refactor(agentx): move the optimizations callout into the datasets card / 将优化引导块移入 AgentX 数据集卡片

[functionstackx]

Summary

Follow-up to #766, placing the industry-impact block where it reads best.

The optimizations callout was its own card below the AgentX card, which put it after the entire methodology write-up — steps, dataset profile, replay controls, and interpretation. It now sits inside the AgentX Benchmark Datasets card, between the "View AgentX Performance Results" button and "How an AgentX run is built", so a reader meets the upstream work while still at the top of the card.

Being nested, it renders as a highlighted section (border-primary/30 bg-primary/5) rather than a card inside a card, and its heading drops to the size the surrounding card sections use. The button, the eight project links, the test ids, and the analytics events are unchanged.

Tests

agentx-optimizations.cy.ts and datasets-methodology.cy.ts both still pass against a dev server on the real read-only DB — the callout keeps its data-testid, so the existing assertions cover the new position. lint, fmt, and typecheck clean.

中文说明

#766 的后续调整，把行业影响板块放到更合适的位置。

优化引导块此前是 AgentX 卡片下方的独立卡片，位置排在整篇方法论说明（步骤、数据集概况、回放控制、结果解读）之后。现在它位于 AgentX 基准测试数据集卡片内部，夹在"查看 AgentX 性能结果"按钮与"AgentX 如何构建一次回放"之间，读者在卡片开头就能看到这些上游工作。

由于改为嵌套，它以高亮区块（border-primary/30 bg-primary/5）而非卡中卡的形式呈现，标题字号也与卡片内其他小节一致。按钮、八个项目链接、test id 与埋点事件均保持不变。

测试

agentx-optimizations.cy.ts 与 datasets-methodology.cy.ts 在连接真实只读数据库的本地开发服务器上均通过——引导块保留了原有 data-testid，现有断言即可覆盖新位置。lint、fmt、typecheck 均无问题。

🤖 Generated with Claude Code

---

Note

Low Risk
Pure layout and presentation refactor on AgentX marketing pages; no API, auth, or data changes.

Overview
Moves the AgentX optimizations callout from a separate card below the methodology block into the AgentX Benchmark Datasets card, directly under the performance-results CTA and before “How an AgentX run is built” (English and Chinese /agentx pages).

The callout is no longer a nested Card; it renders as a highlighted section (border-primary/30, bg-primary/5) with a section-sized heading. CTAs, framework links, data-testids, and analytics events are unchanged.

^{Reviewed by Cursor Bugbot for commit c4ecb90. Bugbot is set up for automated code reviews on this repo. Configure here.}

[vercel]

The latest updates on your projects. Learn more about Vercel for GitHub.

Project	Deployment	Actions	Updated (UTC)
inferencemax-app	Ready	Preview	Aug 19, 2026 3:25am