [
+  'packages/shared/src/research/runner.ts', 'packages/shared/src/research/planner.ts',
+  'packages/shared/src/capabilities/executor.ts', 'packages/shared/src/strategies/presets.ts',
+  'packages/shared/src/providers/router.ts', 'packages/shared/src/providers/router-fetchers.ts',
+  'packages/shared/src/providers/longbridge/adapter.ts', 'scripts/bench/research-fetch.ts',
+];
+const manifest = {
+  schema: 'trail-research-fetch/v1', startedAt: new Date().toISOString(), project: 'Trail',
+  head: execFileSync('git', ['rev-parse', 'HEAD'], { cwd: root, encoding: 'utf8' }).trim(),
+  trackedChangesAtStart: execFileSync('git', ['diff', '--name-only', 'HEAD'], { cwd: root, encoding: 'utf8' }).trim(),
+  environment: { platform: platform(), release: release(), arch: arch(), cpu: cpus()[0]?.model,
+    logicalCpus: cpus().length, totalMemoryGiB: totalmem() / 1024 ** 3, bun: Bun.version, node: process.version,
+    longbridge: execFileSync('longbridge', ['--version'], { encoding: 'utf8' }).trim(), timezone: Intl.DateTimeFormat().resolvedOptions().timeZone },
+  sourceHashes: Object.fromEntries(sourcePaths.map(p => [p, sha256(readFileSync(join(root, p), 'utf8'))])),
+  protocol: {
+    preflight, repeats: preflight ? 1 : repeats, warmupPairsPerCase: preflight ? 0 : 1, cooldownMs, cases,
+    primaryMetric: 'monotonic time from fetching status callback to synthesizing status callback; ms',
+    comparison: 'unchanged ResearchRunner: FIFO-gated CapabilityExecutor (one active call) vs native worker pool (four)',
+    baselineIsHistoricalVersion: false, provider: 'Longbridge only via production ProviderRouter/createRouterFetchers',
+    appCache: 'disabled (router default; no MarketDataService cache)', providerCache: 'uncontrolled/unknown',
+    retries: 'none (router default one attempt)', capabilityTimeoutMs: 20000,
+    synthesis: 'local deterministic synthesizer AFTER primary timing; no remote LLM',
+    excluded: ['Electron/UI', 'model planning', 'LLM synthesis', 'durable checkpoint IO', 'broker/private account calls'],
+    order: 'alternate serial/parallel order by (round + caseIndex) parity; rotate case order each round',
+    eligibility: 'only matched pairs where BOTH runs and all capabilities succeed AND all semantic payload checks pass',
+    failures: 'every attempt retained; no retries, replacement, or selective deletion',
+    payloadStorage: 'public normalized data snapshots stored for equivalence audit; no auth/status output or account data',
+    caseSelection: 'Before paired measurement: comprehensive NVDA preflight failed market.intraday and research.events. Chose value/risk-review/growth presets using available capabilities; failures remain in separate preflight artifacts. No full-comprehensive or event-driven success claim.',
+  },
+};
+writeFileSync(join(out, 'manifest.json'), JSON.stringify(manifest, null, 2));
+for (const path of sourcePaths) {
+  const target = join(out, 'source-snapshot', path);
+  mkdirSync(resolve(target, '..'), { recursive: true });
+  writeFileSync(target, readFileSync(join(root, path), 'utf8'));
+}
+
+function stable(x: any): any {
+  if (Array.isArray(x)) return x.map(stable);
+  if (x && typeof x === 'object') return Object.fromEntries(Object.keys(x).sort().map(k => [k, stable(x[k])]));
+  return x;
+}
+function checkPayload(id: string, x: any): boolean {
+  if (x === null || x === undefined) return false;
+  if (id === 'company.profile') return typeof x.name === 'string' && x.name.length > 0 && typeof x.symbol === 'string';
+  if (id === 'company.valuation') return ['pe', 'pb', 'totalMarketValue'].some(k => typeof x[k] === 'number' && Number.isFinite(x[k]));
+  if (id === 'company.financials') return !!x.statements && Object.keys(x.statements).length > 0;
