DeepEvolutions

The pattern of progress emerges through change.

We explore practical ways to redesign enterprise systems and management with AI.

100+ AI+ PROJECTS

As of August 2026, DeepEvolutions has delivered or is delivering over 100 AI projects.

中科大 AI 商业架构师认证培训原文中的中国科学技术大学校门01 / 02USTC: AI business architecture programA program connecting business judgment with AI strategy, scenario selection and implementation. Explore the certification and course information.Senze: an AI content production platform for apparel02 / 02Senze: an AI content production platform for apparelA production platform connecting product assets, image and video jobs, brand versions, human quality review and publishing coordination.
FEATURED WORK / 04
E-Shop Operations Expert

An operations workspace turns multiple source files into reproducible product lists, analysis artifacts and governed business rules.

Explore Efood ↗

The pattern of progress emerges through change.

We explore practical ways to redesign enterprise systems and management with AI.

How FDE works

01 Work in the field

Start with a real problem.

Clarify the workflow, people and objectives. Your team sets the direction; together we identify the first scenario worth validating.

02 Build together

Put AI to work on a specific task.

Connect business knowledge, data and tools to the workflow. Design permissions, human review and recovery alongside the functionality.

03 Keep improving

Improve through real use.

Start with a version that can be accepted, refine it through use and hand the operating method to the business team.

Explore our approach

ENGINEERING ACROSS INDUSTRIES

Systems built for real operations, across industries.

Across manufacturing, trade, e-commerce, food, professional services and education, we connect industry knowledge, AI applications and enterprise systems. Explore the implementation methods and current stages of projects in content production, data analysis, engineering design and team coordination.

Selected projectsBuilt from work in the field
Browse all projects
Senze: an AI content production platform for apparel
Interface 1 / 2

01 / 07Selected work · Apparel content and production collaboration

Senze: an AI content production platform for apparel

A production platform connecting product assets, image and video jobs, brand versions, human quality review and publishing coordination.

A production platform connecting product assets, image and video jobs, brand versions, human quality review and publishing coordination.

Read the case
Selected work / Apparel content and production collaboration

Senze: an AI content production platform for apparel

A production platform connecting product assets, image and video jobs, brand versions, human quality review and publishing coordination.

Senze's single-product canvas demonstrating assets, images, video, branding and quality review
Follow production and review for the same product
Senze's batch canvas showing image approval, video tasks and result export
Manage tasks and delivery by batch
Read the case
Cutout 1.1: batch product imagery

02 / 07Selected work · Multimodal product imagery

Cutout 1.1: batch product imagery

Product assets, backgrounds, compositing, task state, human quality checks, retries and download packages form an inspectable production workflow.

Product assets, backgrounds, compositing, task state, human quality checks, retries and download packages form an inspectable production workflow.

Read the case
Selected work / Multimodal product imagery

Cutout 1.1: batch product imagery

Product assets, backgrounds, compositing, task state, human quality checks, retries and download packages form an inspectable production workflow.

Read the case
AI engineering for model-aircraft competitions

03 / 07Selected work · AI × 3D engineering

AI engineering for model-aircraft competitions

Concept images, 3D modeling, long-task progress, recovery, version history and STL delivery form a traceable model-aircraft pipeline.

Concept images, 3D modeling, long-task progress, recovery, version history and STL delivery form a traceable model-aircraft pipeline.

Read the case
Selected work / AI × 3D engineering

AI engineering for model-aircraft competitions

Concept images, 3D modeling, long-task progress, recovery, version history and STL delivery form a traceable model-aircraft pipeline.

Read the case
E-Shop Operations Expert
Interface 1 / 3

04 / 07Selected work · Complex business data

E-Shop Operations Expert

An operations workspace turns multiple source files into reproducible product lists, analysis artifacts and governed business rules.

An operations workspace turns multiple source files into reproducible product lists, analysis artifacts and governed business rules.

