Skill Map
10 years of full-stack development + AI product expertise
Full-Stack Development
React + FastAPI + PostgreSQL, end-to-end delivery from prototype to production
Frontend
8+ production projects
Career Creator, Xian, Personal Site
All modern projects, PostCSS
Personal site, landing pages
Career Creator real-time sync
Backend
7+ projects, Pydantic v2, SQLAlchemy async
Poetry, ruff, pre-commit, pytest
100+ endpoints (Med Vision)
Vercel serverless functions
Self-identified gap, deepening
Database
5+ production DBs, async SQLAlchemy
Duotopia multi-env, Career Creator
Chinese Literacy Platform
Chinese Literacy, Vercel KV
Career iOS, Career Creator
Testing & Quality
All FastAPI projects
Chinese Literacy, Career Creator
CI integration, load testing
Skill + agent system enforced
LLM & AI Applications
From API integration to agent architecture, battle-tested across 15 AI projects
LLM Integration
Vertex AI, GPT-4, Gemini, Claude
15 production AI projects
SDM system, FHIR, MaiAgent
P0 gap for agent reliability
AI Agent Architecture
30 agents, 48 skills, 17 hooks
Skills, hooks, agent teams, MCP
Job Manager: 15 parallel projects
Understand protocol, not yet built
Retrieval & RAG
Career iOS in production
Implementing 2026 Q1
Cohere Rerank planned for TEMC
Voice & Multimodal
Duotopia, Xian voice PDCA
Voice-first UX design
Research phase
AI Governance & Optimization
Strong intuition, building framework
3-tier: Haiku/Sonnet/Opus
P0 gap for medical/finance
Planned for TEMC Phase 2
Cloud & DevOps
GCP-first infrastructure powering $200K+/month revenue with GitHub Actions CI/CD
Google Cloud Platform
5+ production services, auto-scaling
Multi-env, backup, connection pooling
Docker images, cleanup policies
Gemini API, embeddings
CI/CD automation, multi-project
Multi-env, VPN (Suhul POC)
CI/CD Automation
11+ workflows, multi-stage deploy
Auto Cloud Run per PR/issue
20+ Dockerfiles across projects
Global hook system, secret scanning
Deployment Platforms
Med Vision, Personal Site, Henrytz
Suhul Tai'an migration POC
Not yet used, GCP via gcloud CLI
Operations & Observability
Implicit with Cloud Run
GitHub Actions minutes tracking
No Prometheus/Grafana/Datadog
Single-region, no DR plan
All sync architecture currently
Learning Roadmap 2026
Production RAG: Upgrade Career iOS L1→L2 (pgvector + BM25) Structured Output: Add Pydantic V2 / Zod validation to next 2 projects GCP Logging: Add structured logging to Med Vision
TEMC Subject RAG (L2→L3 + Cohere Reranker) AI Observability: Build audit trail dashboard TypeScript deepening: Refactor 1 FastAPI→TS project
VCA Course Launch: Systematize Prompt Engineering methodology Custom MCP Server (GitHub Issues / GCP integration) Monitoring: Cloud Monitoring + alerting policies
LLM Fine-tuning (LoRA): TEMC education model Pub/Sub async architecture Disaster recovery plan + multi-region evaluation
Top-tier practical skills in Taiwan's freelance market. The next step isn't learning more technologies — it's pushing existing skills from 'functional' to 'mastery'. RAG depth, AI observability, and Cloud operations are the highest-ROI breakthroughs.
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