NUCLEUSNEXUS - Autonomous AI Workforce

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  Sổ Vườn Ông Thái - AI Agent quản lý vườn mai vàng 8 năm tuổi tại Cái Mơn, Bến Tre bằng điện thoại

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  Nông dân Chợ Lách dùng AI Agent kiểm tra thời tiết, dữ liệu thị trường theo thời gian thực

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  Giữ Key - Giữ Mình - Giữ Tâm: Triết lý bảo mật & chánh niệm của NucleusNexus V7 - AI an toàn cho SMEs

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  Fig 4: Cover - NucleusNexus OS V7 - Smart Automated Sustainable Farming - GIU KEY GIU MINH GIU TAM

Inspiration

In Cai Mon, Ben Tre - Vietnam's flower capital, SMEs lose 70% of time to manual tasks. From flower shops in Cho Lach to small factories, owners work 16 hours but still can't scale. We asked: What if AI agents could run the business for them?

What it does

NUCLEUSNEXUS is an autonomous AI workforce platform where 5 specialized agents collaborate 24/7:

• Sales Agent (Gemini 2.0 Flash): Chats with customers on Zalo/Facebook, quotes flowers, closes orders
• Inventory Agent: Tracks Cai Mon flower stock in real-time via Cloud Vision
• Logistics Agent: Auto-optimizes delivery routes for Ben Tre - Saigon
• Finance Agent: Creates invoices, tracks profit with Gemini reasoning
• Marketing Agent: Generates TikTok content from farm photos

Owner just says: "Bán 100 chậu cúc cho khách Sài Gòn" and the agents execute end-to-end.

How we built it

Built 100% on Google Cloud:

• Gemini 2.0 Flash & Pro on Vertex AI for agent reasoning and function calling
• Vertex AI Agent Builder for multi-agent orchestration
• Cloud Run for auto-scaling agent workers
• Firestore + BigQuery for real-time SME memory
• Cloud Vision + Speech-to-Text for Vietnamese flower recognition
• ADK (Agent Development Kit) for autonomous planning loop

Each agent uses Gemini's long context to remember customer history.

Challenges we ran into

• Vietnamese dialect for flower names: "cúc mâm xôi" vs "cúc họa mi" - solved with Gemini few-shot tuning
• Low internet in Cai Mon farms - optimized agents for <2s latency on Cloud Run edge
• Making agents truly autonomous, not just chatbots - implemented self-reflection loop

Accomplishments that we're proud of

• 5 agents working together without human intervention for 48h test
• Reduced order processing from 30 mins to 45 seconds for a real shop in Cai Mon
• Fully autonomous invoice generation in Vietnamese

What we learned

True agentic AI is not prompt -> response. It's goal -> plan -> tool use -> self-check -> done. Gemini's function calling makes this possible.

What's next for NUCLEUSNEXUS

• Launch for 100 SMEs in Mekong Delta
• Integration with Giao Hang Nhanh & MoMo
• Open-source the Cai Mon flower dataset for Vietnamese AI community

Built for Community Impact

From Cai Mon to the world - empowering SMEs who never had access to enterprise software.

Cloud Proof - Google Cloud Deployment

Backend is live on Google Cloud Run (us-central1), using Firestore, Vertex AI, BigQuery, Cloud Vision. Source code: https://github.com/tihon5678900-lab/Nh-n-sinh-v-ngu-n Whitepaper + 5 Layers (DeepNull, MREGLE, CRISPR-GPT) in WHITEPAPER_SUMMARY.md Issue #8 CLOSED 14/08/2026 - Ready for judging.

Built With

• adk
• agent-builder
• bigquery
• cloud-run
• cloud-vision
• firestore
• gemini-2.0-flash
• gemini-2.0-pro
• python
• vertex-ai