Jiang Han

AI4Science researcher
and scientific software builder

Shenzhen · China

Computational biology × autonomous research

AI × BIORESEARCH CORE

A monochrome sculptural form combining protein folds and computational structures

Research × Engineering

Models · Agents · Software
2026

Open to opportunities

01Profile

Research profile

Science,
made operable.

I work where AI4Science, research agents, and full-stack scientific software meet.

I earned a B.Sc. in Agriculture from South China Agricultural University with a GPA of 3.99/5.0 and have published four papers as a first author and collaborator.

My work turns metabolic models, protein machine learning, computer vision, and molecular simulation into workflows that are easier to inspect, repeat, deploy, and extend.

04: Peer-reviewed publications
3.99: Undergraduate GPA / 5.0
200K+: Atoms in a completed MD system
100 ns: Molecular dynamics simulation

02Focus

Operating fields

Four connected systems.

01 / BIO

Systems Biology

Genome-scale and enzyme-constrained metabolic models for target discovery and metabolic engineering.

Human-GEM · iPC1469 · iML1515 · FBA · FSEOF

02 / PLM

Protein & Molecular AI

Protein language models, enzyme-kinetics prediction, and molecular simulation connected to biological modeling.

UniKP · UniKPNext · AlphaFold 3 · GROMACS

03 / AGENT

Scientific Agents

Stateful, tool-using agents that coordinate knowledge, models, code, evaluation, and research workflows.

LangGraph · MCP · RAG · Multi-Agent · Harness

04 / INFRA

ML Infrastructure

Reproducible training, unified inference adapters, model routing, and efficient local or cloud model serving.

PyTorch · vLLM · PEFT · Async Inference · Docker

03Selected work

Education & research workflows

From model to evidence.

2021.09 — 2025.06Guangzhou, China

South China Agricultural University

Animal Science · Bachelor of Agriculture · GPA 3.99 / 5.0

Corporate Scholarship
Provincial Innovation Project
SynBio-Challenge · Two Gold Awards
COZE AI Hardware Competition · Second Prize

W / 01Systems biology

Enzyme-constrained models & cordycepin targets

Built, refined, and analyzed Human-GEM, iPC1469, and iML1515. Integrated enzyme-kinetics parameters into iPC1469 to construct iPC1469E and iPC1469P, then used FBA, FSEOF, COBRA, and GECKO to screen candidate genes for cordycepin production.

Human-GEM · iPC1469E / P · iML1515 · GECKO 3

W / 02Computational biology

PLM / genome model / molecular dynamics

Fine-tuned UniKP for enzyme-kinetics prediction and connected UniKPNext with GECKO 3 modules. Built a protein–cellulose system with more than 200,000 atoms, completed a 100 ns simulation, and automated analysis with Python and MDTraj.

UniKP · UniKPNext · GROMACS · Gaussian · MDTraj

W / 03AI infrastructure

Reproducible training & model serving

Built enzyme-kinetics training and evaluation pipelines with unified data splits, features, checkpoints, batch inference, and MAE / RMSE / R² comparisons. Built a cloud-and-local inference layer with routing, concurrency control, retries, streaming, and invocation logging.

PyTorch · Transformers · vLLM · OpenAI SDK · Docker

04Open source

Selected software systems

Agents with working parts.

AC / 01Public repository ↗

AI Cleaner

A LangGraph multi-agent workflow that combines LLM semantic rewriting, iterative agent evaluation, and local NLP post-processing in a state machine, with a React/Vite interface and FastAPI service.

LangGraph
Multi-Agent
REST / SSE
SQLite

MU / 02Public repository ↗

MinerU API Web

A paper-parsing web application that converts individual or batched PDFs into RAG-ready Markdown and ships as a reproducible Docker Compose service.

Document Parsing
RAG Data
Docker
Web Service

AG / 03Public repository ↗

AutoGLM MCP Server

An MCP server connecting MCP clients, OpenAI-compatible multimodal models, and Android devices over ADB so agents can execute mobile tasks from natural-language instructions.