Read the case
Selected work / Complex business data

E-Shop Operations Expert

An operations workspace turns multiple source files into reproducible product lists, analysis artifacts and governed business rules.

E-Shop Operations Expert field-lineage graph connecting source files, business facts, metrics and deliverables
Trace each number to its source
E-Shop Operations Expert business concept graph and node details
Define business objects before connecting them
E-Shop Operations Expert workspace with Chat, Semantic Lens and Artifact Canvas
Bring tasks, semantic context and deliverables together
Read the case
Efood Claw: a food-trade AI workspace
Interface 1 / 5

05 / 07Selected work · Food trade and enterprise collaboration

Efood Claw: a food-trade AI workspace

Website inquiries, evidence-based quotations, document approvals and persistent tasks share an accountable business workspace.

Website inquiries, evidence-based quotations, document approvals and persistent tasks share an accountable business workspace.

Read the case
Selected work / Food trade and enterprise collaboration

Efood Claw: a food-trade AI workspace

Website inquiries, evidence-based quotations, document approvals and persistent tasks share an accountable business workspace.

Efood Claw 0.7.1 main interface with food-trade tasks and skills
Start with a specific food-trade task
Efood Claw 0.7.1 verification interface confirming scope before executing a broad task
Confirm scope before continuing
Efood Claw delivery-format choices for PowerPoint, Excel, web pages and Word
Choose the delivery file format
Efood Claw new-order form with multiple attachments
Enter an order and attach supporting files
Read the case
原文提供的大湾区智能制造 AI 转型高级研修班海报

06 / 07Institutional projects · Sun Yat-sen University

Sun Yat-sen University: manufacturing AI program

For manufacturing decision-makers, combining classroom study, site visits and diagnosis to prepare a company's own AI action plan.

For manufacturing decision-makers, combining classroom study, site visits and diagnosis to prepare a company's own AI action plan.

View the source
Institutional projects / Sun Yat-sen University

Sun Yat-sen University: manufacturing AI program

For manufacturing decision-makers, combining classroom study, site visits and diagnosis to prepare a company's own AI action plan.

原文提供的大湾区智能制造 AI 转型高级研修班海报
What the program covers

Enterprise readiness, strategy, data, applications, manufacturing, security and organization, through classroom work and site visits.

What participants take back

A 100-day action plan for the company's own problem, refined through presentations, diagnosis and relevant resources.

Project details

The source article, published on August 19, 2026, introduces the Guangdong Manufacturing Association and Sun Yat-sen University program. Faculty, enrollment and schedules follow the organizer's notices.

Explore the original project
中科大 AI 商业架构师认证培训原文中的中国科学技术大学校门

07 / 07Institutional projects · USTC

USTC: AI business architecture program

A program connecting business judgment with AI strategy, scenario selection and implementation. Explore the certification and course information.

A program connecting business judgment with AI strategy, scenario selection and implementation. Explore the certification and course information.

View the source
Institutional projects / USTC

USTC: AI business architecture program

A program connecting business judgment with AI strategy, scenario selection and implementation. Explore the certification and course information.

中科大 AI 商业架构师认证培训原文中的中国科学技术大学校门
Who it is for

For owners, executives, technology leaders and enterprise advisors, focusing on translating business goals into AI strategy and implementation.

Course and certification

The source describes AI strategy, implementation, agents and industry cases, offered by an institute recognized by the USTC technology business school. Certification follows completion and assessment under the organizer's requirements.

Past program information

The August 5, 2026 article describes the fifth Shenzhen cohort on August 14–15. Those dates have passed. This is a reference to the previous program; contact the source organizer for future dates.

