GENERATIVE · SYSTEMS

Urban Logic
Generative System

A design-to-code pipeline that reads satellite imagery, terrain and program data, then generates layered proposals for urban & landscape interventions. 生成式系统,不是单张效果图,而是一个可以被持续调用的“城市语法”。

DATA-DRIVEN AIGC PIPELINE LANDSCAPE / CITY
World Sphere

Art Installation Design 1
Discover
who we are.

System Overview

Early-stage design begins with fragments: incomplete CAD, rough sketches, verbal constraints.

Yet decisions are expected before clarity exists.

This system was built to operate precisely in that gap. Not to replace designers, but to translate uncertainty into comparable spatial visions, so decisions can happen while options are still open.

Art Installation Design 2

System

in motion

云湖渡
TYPE Rural Revitalization (乡村振兴) ROLE National Project (国家级项目) YEAR 2024
南湖槜李湖
TYPE Urban Complex (城市综合体) ROLE National Project (国家级项目) YEAR 2024
宜都站日景鸟瞰
TYPE Transportation Hub (交通枢纽) ROLE Regional Node (区域节点) YEAR 2024

Urban node at regional scale, where infrastructure and public space converge.

区域级交通与公共空间交汇的城市节点。

These were not isolated projects.
They were systems under pressure,
forced to move,
forced to decide.

I worked inside them.

5 national-level projects
3 deeply involved
All moving toward implementation

A system reveals itself only when it is stressed.

SECTION 03.5 · GENERATIVE SYSTEMS

Building Generative
Workflows

From orchestration to controllable outputs

从"生成"到"可控、可复用的生产系统"

AIGC System Architecture
High-Resolution Upscaling Workflow
Architecture Update Workflow
Prompt Engineering System

Workflow Architecture Diagram

01

Workflow Building

Breaking down generation into reusable, composable stages

  • Modular node-based pipelines
  • Reusable generation stages
  • Clear input / output boundaries

将生成过程拆解为可复用的模块,而不是一次性操作

02

Multi-Model Orchestration

Coordinating multiple AI models in sequence

  • Sequential model chaining (SD → ControlNet → Upscaler)
  • Parallel processing for batch operations
  • Error handling and fallback strategies

将不同模型串联,形成可控的生成链路

03

Conditional Control

Precise control over generation parameters

  • ControlNet integration for spatial constraints
  • Seed management for reproducible outputs
  • Parameter presets for different use cases

通过条件输入精确控制生成结果,而非随机尝试

04

Prompt Engineering

Structured prompt templates and iteration strategies

  • Template-based prompt construction
  • Negative prompt optimization
  • A/B testing for prompt variations

将提示词工程系统化,而非依赖灵感

What Was
Received

DECISION

What Was
Generated

These images were not final designs.

They were decision surfaces.

CASE HIGHLIGHT · SYSTEM NODE 01

宜都站

72-Hour Delivery

在极短时间窗口内,将不完整的基础信息转化为可交付的设计成果。系统压力来自时间压缩与信息缺失的双重约束,需要快速建立设计逻辑并稳定输出。

Time becomes the primary constraint that shapes both process and outcome.

Role: Design Lead · Rapid Delivery
Time Constraint: Monday briefing → Wednesday submission
System Pressure: 3-day deadline. Only basic CAD at the start.
Delivered: Lighting concept, planting strategy, aerial views, luminaire type notes.
M

Monday

Briefing

T

Tuesday

Production

W

Wednesday

Submission

CASE HIGHLIGHT · SYSTEM NODE 02

南湖槜李湖

Plaza · Installation · Flow

通过运动、光线和临时装置塑造公共广场空间。系统挑战在于平衡永久性基础设施与临时性干预,让空间由流动而非形式定义。

Space emerges from movement rather than fixed boundaries.

Role: Design Lead · Spatial Narrative
Time Constraint: Extended development cycle
System Pressure: Balancing permanent infrastructure with temporary interventions
Delivered: Plaza design, installation concepts, flow organization, spatial narrative.

A public plaza,
defined by movement rather than form.

CASE HIGHLIGHT · SYSTEM NODE 03

城野共生 · 云湖渡

Rural Regeneration · Cultural Landscape · Public Realm

国家级乡村振兴项目,探索城市系统与乡村景观的共存机制。系统核心在于通过水、文化和慢速公共生活,建立城乡之间的动态平衡与持续对话。

Coexistence emerges from continuous negotiation, not fixed boundaries.

Role: Design Lead · National Project
Time Constraint: Long-term development cycle
System Pressure: Balancing urban systems with rural landscapes
Delivered: Master plan, cultural landscape strategy, public realm design, water system integration.

INTERNAL ENABLEMENT

Internal
Enablement

Internal AIGC training and knowledge sharing sessions.

BID SPRINT SUPPORT

3-Day Rescue

Recommended by leadership to support another team.

Joined Monday, delivered by Wednesday.

Provided urgent support for bidding tasks, enabling faster decision-making cycles.

Capabilities

deadline recovery bid assistance workflow training rapid visualization design iteration cross-team support

I didn't just deliver outputs.
I helped the system learn to deliver.

System,
Felt

Not a project.
A condition.

These images are not references.
They describe states.

The biggest shift
was not speed.

It was
timing.

Not "I am faster."

But "the organization sees choices earlier."

Not "I am faster."

But "the organization sees choices earlier."

The system is not finished.

It is designed to remain open.

In cities,

in work,

in life.

"Let the real world arrive,
gently, but surely."

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