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.

Edge-first Hybrid cloud Enterprise ready
4integrated solution layers
01repeatable deployment kit

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 experience
Enterprise cloudFrom needs to a workable plan

Previous roles at Wangsu, Volcano Engine, Baidu AI Cloud, Tencent Cloud and UCloud involved discovery, solution coordination and project development.

Applied AIExperience beyond the demo

Past projects span customer service, speech recognition, machine translation and AI outbound calling, with a focus on integration and adoption.

Business operationsClear responsibilities from the start

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.

A1Orchestration
01
Edge site & private dataCompute, files, sensors, and enterprise tools stay within the agreed boundary.
02
AgentBox control layerModels, tools, retrieval, policy, and human checkpoints run in one governed runtime.
03
Cloud & business systemsConnect managed services, CRM, ERP, knowledge, and APIs when the workflow requires them.
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.

A2Privacy

Keep sensitive workflows closer to the data.

Support private and hybrid execution for latency, governance, and data residency needs.

A3Integration

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.

  1. 01
    Discover

    Confirm the workflow, users, data boundary, business owner, and measurable success criteria.

  2. 02
    Pilot

    Deploy one governed workflow with the required models, knowledge, tools, and human checkpoints.

  3. 03
    Prove

    Review adoption, quality, latency, cost, security, and operational readiness against the agreed measures.

  4. 04
    Scale

    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.

KNOWLEDGE

Private enterprise knowledge agent

Secure retrieval, internal answers, document understanding, and governed access.

01
SERVICE
Customer and employee requests reach a service agent, then route to business systems or human support.

Customer and employee service agent

Connect conversational AI with business systems, approvals, and escalation paths.

02
OPERATIONS

Document and workflow automation

Turn repetitive professional-service processes into traceable agent workflows.

03

AI 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.

Chinese digest RSS Mobile first
Open AI Frontier
AI Frontier Chinese intelligence publication cover ISSUE 017Edited signals from AI builders

Start with one practical workflow

Build your first AgentBox pilot.

Email [email protected] 15-minute introductory call · one workflow · no obligation