Digital Engineering Hub
Standardized professional services · Selected work · Automated delivery
No buzzwords, no idle demos. We take on system architecture, applied AI, and engineering modernization — from requirement scoping through go-live operations, every stage leaves a verifiable reading.
The entry point to search is shifting from ten blue links to a single answer. GEO is not keyword stuffing — it reshapes a company's knowledge structure, entity relationships and credible evidence into a form that large models can read, dare to cite and trace back to source, so that DeepSeek, Kimi, GPT, Claude and Perplexity write your brand into their candidate answers instead of handing it to a competitor.
We break a company's products, technologies, credentials and case studies into entity nodes, map the attributes and relations between them, and let a model walk the graph to your node during retrieval and reasoning.
Structured data is organised as a single JSON-LD @graph, with Organization, Service, FAQPage, ItemList and Place types annotated strictly to the schema.org specification so machines read it without ambiguity.
Using the llms.txt / llms-full.txt convention, we distil a plain-text layer crawlers can consume directly, turning messaging scattered across pages into structured, source-annotated corpus material for RAG and long-context systems to draw on in full.
We bind the brand to authoritative entities within the same context — through sameAs links, credential citations and consistent naming — so a model judges it a trustworthy source; the more stable the co-occurrence, the higher the chance it is cited.
We sample questions against mainstream AI engines, recording where the brand appears in answers, which sources are cited and where competitors take the slot, producing a comparable baseline reading.
We rebuild the knowledge graph and corpus layer to the Schema.org specification, aligning entities, relations and Q&A messaging in one pass, with every change baselined and rollback-ready.
We place citable answer blocks around high-intent questions and pair them with external-source co-occurrence, so models reliably deliver your wording under relevant queries.
We re-test the question set on a regular cycle, tracking changes in appearance rate, citation rate and wording consistency, and let the data decide whether optimisation actually works.
Delivery note: the above is the fixed capability scope and delivery format of the GEO line — engage a single module as needed, or take all four end to end. The re-test question set and acceptance criteria are itemised in the proposal; scheduling and commercial terms follow the proposal agreed after requirements review.
From building the standalone storefront to global network links, multi-currency acquiring and end-to-end AI Agent enablement, we fold the scattered pieces of going global into one engineered whole. No template assembly — every stage is delivered against acceptance readings, and the site stays in your hands.
Shopify and Headless are chosen per category and operating cadence: a minimal, high-quality visual system, a front-end you can iterate on independently, and conversion paths continuously refined against analytics. The site data and domain are genuinely yours.
A stable path for cross-border offices and store back-ends: intelligent multi-carrier routing, priority protection for critical traffic, encrypted transport and centralised policy management — holding cross-border jitter and packet loss down to a usable level.
Compliant payment integration for mainstream markets: multi-currency pricing and settlement, coverage of localised payment methods, risk rules and chargeback handling — with tax and data-compliance requirements landed alongside the site.
We wire agents into the going-global pipeline: multilingual product content generation, time-zone-agnostic customer service, and data interpretation for product selection and ad spend — turning manual operations into traceable automated workflows.
Delivery note: the cross-border line advances in four stages — site, links, acquiring, operations — and can be taken as a whole package or as any single stage. Payment channels and compliance requirements follow the target market's current policy; the specific plan and quotation follow the proposal agreed after requirements review.
From native TypeScript to Taro / Uni-app cross-platform, from business modelling to official compliance review, and on to miniprogram-ci automated delivery — we cover the four questions of a mini-program (can build, can pass, can be fast, can be automated) in one pass, with verifiable metrics at every step.
Modelled on your real business, not a template. Five scenario families — retail e-commerce, brand showcase, enterprise collaboration & office, check-in, and viral marketing — delivered end to end from requirement mapping to live operations.
We front-load the parts most likely to be rejected: filing, privacy agreements and special-category qualifications are aligned with official requirements once, cutting back-and-forth rejections.
Architecture driven backwards from experience targets: instant open, no jank, no dropped frames — moving both the bundle-size and memory bottlenecks out of the way.
miniprogram-ci wires an unattended path from commit to release; versions, SourceMap and grey-release policy all stay traceable.
