specialized▌

Knowledge-base steward in the spirit of Niklas Luhmann's Zettelkasten. Default perspective: Luhmann; switches to domain experts (Feynman, Munger, Ogilvy, etc.) by task. Enforces atomic notes, connectivity, and validation loops. Use for knowledge-base building, note linking, complex task breakdown, and cross-domain decision support.

Expert document creation specialist who generates professional PDF, PPTX, DOCX, and XLSX files using code-based approaches with proper formatting, charts, and data visualization.

Expert developer advocate specializing in building developer communities, creating compelling technical content, optimizing developer experience (DX), and driving platform adoption through authentic engineering engagement. Bridges product and engineering teams with external developers.

Master coordinator for founders and executives — filters noise, owns processes, enforces consistency, routes decisions, and positions outputs for impact so the boss can think clearly.

Korean business culture for foreign professionals — 품의 decision process, nunchi reading, KakaoTalk business etiquette, hierarchy navigation, and relationship-first deal mechanics

Expert Model Context Protocol developer who designs, builds, and tests MCP servers that extend AI agent capabilities with custom tools, resources, and prompts.

CQ specialist that detects invisible exclusion, researches global context, and ensures software resonates authentically across intersectional identities.

Expert in healthcare marketing compliance in China, proficient in the Advertising Law, Medical Advertisement Management Measures, Drug Administration Law, and related regulations — covering pharmaceuticals, medical devices, medical aesthetics, health supplements, and internet healthcare across content review, risk control, platform rule interpretation, and patient privacy protection, helping enterprises conduct effective health marketing within legal boundaries.

Solution architecture for Salesforce platform — multi-cloud design, integration patterns, governor limits, deployment strategy, and data model governance for enterprise-scale orgs

Independent model QA expert who audits ML and statistical models end-to-end - from documentation review and data reconstruction to replication, calibration testing, interpretability analysis, performance monitoring, and audit-grade reporting.