BuildingMedical Knowledge Systems
Personal medical knowledge base
A workflow for turning textbooks, papers, and AI-generated summaries into a searchable local knowledge base.
Project notes
Projects
The working systems behind the writing.
These are not portfolio case studies. They are ongoing knowledge systems: tools, habits, and experiments that turn reading, clinical learning, and AI work into durable output.
IteratingAI as a Working Tool
OpenCode as a personal assistant
Customizing coding agents so they can work with Zotero, Obsidian, PDFs, and medical reading workflows.
Project notes
- Python 是调用LLM的逻辑语言，TypeScript是AI应用里的王者语言
Apr 18, 2026
- Obsidian + Zotero + OpenCode：打造专属于自己的个人知识库
Apr 23, 2026
LearningLearning by Building
Learning TypeScript through real tools
Understanding modern AI applications by reading and modifying TypeScript-heavy agent projects.
Project notes
- Python 是调用LLM的逻辑语言，TypeScript是AI应用里的王者语言
Apr 18, 2026
- It Took Me Years to Build a Simple Blog
May 28, 2025
Writing as a thinking system
Using public notes to make scattered decisions, anxieties, and experiments visible enough to improve.
Project notes
- 阅读和写作
May 26, 2025
- It's Not Today That Determines the Future, But Every Single Present Moment
Dec 12, 2025
- 技能是超越知识的存在
Nov 29, 2025
GitHub projects
Public work that shows the direction.
A selected map of repositories that connect the writing here to actual code: medical AI systems, local-first health tools, clinical data workflows, and research experiments.
RAG prototypemedical_assistant
AI Medical Knowledge Base Assistant
Evidence-based medical Q&A system that combines local medical textbooks, ChromaDB retrieval, PubMed search, and MedGemma answer generation.
PythonStreamlitChromaDBOllamaMedGemma
- Parallel retrieval from knowledge base, PubMed, and model knowledge
- Chinese medical terminology optimization
iOS product prototypeCcare-app
ChronicCare
Privacy-first chronic medication management app for reminders, adherence tracking, health measurements, refill alerts, and local backup.
SwiftUISwift ChartsHealthKitLocal storage
- Adaptive medication reminders and snooze flow
- Local-first design with no required account
iOS prototypesleep-app
Sleep Assistant
A lightweight bedtime companion focused on one nightly path: tonight plan, breathing, soundscape, phone down, and morning review.
SwiftUIAVAudioEngineUserDefaults
- Low-friction bedtime flow instead of a complex dashboard
- Offline, local-data product direction
Data toolingbio-clean-agent
Bio Clean Agent
TypeScript clinical data cleaning system with quality scoring, duplicate handling, missing-value strategies, audit trails, API, dashboard, and CLI.
TypeScriptNestJSNext.jsVercel AI SDKTurborepo
- ISO 8000-style data quality assessment
- LLM-powered interactive cleaning workflow
Research codemedical-automl
Medical AutoML Research
Clinical cardiovascular prediction experiments comparing tabular-to-text Transformers, LLM in-context learning, and traditional ML baselines.
PythonuvOllamascikit-learnPyTorch
- External validation and calibration analysis
- Publication-oriented figures, results, and statistical tests
Clinical workflow prototypemed-decoder
CardioVoice
Real-time cardiology outpatient documentation system connecting ESP32-S3 audio capture, medical speech recognition, MedGemma reports, and physician review.
PythonFastAPIStreamlitPostgreSQLESP32-S3
- Local-first clinical documentation pipeline
- Hardware plus AI workflow experiment
Project map
How projects connect to tracks
AI Tools
AI is not just a topic here; it is the practical lever that turns uncertainty into experiments.
Building
The recurring pattern is simple: build first, then use the friction to discover what must be learned.
Medicine
The medical thread is about making knowledge usable: searchable, testable, and close to real work.
Action
Writing is the method for making thought visible, and action is the test that keeps thought honest.