Research and triage learning materials; read and explain sources for "请你读" / "精读"; process "素材：" intakes and "读完" closure. Explicit reading follows the source's argument, not career or project ranking.
Read 微信公众号 articles from mp.weixin.qq.com links using available web or browser tools. Report verification walls honestly; reading alone does not modify notes or queues.
Inspect GitHub pull requests, issues, workflow runs, and API data with the gh CLI. Use when the user wants repository facts from GitHub without opening the browser, especially for PR status, CI failures, issue lists, or structured JSON output.
Synchronize CS-Notes Git changes and material projections when the user says 同步笔记, sync笔记, or pull CS-Notes and push. Preserve unpublished intakes and require material-specific human completion evidence before archival.
Write or refine Chinese technical notes and articles in a concise, evidence-led voice. Use for substantive drafting or rewriting, not every Chinese reply.
Split mixed Git changes into public-safe, reviewable commits and PRs when the user requests publication or cleanup. Preserve unrelated work; merging is separate.
Search and inspect external sources for product, design, technical, or comparative research; verify provenance and turn findings into decisions. Use for requests to investigate online, research X posts or demos, compare approaches, or deepen a research task.…
Operate an explicitly activated LoopX Material Lifecycle for a connected project. Use for material-store inventory, lossless migration, candidate/archive transitions, exact-read-backed ranking, ranked-entry rebuilds, bounded Explore intake, owner-gated apply,…