+  if (id === 'company.ratings') return !!x.recommend || typeof x.target === 'number';
+  if (['market.kline', 'market.intraday', 'market.trades', 'research.news'].includes(id)) return Array.isArray(x) && x.length > 0;
+  if (['company.dividends', 'company.earnings', 'research.events'].includes(id)) return Array.isArray(x); // empty can be legitimate; record it explicitly
+  return typeof x === 'object';
+}
+type Trace = { capabilityId: string; submittedMs: number; startedMs: number; finishedMs: number; durationMs: number;
+  status: string; error?: string; payloadHash?: string; payloadFile?: string; payloadValid: boolean; emptyArray?: boolean };
+class ObservedExecutor extends CapabilityExecutor {
+  traces: Trace[] = [];
+  payloads: Array<{ trace: Trace; data: unknown }> = [];
+  active = 0;
+  maxActive = 0;
+  private tail: Promise<void> = Promise.resolve();
+  constructor(private serial: boolean) { super(); }
+  override async run(cap: FinanceCapability, input: unknown, options: RunOptions = {}): Promise<RunOutcome> {
+    if (cap.riskLevel !== 'read' || cap.auth !== 'public' || cap.id.startsWith('portfolio.')) throw new Error('Public read-only capabilities only.');
+    const submittedMs = performance.now();
+    let unlock: (() => void) | undefined;
+    if (this.serial) {
+      const prior = this.tail;
+      this.tail = new Promise<void>(r => { unlock = r; });
+      await prior;
+    }
+    const startedMs = performance.now();
+    this.active += 1; this.maxActive = Math.max(this.maxActive, this.active);
+    try {
+      const outcome = await super.run(cap, input, options);
+      const finishedMs = performance.now();
+      const trace: Trace = { capabilityId: cap.id, submittedMs, startedMs, finishedMs, durationMs: finishedMs - startedMs,
+        status: outcome.record.status, ...(outcome.record.error ? { error: outcome.record.error } : {}),
+        payloadValid: false };
+      this.traces.push(trace); this.payloads.push({ trace, data: outcome.result?.data });
+      return outcome;
+    } finally { this.active -= 1; unlock?.(); }
+  }
+}
+mkdirSync(join(out, 'payloads'), { recursive: true });
+const records: any[] = [];
+async function trial(c: typeof cases[number], mode: 'serial' | 'parallel', round: number, warmup: boolean) {
+  const trialId = `${warmup ? 'warmup' : 'measure'}-${round}-${c.id}-${mode}`;
+  const router = new ProviderRouter();
+  router.register(new LongbridgeFinancialDataProvider());
+  router.setRouting({ primary: 'longbridge' });
+  const resolver = new InstrumentResolver(DEFAULT_INSTRUMENT_CATALOG);
+  const registry = createFullRegistry(createRouterFetchers(router, { resolve: (q, opts) => resolver.resolve(q, opts) }));
+  const executor = new ObservedExecutor(mode === 'serial');
+  let fetchStart = 0; let fetchEnd = 0; let synthesisInput: ResearchSynthesisInput | undefined;
+  const local = new LocalResearchSynthesizer();
+  const runner = new ResearchRunner({ registry, executor, synthesizer: { async synthesize(input, signal) {
+    synthesisInput = input; return local.synthesize(input, signal);
+  } } });
+  const startedAt = new Date().toISOString(); const start = performance.now();
+  let result: Awaited<ReturnType<ResearchRunner['run']>> | undefined; let exception: string | undefined;
+  try { result = await runner.run({ symbol: c.symbol, strategyId: c.strategyId, runId: randomUUID(), locale: 'en-US',
+    onStatus(s) { if (s.status === 'fetching') fetchStart = performance.now(); if (s.status === 'synthesizing') fetchEnd = performance.now(); },
+  }); } catch (e) { exception = e instanceof Error ? e.message : String(e); }
+  const wallMs = performance.now() - start;
+  // Disk writes, semantic checks and hashing happen only AFTER the timed runner.
