Silicon Light · 硅基之光

把 AI 编进 真实业务流程 We wire AI into how your business actually runs.

AI 应用落地实践 · 工业 B2B  +  跨境出海 AI implementation practice · Industrial B2B  +  Cross-border

看作品See the work ↓

Capabilities · 能力

不止会用模型，更懂怎么落地 Not just using models — knowing how to ship them

01

编排 Agent 与工作流Agents & workflow automation

用 Dify / Coze / n8n 把大模型搭成会调工具、能自动跑的 Agent 与工作流，覆盖「需求调研 → 搭建 → 上线 → 培训」全流程。 Build tool-using agents and automations on Dify / Coze / n8n — across the full loop of discovery → build → launch → training.

02

把模型接进真实数据Wiring models to real data

RAG 知识库 / Prompt 工程 / Function Calling / MCP / 多模型 API ——让回答有出处、能调系统、可被评测。 RAG knowledge bases, prompt engineering, function calling, MCP, multi-model APIs — grounded, tool-calling, evaluable.

03

懂行业，能落成工具Domain-aware, ships tools

背景扎在工业品 B2B 与跨境出海，能把一线痛点翻译成真正用得上、跑得稳的工具。 Rooted in industrial B2B and cross-border commerce — turning frontline pain into tools that hold up in production.

Delivery · 可交付边界

Agent 原型到上线Agent prototype to launch

把选型、客服、合同审查、竞品监控等高频流程，做成可试用、可迭代、能交给团队使用的 Agent。 Turn repeated flows such as spec selection, support, contract review and monitoring into usable agents the team can actually run.

工作流自动化Workflow automation

用 Dify / Coze / n8n 串起表单、表格、邮件、企微/飞书和内部系统，把人工搬运变成自动流转。 Connect forms, sheets, email, chat tools and internal systems with Dify / Coze / n8n so manual handoffs become automated flows.

知识库与工具调用Knowledge and tool use

清洗资料、搭建 RAG、接 API / 函数工具，补上引用来源、拒答规则和基础评测。 Clean source material, build RAG, connect APIs and tools, then add citations, refusal rules and basic evaluation.

交付培训与 SOPTraining and SOPs

不是只给一个演示链接，而是交付使用说明、异常处理、权限边界和团队培训，让工具持续跑起来。 Not just a demo link: usage notes, exception handling, permission boundaries and team training so the tool keeps running.

Process · 落地全流程

  1. 01

    需求调研Discovery

    摸清真实痛点Find the real pain

  2. 02

    搭建Build

    Dify / Coze / n8n 编排Orchestrate on Dify / n8n

  3. 03

    上线Launch

    接进真实系统跑起来Wire into live systems

  4. 04

    培训Training

    交给团队持续用Hand it to the team

Selected Work · 案例

从一个痛点，到一条跑得稳的流程 From one pain point to a process that holds up

※ 案例均做行业层脱敏，不含客户名 / 报价 / 可定位细节。 ※ All cases are anonymized to the industry level — no client names, pricing, or identifying detail.

Industrial · 工业

工业设备选型 AgentEquipment-spec Agent

选型依赖老师傅经验、易报错型号。重做成会追问、会调工具、加了护栏、可被评测的真 Agent——非专业人员也能合规选型。 Spec-ing relied on veterans' memory and mis-picked models. Rebuilt as a real agent that asks back, calls tools, has guardrails and is evaluable — so non-experts can spec compliantly.

出错率Errors ↓

Cross-border · 跨境

跨境独立站 Listing 生成器Cross-border Listing Generator

多语言 Listing 人工撰写慢。用 Dify 工作流编排批量生成，单条从 30 分钟压到 3 分钟。 Multi-language listings were slow by hand. Orchestrated in a Dify workflow — 30 minutes per listing down to 3.

0 %↓ 30min → 3min

Compliance · 合规

合同审查 · 多格式 OCR AgentContract-review OCR Agent

人工审查易漏条款。Dify + OCR + RAG 把多格式合同读进来逐条比对，审查提速、漏检率下降。 Manual review missed clauses. Dify + OCR + RAG ingest any format and check clause by clause — faster review, fewer misses.

漏检率Misses ↓

Support · 客服

企业专属智能客服In-house AI support

重复咨询占满人力。RAG 知识库 + 引用溯源 + 低置信度拒答，高频问题秒级自答，把人留给真正复杂的问题。 Repetitive questions ate the team. RAG + cited sources + low-confidence refusal answers FAQs in seconds — humans handle the hard cases.

秒级Seconds 自答to answer

Monitoring · 监控

竞品监控日报Competitor daily brief

人工盯竞品又累又漏。n8n 定时抓取 + Dify 分析 + 自动推送，每天自动产出竞品情报与调价建议。 Watching competitors by hand was tiring and leaky. n8n scrapes on schedule, Dify analyzes, results auto-push — a daily intel + repricing brief, on its own.

每天Daily 自动出报auto brief

这些，能不能搬进你的业务里？ Could any of these run inside your business?

聊聊你的场景Tell us your use case

Live Demo · 在线试用

点开即可试用Open it and try

打开一个真实跑着的 Dify Agent，直接试一轮问答体验。 Open a real Dify agent and try a live conversation.

silumio.app / demo

// Dify Agent 已接入，点击下方按钮试用 // Dify Agent connected — open it below

新窗口试用 AgentOpen live agent

FAQ · 常见问题

关于怎么合作，先说清楚 How working together actually works

Silumio · 硅启 提供什么服务？What does Silumio do?

把大模型编进真实业务流程——用 Dify / Coze / n8n 搭建 Agent 与工作流，覆盖需求调研、搭建、上线、培训全流程。We wire large models into real business processes — building agents and workflows on Dify / Coze / n8n across discovery, build, launch and training.

适合哪些行业和场景？Who is it for?

背景扣在工业品 B2B 与跨境出海，也服务有重复流程、知识沉淀或多语言需求的团队。Rooted in industrial B2B and cross-border commerce — also any team with repetitive processes, knowledge to capture, or multi-language needs.

一个项目怎么推进？How does a project run?

从需求调研摸清痛点开始，搭建 → 上线接进真实系统 → 交付培训给团队持续使用。Start with discovery to find the real pain, then build → launch into live systems → hand over training so the team keeps using it.

用哪些技术？What's the stack?

Dify / Coze / n8n 编排，配合 RAG 知识库、Prompt 工程、Function Calling、MCP、多模型 API。Dify / Coze / n8n orchestration with RAG knowledge bases, prompt engineering, function calling, MCP and multi-model APIs.

硅，是理性与结构；光，是把它点亮落地。 Silicon is structure and reason; light is what makes it land.

Silumio · 硅启 是一个独立的 AI 落地实践，专注把大模型编进真实业务流程。我们不卖 PPT 里的概念，只交付能在你团队里跑起来、并被持续使用的工具。 Silumio is an independent AI-implementation practice, focused on wiring large models into how a business actually runs. We don't ship slide-deck concepts — only tools that run inside your team and keep getting used.

hello@silumio.com