AI implementation and automation professional translating education operations and sales-analysis requirements into Python, RPA and API workflows. Experience includes migrating scheduling steps from RPA to APIs, building chat-to-voice analysis pipelines, and maintaining internal AI tools with business and engineering teams.
My work covers implementation and ongoing maintenance: connecting systems, adapting integrations after platform changes and making analysis available through operational reports.
Based in Chongqing, China. Exploring international opportunities in AI implementation, workflow automation and technical solutions.
Work experience
Technical Supervisor
Current role · Lanjing Education · Chongqing, China
Joined in December 2023; responsibilities expanded from education operations to AI implementation.
API migration: Migrated two ClassIn scheduling steps from Yingdao RPA to APIs in October 2024: adding advisors to lesson sessions and configuring teaching services.
Automation & maintenance: Developed Python/RPA/API workflows for scheduling, student onboarding, lesson monitoring and reminders; maintained and adapted integrations after ClassIn platform updates.
AI analysis pipeline: Built advisor-chat collection and AI analysis in February 2025, followed by version 2.0 in March. Extended the pipeline to voice transcription, AI assessment, cloud synchronization and frontend reporting in January 2026.
Internal AI tools: Configured and maintained Dify tools and MCP workflows shared with Beijing colleagues; developed Coze content extraction, rewriting and title-generation workflows.
Content automation & delivery: Automated initial-version IELTS speaking-content updates in May 2025; supported speaking-material customization and ongoing service delivery.
Cross-team delivery: Coordinated requirements and integration work with business colleagues, Java engineers and ClassIn; participated in project discussions with Sangfor's AI team.
Further project experience includes RAG knowledge-base development, website and mini-program delivery, system handover and teaching-material production.
International Marketing Intern
MakeID · Creator Outreach · Chongqing, China
Identified and contacted overseas creators for Jingjing Youtiao, a MakeID subsidiary; communicated promotional collaboration proposals and followed up on outreach. Used ChatGPT in day-to-day marketing work.
Selected projects
My responsibilities, practical applications and delivery stage.
Education operations automation
Implemented & maintained
ClassIn integrations for scheduling, student onboarding, lesson monitoring, attendance checks and operational reminders.
Developed operations workflows and adapted integrations after platform updates. Migrated two scheduling steps from RPA to APIs in October 2024.
Work includes weekly lesson resets, lesson-allowance checks, refund notifications and teacher reminders. All-day lesson monitoring work began in September 2025.
Developed a booking intermediary when third-party tooling was insufficient; further ClassIn API integration remains ongoing. The newer teacher-leave web/admin workflow reached initial testing in August 2026.
Conversation & voice analysis
Implemented & iterated
Built a workflow connecting advisor conversations and voice recordings to structured AI analysis and frontend reports.
Built chat-download and analysis workflows in February 2025, followed by version 2.0 in March. Adapted distribution when messaging-channel restrictions changed.
Extended the pipeline to voice in January 2026: collection, download, transcription, AI assessment, cloud file sync and frontend reporting.
Worked on incremental dialogue cleaning, standardization and risk analysis. Participated in external project discussions with Sangfor's AI team.
IELTS speaking-content delivery
Operational delivery
Customized speaking materials and supported repeatable service delivery; automated initial-version content updates in May 2025.
Responsibilities & delivery details
Supported speaking-material customization and ongoing delivery. Automation covered updates to the initial content version.
RAG knowledge-base development
Development & validation
Prepared a civil-service exam knowledge base through document cleaning, retrieval architecture, workflow validation and test-set preparation.
RAG · Document preparation · Evaluation workflows
Responsibilities & delivery details
Worked with essay and general-aptitude exam material, preparing documents and test inputs to validate knowledge-base workflows. Project scope: application development and testing.
Internal AI tools & content workflows
Implementation & development
Configured Dify workflows and MCP tool integration; developed Coze content extraction, rewriting and title-generation workflows.
Dify · Coze · MCP · API integration
Responsibilities & delivery details
Configured internal low-code tools, maintained versions and shared workflows with colleagues in Beijing.
Built a Coze content workflow in October 2024 for short-video and Xiaohongshu links: cover/content extraction, rewriting and candidate titles.
Supported internal chat tools and collaborated on local-model deployment and maintenance.
Web delivery, handover & media
Mixed delivery stages
Websites and mini-programs, domain/deployment maintenance, Java-system handover and AI-assisted teaching materials.
Responsibilities & delivery details
Worked with engineers on frontend/admin delivery and integrations. Used Codex for codebase exploration and handover documentation, with GitHub backups.
Contributed to courseware through source material, scripts, text-to-speech, slides, recording, editing and output. Video editing is a supporting skill.
Also supported international teacher sourcing through Upwork/Indeed, resume collection and interview scheduling. GMAT mock-test work remained a prototype; other systems vary between testing and delivery.
BobGBT stock-research workflows
Personal project
Outside-work experimentation with AI-assisted research, data processing and structured report workflows.
Education
University of Calgary
Mathematics studies · Canada · Grade: 3.8/4.0
Coursework, no degree awarded. Returned to China during the pandemic.
Sichuan International Studies University
Bachelor's degree in English · Grade: 87/100
Self-taught Higher Education Examination program; graduated April 2024.
2022: Junior college credential obtained.
AI tools & technical skills
Codex & ChatGPT
Regular hands-on use
Codebase exploration, AI-assisted implementation, debugging and documentation. ChatGPT use dates back to overseas marketing work in 2023; current application spans software delivery and maintenance.
Dify, Coze & MCP
Workflow implementation
Dify internal tools, API/tool integration and version maintenance; Coze content-processing workflow development; MCP integration in internal AI workflows.
RAG, LLM analysis & transcription
Application development & validation
Knowledge-base preparation and retrieval testing, conversation analysis, voice-to-report pipelines and structured reporting.
Python, RPA & APIs
Business automation
Python scripting, Yingdao RPA, ClassIn and WPS API integration, workflow migrations and maintenance after platform changes.
Delivery & communication
Requirements clarification, integration troubleshooting, cross-team coordination, system handover and GitHub-backed documentation. Basic video editing supports teaching-material production.