+  for (const { trace, data } of executor.payloads) {
+    const payload = data === undefined ? undefined : JSON.stringify(stable(data));
+    if (payload !== undefined) {
+      trace.payloadHash = sha256(payload); trace.payloadFile = `payloads/${trace.payloadHash}.json`;
+      if (!existsSync(join(out, trace.payloadFile))) writeFileSync(join(out, trace.payloadFile), payload);
+    }
+    trace.payloadValid = trace.status === 'success' && checkPayload(trace.capabilityId, data);
+    if (Array.isArray(data)) trace.emptyArray = data.length === 0;
+  }
+  const runs = result?.report?.capabilityRuns ?? [];
+  const evidence = result?.report?.sections.flatMap(s => s.evidence) ?? [];
+  const knownRunIds = new Set(runs.map(r => r.runId));
+  const planned = result?.summary.plannedCapabilities ?? [];
+  const record = { trialId, startedAt, caseId: c.id, symbol: c.symbol, strategyId: c.strategyId, round, warmup, mode,
+    fetchMs: fetchEnd > fetchStart && fetchStart > 0 ? fetchEnd - fetchStart : null, wallMs, status: result?.summary.status ?? 'exception', exception,
+    planned, completed: result?.summary.completedCapabilities ?? [], failed: result?.summary.failedCapabilities ?? [],
+    maxActive: executor.maxActive, traces: executor.traces,
+    semanticPayloadsValid: executor.traces.length === planned.length && executor.traces.every(t => t.payloadValid),
+    sourceAttributionValid: evidence.length === planned.length && evidence.every(e => knownRunIds.has(e.runId) && runs.some(r => r.runId === e.runId && r.capabilityId === e.capabilityId && r.status === 'success')),
+    evidenceCount: evidence.length, sectionCount: result?.report?.sections.length ?? 0,
+    synthesisInput: synthesisInput ? { plannedCapabilities: synthesisInput.plannedCapabilities,
+      bundleCapabilityIds: Object.keys(JSON.parse(synthesisInput.dataBundle)) } : undefined,
+  };
+  records.push(record); appendFileSync(join(out, 'trials.jsonl'), JSON.stringify(record) + '\n');
+  console.log(`${trialId}: ${record.status}; fetch=${record.fetchMs?.toFixed(1)}ms; ${record.completed.length}/${planned.length}; valid=${record.semanticPayloadsValid}; maxActive=${record.maxActive}`);
+  for (const t of executor.traces) if (t.status !== 'success' || !t.payloadValid) console.log(`  ${t.capabilityId}: ${t.status}; valid=${t.payloadValid}; ${t.error ?? ''}`);
+  await Bun.sleep(cooldownMs);
+}
+const median = (xs: number[]) => { const s = [...xs].sort((a,b) => a-b); const m = Math.floor(s.length/2); return s.length ? s.length%2 ? s[m]! : (s[m-1]!+s[m]!)/2 : null; };
+function stats(xs: number[]) { return { n: xs.length, medianMs: median(xs), meanMs: xs.length ? xs.reduce((a,b)=>a+b,0)/xs.length : null, minMs: xs.length ? Math.min(...xs) : null, maxMs: xs.length ? Math.max(...xs) : null }; }
+function summarize() {
+  const measured = records.filter(r => !r.warmup);
+  const pairs = cases.flatMap(c => Array.from({ length: preflight ? 1 : repeats }, (_, i) => {
+    const round = i + 1; const both = measured.filter(r => r.caseId === c.id && r.round === round);
+    const serial = both.find(r => r.mode === 'serial'); const parallel = both.find(r => r.mode === 'parallel');
+    const eligible = [serial, parallel].every(r => r?.status === 'completed' && r.semanticPayloadsValid && r.sourceAttributionValid && r.fetchMs !== null);
+    const samePayloadCapabilities = serial && parallel ? serial.traces.filter((s: Trace) => parallel.traces.some((p: Trace) => p.capabilityId === s.capabilityId && p.payloadHash === s.payloadHash)).map((t: Trace) => t.capabilityId) : [];
+    return { caseId: c.id, round, eligible, serialMs: serial?.fetchMs ?? null, parallelMs: parallel?.fetchMs ?? null,