Explore the original project
Project showcase
Senze: an AI content production platform for apparelSenze: an AI content production platform for apparelSinceForge OS: from objectives to working systemsSinceForge OS: from objectives to working systemsFolvar: a paper packaging website with an AI project advisorFolvar: a paper packaging website with an AI project advisorE-Shop Operations Expert workspace with Chat, Semantic Lens and Artifact CanvasE-Shop Operations ExpertACE Claw: conversational growth diagnosisACE Claw: conversational growth diagnosis24desk: a local-first information assistant24desk: a local-first information assistantWord Explosion: an AI literacy and expression assistantWord Explosion: an AI literacy and expression assistantEfood Claw: a food-trade AI workspaceEfood Claw: a food-trade AI workspaceEvo Agent: operating tasks and approvalsEvo Agent: operating tasks and approvalsVibe Control: voice and remote controls for WindowsVibe Control: voice and remote controls for WindowsAIPM: project-based AI product practiceAIPM: project-based AI product practiceGEOFlow: open-source content engineeringGEOFlow: open-source content engineeringGuangtuo Bio: product catalog and 3D packagingGuangtuo Bio: product catalog and 3D packagingNewMediaCopilot: a TikTok AI video workspaceNewMediaCopilot: a TikTok AI video workspaceJustDoger: a low-pressure wellbeing PWAJustDoger: a low-pressure wellbeing PWATubeXpert: paper-tube configuration and inquiriesTubeXpert: paper-tube configuration and inquiriesAI Enterprise CoachAI Enterprise CoachMaxky: sustainable hospitality supply chainsMaxky: sustainable hospitality supply chainsMaster Connecter: business networks and collaborationMaster Connecter: business networks and collaborationSurvey analytics and advisory decisionsSurvey analytics and advisory decisionsE-commerce product opportunity radarE-commerce product opportunity radar
Commercial e-commerce poster workshopCommercial e-commerce poster workshopAILA: enterprise workflow workspacesAILA: enterprise workflow workspacesAntios: wearable-state product researchAntios: wearable-state product researchQuantMAx: quantitative signal researchQuantMAx: quantitative signal research2026: executive AI practice system2026: executive AI practice systemEnterprise WeChat expert agentEnterprise WeChat expert agentWeld Vision: a 3D inspection prototypeWeld Vision: a 3D inspection prototypeCosic: a desktop music systemCosic: a desktop music systemAn evidence-based tender workspaceTender intelligence workspaceLotus: an agent delivery runtimeLotus: an agent delivery runtimeAntiAnxiety: continuous health routinesAntiAnxiety: continuous health routinesAI engineering for model-aircraft competitionsAI engineering for model-aircraft competitionsCutout 1.1: batch product imageryCutout 1.1: batch product imageryKemo: research-to-publication workflowsKemo: research-to-publication workflowsA product-consistent image-to-video workspaceA product-consistent image-to-video workspaceViolinMaster: practice diagnosisViolinMaster: practice diagnosisXiaohongshu: content production and reviewXiaohongshu: content production and reviewCross-border B2B inquiry and quotationCross-border B2B inquiry and quotationImmigration services: an AI operations teaching caseImmigration services: an AI operations teaching caseMoviePainter: parameterized poster creationMoviePainter: parameterized poster creationPathPilot: career agents and interview knowledgePathPilot: career agents and interview knowledge
TONI / PODCAST

Podcasts

View all episodes ↗

Articles and podcast recordings are presented in their original Chinese. Navigation and playback controls are available in English.

  1. Firstory 2026.09.30 13 min

    Chinese original花一个月，先用 AI 赚一万块
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INSIGHTS / FIELD NOTES

Insights

Toni · Essay · 2026.10.06Chinese original如果 FDE 进企业只关注解决具体问题，那就错了从未成交的企业服务经历出发，讨论 FDE 如何识别真正负责的人，建立信任，找到关键指标，再推进最小可验证的改造。Toni · Essay · 2026.09.29Chinese original花一个月，先用 AI 赚一万块先拆解一万元目标，再亲手跑通产品与交付流程。Toni 写给想用 AI 开始行动的人。Enterprise implementation · 2026.08.19Chinese original企业知识不是资料库，它需要一个运行界面当信息散在系统、表格与对话里，检索只是开始；下一步是让人和 Agent 都能据此行动。