Agent orchestration
Planning, tool routing, memory and reflection work together, so complex workflows are split across specialised agents instead of a single one-shot answer.
Chongqing Tech Enterprise · since 2017
Put AI agents
Put AI agents
to real work
XNF TECH builds agent systems that actually ship. We turn knowledge scattered across documents, systems and people into callable capability — so agents can plan, use tools and verify results inside your workflows.
2017Founded
50+Projects delivered
12Industry scenarios
99.9%Service uptime
xnf-agentos v2.4
tools 12 · memory on
96.8%intent accuracy
2017Founded in Chongqing
50+Digital & AI projects
12Industries served in depth
96.8%Intent accuracy in production
Core Capability
Four capabilities that take agents from demo to production
An agent is not a chat session — it is an engineering system. We address the four layers where enterprise LLM projects usually stall: orchestration, knowledge, tools and models.
Enterprise knowledge & RAG
Parsing, chunking, hybrid retrieval and reranking end to end. Answers cite the exact clause, so policy and contract Q&A stays verifiable.
Tool & system integration
Function calling and MCP connect CRM, ERP, OA, BI and in-house systems — upgrading an agent from "can chat" to "can get things done".
Private deployment & governance
On-premise or hybrid inference with data kept inside your network, plus permissions, audit trails, cost control and evaluation.
XNF AgentOS
One hub connecting models, knowledge and business systems
AgentOS is our in-house agent runtime. Business teams describe the goal; the hub understands intent, plans the steps, calls tools and verifies results — delivering LLM capability to production.
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Goal-driven, not hard-coded
Given a goal and its constraints, the agent decomposes sub-tasks and adapts the path as results come back.
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Permissions and boundaries first
Tool calls are bound to roles; sensitive actions require human confirmation and are blocked by live policy checks.
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Fully observable
Every plan, call and output is recorded in a complete trace — replayable, measurable and continuously improvable.
IngressInteraction
Web portalWeComDingTalkVoiceAPI
OrchestrationCore
PlannerRouterMemoryReflectionMulti-agent
CapabilityTools & knowledge
RAGTool useMultimodalWorkflow
ModelModels
Private LLMCloud APIVector DBSpeech
GovernanceTrust
AccessAuditEvaluationCost
Solutions
Agent solutions already running in production
No generic chatbot stacking — we solve specific, measurable problems: how guests grow, how processes get faster, how quality is quantified.
Hotel private-domain growth
A growth loop built on segmentation, AI copywriting and automated outreach — turning private-domain marketing from coupon blasts into guest-level operations.
- RFM segmentation and high-potential detection
- AI copy for WeChat, SMS and social feeds
- Frequency guardrails and conversion attribution
Private domainAI copyGrowth analytics
LLM business workflows
End-to-end delivery from requirement analysis to operations, plugging large models into approvals, customer support and bid management.
- Scenario selection and data governance
- Fine-tuning, RAG and tool integration
- Launch evaluation, monitoring and iteration
LLMRAGIntegrations
Virtual classroom for teacher training
AI-driven classrooms supporting large-scale teacher training: simulated lessons, live interaction and quantified teaching behaviour.
- Simulated training for student and serving teachers
- Behaviour coding and metric computation
- Personalised recommendations and growth profiles
EducationMultimodalAnalytics
Products & Services
One team from advisory to launch
Customer-centric and technology-driven, covering planning, build, operations and international expansion.
Technology consulting
Diagnose existing problems, design efficient IT processes, remove technical blockers and optimise architecture so investment becomes measurable.
Digital transformation design
Reshape business models, processes and organisation around data, delivering growth and efficiency you can measure.
AI implementation
Deep in LLM and agent engineering, from scenario co-creation and PoC to customised, production-scale rollout.
Digital operations
Data analysis and user profiling drive precision marketing and experience optimisation, compounding business growth.
Information systems
Efficient, secure and maintainable business systems and platform capability that support enterprise IT upgrades.
Belt & Road tech exchange
Technology introduction and go-global services along Belt & Road countries, bridging international cooperation.
Selected Work
Selected work
From cultural tourism to education assessment, we deliver technology as an operable product.
Why XNF
Why work with us
01
Continuous innovationWe track where information technology is going and bring new capability in early, keeping engineering judgement current.
02
Deep technical strengthLLMs, agents, cloud-native and data engineering — with the ability to design and ship complex systems.
03
Industry experienceWe serve known brands in tourism, hotels, education and public services, with reusable industry playbooks.
04
Service qualityEnd-to-end response from requirement clarification to operations, with delivery quality built into the process.
05
Partner networkCollaboration with universities, research institutes and industry partners brings broader technical support.
06
Global perspectiveTechnology introduction and go-global work along Belt & Road countries, with cross-region delivery experience.
Get Started
Start with one concrete scenario and prove the value
Tell us the business problem you want to solve. We will come back with a scenario assessment, a technical path and an effort estimate.