Delivery note: the mini-program line advances across four dimensions — business, compliance, performance, automation — and can be taken as a whole package or as any single link. Filing and category qualifications follow WeChat's and the regulator's current policy; scheduling and commercial terms follow the proposal agreed after requirements review.
01 · Services
The four service lines are delivered to a single standard, and you can engage one or take them end to end. Every service maps to explicit deliverables and is accepted against actual readings — no paper promises.
Architecture design that addresses the dual complexity of traffic and organisation — from boundary definition to failure drills, delivering a technical plan that can both land and evolve.
We connect large models to real business: tool calling, memory management, effectiveness evaluation and end-to-end observability, so agents produce reliably rather than hallucinate.
End-to-end delivery capability — from infrastructure to interface feel, all carried in-house — so your team moves faster and the product feels complete.
Day-to-day operations, monitoring and automated inspection for data centres and self-hosted platforms, holding failure rates down to a predictable level.
Delivery note: the four lines above are the fixed scope and delivery format of the standardised services, available per segment or end to end. Scheduling and commercial terms follow the proposal agreed after requirements review; work starts once the contract is signed.
02 · Selected Works
Engineering systems, plugin ecosystems and automation pipelines built through long iteration, laid out by type. Each one runs in a real environment — runnable and traceable, not a concept deck.
Full-chain hosting of meter reading, accounting, reporting and alerting. Repetitive data labour is taken off people's hands, and reports grow themselves on schedule.
Multi-agent division of labour, tool orchestration, memory lifecycle, evaluation regression and cost control, with millisecond response on critical paths.
A reusable build-and-operations pipeline shared across projects. A new repository needs only a little configuration; the rest runs itself.
Business systems and messaging channels are integrated uniformly — one flow for triggering, dispatch and audit trail — so you don't rewrite for every channel.
17 self-built plugins and tools with unified version management, tiered permissions and regression testing, sharing one foundation across projects.
Full TLS coverage for sites and services, DNS hosting, and tiered management of keys and credentials, with every change logged and rollback-ready.
Works and Experiments
03 · Solution Matrix
Solution Matrix
Full-chain hosting of meter reading, accounting, reporting and alerting. Repetitive data labour is taken off people's hands, and reports grow themselves on schedule.
Agent runtimes tailored to business scenarios, covering multi-agent division of labour, retrieval augmentation and cost control, so models produce reliably in real business.
A build-and-operations pipeline shared across projects. A new repository needs about ten lines of configuration; build, release and monitoring are wired up automatically.
A one-stop package of variable-frequency drives, reactive-power compensation, cooling-source and PUE optimisation; after commissioning we reconcile against the settlement bill — savings counted to the cent.
Unified integration of WeChat / QQ / Email / Webhook — one flow for triggering, dispatch and audit trail, with idempotent retry on failure.
Full TLS coverage for sites and services, DNS hosting, and tiered management of keys and credentials — every change logged and rollback-ready.
This section covers ready-to-reuse, mature solutions and standard products; scope, timeline and commercial terms follow the proposal agreed after requirements review.
04 · Standard Products
Standard Products
Delivered on order, with corporate settlement and invoicing. Includes a data-automation deployment package and custom agent applications — deliverables verifiable on the spot.
Container-cluster hosting, routine inspection, backup and alert consolidation, with a monthly failure-drill report — ordered monthly or per node.
An in-depth architecture check-up producing a risk register, transformation roadmap and ROI estimate; bookable per project.
This section covers ready-to-reuse, mature solutions and standard products; scope, timeline and commercial terms follow the proposal agreed after requirements review.
05 · Process
We get the business-side problem clear, and issue a scoped statement of work with acceptance criteria.
Architecture choices, implementation path, milestones and staffing — with quotation and schedule spelled out together.
We advance by milestone, submitting for testing and keeping records at each stage, closing issues the same day with nothing left hanging.
Go-live cutover, monitoring and alerting hook-up, delivery of inspection scripts, plus an operations handover manual.
Background: deep roots in industrial field control and high-concurrency infrastructure — our standards for availability, failure rate and response latency come straight from production systems that have run for years.
06 · Contact
Architecture review, applied AI, engineering modernization or infrastructure operations — reach us on WeChat or by email. You normally get a first assessment and scheduling advice within one business day.