Capabilities

Engineering capability across sites, systems and services.

Our core practice spans industrial delivery, technical infrastructure and information systems. Connected environments and AI extend that foundation.

Industrial engineeringDigital infrastructureInformation systemsApplied solutions
OT

Industrial electrical and automation

Make the machine, control logic and operating record agree.

Site engineering joins electrical verification, controls diagnosis and production context into one controlled path from fault to handover.

Electrical
Installation review, panels, field devices, drawings, signal tracing, calibration and documented changes.
Automation
PLC sequence diagnosis, I/O, motion, robot paths, HMI, vision interfaces and parameter control.
Commissioning
Readiness checks, controlled start-up, punch-list closure, evidence capture and operator context.
Working tools
Siemens TIA Portal, ABB RAPID and adjacent industrial tooling where scope and access support it.
DC

Digital infrastructure and networks

Operate network, compute and storage as one recoverable service path.

Long-running Linux, routing and service operations inform infrastructure designs that remain observable, private and rebuildable.

Compute
Proxmox VE, KVM, Linux, Docker, K3s and virtualised service environments.
Network
TCP/IP, routing, DNS, TLS, encrypted overlays, access policy, reverse proxies and controlled egress.
Edge delivery
Multi-provider DNS, CDN and origin routing, certificate automation, service health and path-level observability.
Data lifecycle
Hot and archive tiers, PostgreSQL, object storage, NAS, rclone, Syncthing and verification workflows.
Operations
Terraform, Ansible, GitOps, FluxCD, SOPS, metrics, alerts and documented restoration.
IS

Information systems and automation

Turn repetitive operating knowledge into a controlled service.

Focused software connects operational data, documents and business systems without forcing every problem into a large application programme.

Business systems
ERPNext workflows, accounting-data conversion, multilingual master data, reconciliation support and structured migration.
Service software
Python, FastAPI, Go and browser interfaces for focused internal tools and customer-facing services.
Automation
FIFO job queues, Server-Sent Events, scheduled polling, change alerts, API integration and event-driven processing.
Documents
OCR, structured extraction, transformation and traceable movement into downstream operating systems.
Delivery
Containers, CI/CD, authentication, monitoring, data backup and documented service ownership.
IoT

Connected environments and security

Local autonomy with secure visibility beyond the site.

Homes, facilities and industrial spaces need more than remote switches. We design device identity, local rules and event history as one dependable environment.

Device layer
ESP32-S3, sensors, relays, metering, cameras, access devices and protocol bridges.
Control
ESPHome, Home Assistant, Node-RED, MQTT discovery and local operation during upstream loss.
Security
Per-device certificates, MQTT over mTLS, encrypted transport, network segmentation and revocable access.
Use cases
Environmental control, intrusion events, occupancy, leak and smoke monitoring, energy data and remote diagnostics.
AI

Model engineering and computer vision

Move from training data to an observable production model.

Applied AI delivery connects datasets, model development, deployment and operating decisions through measurable evaluation and explicit approval boundaries.

Data systems
Collection plans, rights review, annotation guidelines, CVAT workflows, augmentation, dataset versioning and failure-set maintenance.
Training
PyTorch and Hugging Face adaptation, transfer learning, fine-tuning, hyperparameter work and reproducible experiment records.
Evaluation
Task metrics, threshold calibration, confusion analysis, regression sets, model comparison and MLflow-backed version control.
Vision
Detection, segmentation, tracking, OCR, inspection and anomaly recognition through Ultralytics, ONNX, TensorRT or OpenVINO paths.
Private runtime
Ollama or vLLM serving, OpenAI-compatible routing, vector retrieval, controlled outbound access, tracing and rollback.
Operating boundary
Human review, false-positive handling, data minimisation, model limitations and measurable acceptance criteria.
GTM

AI media and marketing operations

Automate content operations without automating accountability.

We connect research, content production, CRM activity and measurement into controlled workflows that keep people responsible for claims, identity and publication.

Content operations
Source-grounded briefs, multilingual drafts, channel variants, structured review, asset records and controlled publishing.
Digital presenters
Consented avatars, rights-cleared voices, dubbing, subtitles, translations and programmatic video assembly for approved campaigns.
Growth workflows
CRM enrichment, lead routing, lifecycle triggers, campaign handoffs, reporting and feedback into the next content cycle.
Orchestration
Dify, n8n, LangGraph, webhooks and APIs with durable state, retries, human checkpoints and traceable failure handling.
Measurement
PostHog, campaign analytics and CRM outcomes connected to versioned content and workflow decisions.
Controls
Voice and likeness consent, rights-cleared inputs, AI disclosure, claims approval, brand safety and retention rules.
CEA

Controlled environment agriculture

Treat climate, water and plant response as a closed-loop system.

Modular control architecture supports greenhouse, indoor farm, fungi and specialist crop environments from small research chambers to multi-zone production.

Microclimate
Temperature, humidity, pressure, CO2, substrate and water sensing with filtering and calibration.
Actuation
Heating, ventilation, humidification, irrigation, pumps, lighting schedules and PWM airflow.
Resilience
Stale-data watchdogs, fail-safe cut-offs, relay interlocks, safe restart states and local manual override.
Crop intelligence
Camera timelines, growth-stage recognition, anomaly alerts, batch records and environmental correlation.

European site support

A regional technical layer for connected equipment.

Field response, remote diagnostics and structured escalation keep the original engineering context attached to the issue.

Lifecycle coverage

From arrival and acceptance to field response and structured escalation.

The model combines electrical and controls capability with networked diagnostics, documentation and Chinese-English-European coordination.

  1. 01

    Site readiness

    Access, utilities, installation conditions, drawings and commissioning prerequisites.

  2. 02

    Installation and acceptance

    Electrical review, calibration, controlled start-up, punch list and operator context.

  3. 03

    First-line response

    Fault isolation, evidence capture, remote coordination and safe restoration planning.

  4. 04

    Planned service

    Inspection routines, parameter records, maintenance actions and recurring-risk tracking.

  5. 05

    Vendor bridge

    Bilingual technical escalation, issue ownership, parts context and close-out reporting.

Delivery model

Architecture-led delivery with one visible technical boundary.

Specialists join where the physical site, software stack or acceptance scope demands them, while system ownership remains clear.

  1. 01

    Frame

    Define the fault, operating constraint, access boundary and acceptance condition.

  2. 02

    Prepare

    Review drawings, logs, software versions, site rules and change windows before access.

  3. 03

    Execute

    Work through controlled changes with owners, decisions and open risks kept visible.

  4. 04

    Hand over

    Leave the next operator with a usable record, not a verbal memory of the intervention.

Good fit

Cross-domain problems with a real operational owner.

Bring us the constraint, the current condition and the people who own the surrounding system. We will tell you what we can take on, what needs another specialist and what should stay with the original equipment authority.

Discuss a scope