Previous roles at Wangsu, Volcano Engine, Baidu AI Cloud, Tencent Cloud and UCloud involved discovery, solution coordination and project development.
AgentBox · Enterprise edge AI
Deploy practical AI agents at the edge.
Geek Nexus brings hardware, cloud, models, and business workflows into one repeatable deployment environment for enterprise AI adoption.
Best fit Mid-sized enterprises with sensitive data and one repeatable workflow ready to improve.
AGENTBOX CORE
Based in Shanghai
for enterprise deployment.
Why Geek Nexus
Enterprise needs. Technical depth. Practical execution.
Celia Shu has worked in enterprise cloud and technology business development since 2017, spanning cloud, edge and AI application projects. Her earlier industrial procurement experience grounds that work in real contracts, supply chains and business processes.
Explore her background and project experiencePast projects span customer service, speech recognition, machine translation and AI outbound calling, with a focus on integration and adoption.
Procurement, commercial negotiation and cross-team experience inform how objectives, responsibilities and acceptance criteria are agreed.
01 / Platform
From AI ambition to an operating system for deployment.
AgentBox standardizes the infrastructure and integration work required to move AI agents from isolated demos into real business operations.
Architecture controls
- Encrypted connections
- Private or hybrid execution
- Observable runtime and policy
One control layer across edge and cloud.
Coordinate models, tools, data access, device health, and policy from a consistent runtime.
Keep sensitive workflows closer to the data.
Support private and hybrid execution for latency, governance, and data residency needs.
Connect agents to the way your teams already work.
Package business systems, knowledge, approvals, and human checkpoints into deployable workflows.
02 / Client journey
From one workflow to a scalable deployment.
Each stage has a clear decision, deliverable, and success measure, so teams can validate value before expanding the deployment.
- 01Discover
Confirm the workflow, users, data boundary, business owner, and measurable success criteria.
- 02Pilot
Deploy one governed workflow with the required models, knowledge, tools, and human checkpoints.
- 03Prove
Review adoption, quality, latency, cost, security, and operational readiness against the agreed measures.
- 04Scale
Standardize the validated pattern across teams, locations, devices, or additional workflows.
03 / Scenarios
Designed for work that needs to get done.
Start with a focused business outcome, then expand the same deployment foundation across teams and locations.
Private enterprise knowledge agent
Secure retrieval, internal answers, document understanding, and governed access.
01Customer and employee service agent
Connect conversational AI with business systems, approvals, and escalation paths.
02Document and workflow automation
Turn repetitive professional-service processes into traceable agent workflows.
03AI INTELLIGENCE / CHINESE EDITION
Important AI news, translated and put in context.
AI Frontier turns selected posts, videos, and builder signals into concise Chinese explainers. Read the essential stories in depth, then scan the rest as a compact headline digest.
Open AI Frontier
ISSUE 017Edited signals from AI builders
Start with one practical workflow
