An Eight-Stage AI Pipeline for the Developer Job Grind

What it does

ASu-skills is a plugin pack for Codex, Claude Code, and TraeWork that provides eight discrete skills covering the entire Chinese developer recruitment lifecycle. The skills guide users through making genuine open-source contributions, documenting evidence from AI coding sessions, generating project study guides and interview scripts, improving and formatting resumes, auto-filling job applications, preparing for interviews, and tracking campus recruitment progress. Each skill produces concrete deliverables—Markdown files, HTML resumes, diff previews, or application status tables—and is designed to hand off cleanly to the next stage in the chain.

The interesting bit

The project treats job hunting like a software pipeline with explicit interfaces: the output of /evidence-recap feeds into /great-resume, which in turn supplies material for /interview. More unusually, it enforces strict “fact boundaries”—the skills refuse to invent company names, metrics, or tech stacks, and will mark gaps with 【待补】 rather than hallucinate them. Even /job-apply, which can connect to a browser to fill out forms, deliberately stops before the final submit button to force human verification.

Key highlights

• Eight specialized skills span the full pipeline from /contributor (finding real GitHub issues to fix) to /offer (parsing recruitment emails into a progress tracker)
• Cross-platform plugin architecture using shared definitions across Codex, Claude Code, and TraeWork
• /evidence-recap converts AI coding chat logs into a nine-stage auditable evidence chain, addressing the meta-problem of proving what you actually built
• Built-in anti-hallucination guardrails: skills verify maintainer activity and issue scope before suggesting PRs, and flag missing resume data instead of fabricating it
• /job-apply automates browser form-filling but halts at the final submission step, keeping the human in the loop

Verdict

Worth exploring if you are a Chinese developer navigating campus recruitment or a career transition and want to systematize your AI-assisted workflow. Skip it if you are not in the Chinese job market or if you are looking for a standalone SaaS rather than IDE-integrated plugins.