Linchen L.

Key Skills

Software

No software listed

Top Subject Matter

Brand and Growth

E-commerce

Data-driven operations

Top Data Types

Image

Text

Document

Top Task Types

Text Generation

Question Answering

Text Summarization

Prompt + Response Writing (SFT)

Entity (NER) Classification

Red Teaming

Transcription

Freelancer Overview

During my tenure at a diabetes-focused LLM startup and MicroTech Medical, I excelled at translating complex medical expertise into AI-comprehensible interaction logic. I spearheaded the design of conversational frameworks and prompt strategies for a "multi-role AI health team." By establishing a dual-track content system featuring "professional doctor endorsements and authentic user stories," I not only led the construction of high-value vertical domain corpora but also developed rigorous rubrics for evaluating AI responses, ensuring precision in professionalism, compliance, and human-centric warmth within medical scenarios. Furthermore, with over ten years of experience in content planning and data-driven operations across the healthcare, automotive, and media sectors, I possess exceptional capabilities in parsing complex texts and structuring logical frameworks. My background as a media director has endowed me with acute contextual understanding and narrative logic deconstruction skills, enabling highly efficient intent recognition and quality assurance (QA) for long-form text. Additionally, through managing teams of 100+ people and developing standardized SOPs, I have cultivated strong proficiencies in formulating annotation guidelines, controlling data quality, and driving cross-functional collaboration. This allows me to efficiently lead the development of AI training datasets for complex, specialized domains and oversee rubric-based quality acceptance.

Education

Work History