+      reductionPct: eligible ? (1-parallel.fetchMs/serial.fetchMs)*100 : null, samePayloadCapabilities,
+      fullPayloadMatch: !!serial && !!parallel && samePayloadCapabilities.length === serial.planned.length };
+  }));
+  const eligible = pairs.filter(p=>p.eligible);
+  const serialStats = stats(eligible.map(p=>p.serialMs as number)); const parallelStats = stats(eligible.map(p=>p.parallelMs as number));
+  const summary = { finishedAt: new Date().toISOString(), measuredRuns: measured.length, warmupRuns: records.length-measured.length,
+    completedRuns: measured.filter(r=>r.status==='completed').length, semanticValidRuns: measured.filter(r=>r.semanticPayloadsValid).length,
+    failureRuns: measured.filter(r=>r.status!=='completed').length, eligiblePairs: eligible.length, pairs,
+    serial: serialStats, parallel: parallelStats,
+    reductionOfMediansPct: serialStats.medianMs && parallelStats.medianMs ? (1-parallelStats.medianMs/serialStats.medianMs)*100 : null,
+    medianPairedReductionPct: median(eligible.map(p=>p.reductionPct as number)),
+    perCase: cases.map(c=> { const ps=eligible.filter(p=>p.caseId===c.id); const s=stats(ps.map(p=>p.serialMs as number)); const p=stats(ps.map(p=>p.parallelMs as number));
+      return { caseId:c.id, eligiblePairs:ps.length, serial:s, parallel:p, reductionOfMediansPct:s.medianMs&&p.medianMs?(1-p.medianMs/s.medianMs)*100:null }; }),
+    allAttemptsStatus: Object.fromEntries(['serial','parallel'].map(mode=>[mode, measured.filter(r=>r.mode===mode).reduce((a:Record<string,number>,r)=>{a[r.status]=(a[r.status]??0)+1;return a;},{})])),
+  };
+  writeFileSync(join(out, 'summary.json'), JSON.stringify(summary, null, 2));
+  return summary;
+}
+try {
+  if (preflight) { await trial(cases[0]!, 'parallel', 1, false); }
+  else {
+    for (let i=0;i<cases.length;i++) for (const mode of (i%2 ? ['parallel','serial'] : ['serial','parallel']) as Array<'serial'|'parallel'>) await trial(cases[i]!,mode,0,true);
+    for (let round=1;round<=repeats;round++) for (let offset=0;offset<cases.length;offset++) {
+      const index=(offset+round-1)%cases.length; const c=cases[index]!;
+      for (const mode of ((round+index)%2 ? ['parallel','serial'] : ['serial','parallel']) as Array<'serial'|'parallel'>) await trial(c,mode,round,false);
+    }
+  }
+} finally {
+  const s=summarize();
+  console.log(JSON.stringify({ out, measuredRuns:s.measuredRuns, eligiblePairs:s.eligiblePairs, serial:s.serial, parallel:s.parallel, reductionOfMediansPct:s.reductionOfMediansPct },null,2));
+  if (preflight ? s.completedRuns !== 1 : s.eligiblePairs !== repeats * cases.length) process.exitCode = 1;
+}
diff --git a/scripts/bench/tsconfig.json b/scripts/bench/tsconfig.json
new file mode 100644
index 0000000..5b15aca
--- /dev/null
+++ b/scripts/bench/tsconfig.json
@@ -0,0 +1,5 @@
+{
+  "extends": "../../tsconfig.json",
+  "compilerOptions": { "noEmit": true },
+  "include": ["./*.ts"]
+}
diff --git a/scripts/bench/verify-research-citations.ts b/scripts/bench/verify-research-citations.ts
new file mode 100644
index 0000000..a9ed48a
--- /dev/null
+++ b/scripts/bench/verify-research-citations.ts
@@ -0,0 +1,51 @@
+/** Extra live correctness evidence, deliberately excluded from latency statistics. */
+import { mkdirSync, writeFileSync, existsSync } from 'node:fs';
+import { resolve, join } from 'node:path';
+import { randomUUID } from 'node:crypto';
+import { InstrumentResolver, DEFAULT_INSTRUMENT_CATALOG, type FinanceCapability, type StrategyId } from '@finagent/core';
+import { createFullRegistry, CapabilityExecutor, type RunOptions, type RunOutcome } from '../../packages/shared/src/capabilities/index.ts';
