Build resumable state-machine workflows with checkpoint patterns, progress preservation, and automatic recovery for complex multi-phase…
Use when applying Checkstyle built-in checks for Java code including naming conventions, code metrics, and suppressions.
Load when creating social media content, adapting content for different platforms, planning social media strategy, analyzing engagement…
Use when applying chemical implementation implementation.
Use when targeting Chemical Society Reviews (Chem Soc Rev) or deciding whether a chemistry review manuscript fits this RSC venue.
Analyzes events through chemistry lens using molecular structure, reaction mechanisms, thermodynamics, kinetics, and analytical techniques…
Chief AI Officer advisory for startups: model build-vs-buy decisions (API vs fine-tune vs in-house), AI risk classification under EU AI…
C-suite orchestration layer. Routes founder questions to the right advisor role(s), triggers multi-role board meetings for complex…
Expert China e-commerce operations specialist covering Taobao, Tmall, Pinduoduo, and JD ecosystems with deep expertise in product listing…
Streamlines the manuscript preparation and submission process for the China Public Administration Review journal.
Synthesizes verified academic sources into structured literature reviews and related work sections with strict citation integrity.
Drafts, structures, and assembles evidence-based Chinese academic paper chapters, formulas, tables, and citations into unified drafts.
Summarizes and analyzes Chinese online drama from Baidu Tieba, NGA, Bilibili, and chat screenshots with verified timelines and stance…
Performs rigorous three-pass proofreading on Simplified Chinese self-media drafts while removing AI patterns and preserving author voice.
Guides undergraduate engineering students through thesis research, experimental design, academic writing, and defense preparation.
Rewrite, edit, or review Chinese prose to reduce formulaic AI-style wording while preserving facts, meaning, terminology, citations…
Teach Mandarin using an LLM-first pedagogy, backed by a ZFC/Unix-style local engine (`xuezh`) that stores facts, runs mechanical…
Generates structured, exam-aligned Chinese language lesson plans and presentation-ready markdown slides for secondary school educators.
Reviews Chinese skill documentation for publication readiness.
Drafts, refines, and audits end-to-end Chinese invention patents adhering to rigorous logical chain, terminology consistency, and legal…
Refines and polishes AI-generated or translated Chinese text into natural, native-sounding prose by removing mechanical phrasing and…