+import { ResearchRunner } from '../../packages/shared/src/research/runner.ts';
+import { LocalResearchSynthesizer } from '../../packages/shared/src/research/synthesizer-local.ts';
+import { ProviderRouter } from '../../packages/shared/src/providers/router.ts';
+import { createRouterFetchers } from '../../packages/shared/src/providers/router-fetchers.ts';
+import { LongbridgeFinancialDataProvider } from '../../packages/shared/src/providers/longbridge/index.ts';
+import { strictPayload } from './audit-research-fetch.ts';
+
+const out=resolve(process.argv[2]??'artifacts/research-fetch-correctness-20261019');
+if(existsSync(out))throw new Error('Use a fresh output directory.');
+mkdirSync(out,{recursive:true});
+const cases:Array<{id:string;symbol:string;strategyId:StrategyId}>=[
+  {id:'value-AAPL',symbol:'AAPL.US',strategyId:'value'},
+  {id:'risk-review-NVDA',symbol:'NVDA.US',strategyId:'risk-review'},
+  {id:'growth-MSFT',symbol:'MSFT.US',strategyId:'growth'},
+];
+class CapturingExecutor extends CapabilityExecutor{
+  outcomes:RunOutcome[]=[];
+  override async run(cap:FinanceCapability,input:unknown,options:RunOptions={}){
+    if(cap.riskLevel!=='read'||cap.auth!=='public'||cap.id.startsWith('portfolio.'))throw new Error('Only public read-only data allowed.');
+    const outcome=await super.run(cap,input,options);this.outcomes.push(outcome);return outcome;
+  }
+}
+const checks:any[]=[];
+for(const c of cases){
+  const router=new ProviderRouter();router.register(new LongbridgeFinancialDataProvider());router.setRouting({primary:'longbridge'});
+  const resolver=new InstrumentResolver(DEFAULT_INSTRUMENT_CATALOG);
+  const registry=createFullRegistry(createRouterFetchers(router,{resolve:(q,o)=>resolver.resolve(q,o)}));
+  const executor=new CapturingExecutor();const local=new LocalResearchSynthesizer();let synthesisInput:unknown;
+  const runner=new ResearchRunner({registry,executor,synthesizer:{async synthesize(input,signal){synthesisInput=input;return local.synthesize(input,signal);}}});
+  const statuses:any[]=[];
+  const result=await runner.run({symbol:c.symbol,strategyId:c.strategyId,runId:randomUUID(),locale:'en-US',onStatus:s=>{statuses.push(s);}});
+  const evidence=result.report?.sections.flatMap(s=>s.evidence)??[];
+  const mappings=evidence.map(ref=>{
+    const underlying=executor.outcomes.find(o=>o.record.id===ref.runId);
+    return {ref,capabilityRecord:underlying?.record,valid:!!underlying&&underlying.record.status==='success'&&underlying.record.capabilityId===ref.capabilityId&&underlying.result?.provenance.fetchedAt===ref.fetchedAt};
+  });
+  const numericDataValid=executor.outcomes.every(o=>o.record.status==='success'&&strictPayload(o.record.capabilityId,o.result?.data));
+  const check={caseId:c.id,status:result.summary.status,capabilities:result.summary.plannedCapabilities.length,evidenceCount:evidence.length,
+    everyReferenceResolves:mappings.every(m=>m.valid)&&evidence.length===result.summary.plannedCapabilities.length,numericDataValid};
+  checks.push(check);
+  writeFileSync(join(out,`${c.id}.json`),JSON.stringify({recordedAt:new Date().toISOString(),scope:'extra live retrieval and local rule-based synthesis; excluded from performance samples; no real-model evaluation',...c,statuses,outcomes:executor.outcomes,synthesisInput,result,mappings,check},null,2));
+  console.log(JSON.stringify(check));await Bun.sleep(2000);
+}
+writeFileSync(join(out,'checks.json'),JSON.stringify(checks,null,2));
+if(checks.some(c=>c.status!=='completed'||!c.everyReferenceResolves||!c.numericDataValid))process.exitCode=1;