Model engineering
Dataset design, annotation, augmentation, fine-tuning, evaluation, export and model registry.
PyTorch / Hugging Face / MLflow / ONNXMultidisciplinary engineering / Europe
Industry. Infrastructure. Information.
Field engineering, automation, networks, data platforms and applied AI for European operations.
Industrial deliveryCommissioning / controls / field service
Infrastructure operationsLinux / networks / data services
Information systemsAPIs / ERP / automation / AI
Engineering basePrague / European delivery
Solution portfolio
Technical capability from site intervention to operated platforms.
Three core practices support focused assignments, integrated work packages and ongoing technical operations.
OT
Explore
DC
Explore
IS
Explore
IoT
Explore
AI
Explore
GTM
Explore
CEA
Explore
Industrial engineering and field service
Electrical systems, PLC diagnostics, machine interfaces, commissioning and production recovery.
Digital infrastructure and networks
Linux, virtualisation, secure routing, edge delivery, storage, observability and recovery.
Information systems and automation
Operational software, APIs, ERP data, document processing, event workflows and system integration.
Connected environments and security
Device identity, sensors, cameras, local automations, access events and secure telemetry.
Model engineering and computer vision
Training data, fine-tuning, evaluation, private inference, document intelligence and camera analytics.
AI media and marketing operations
Consented digital presenters, multilingual production, CRM workflows, campaign operations and measurement.
Controlled environment agriculture
Microclimate control, irrigation, ventilation, crop imaging and fail-safe cultivation systems.
Infrastructure and information operations
Reliable systems are designed to be observed, changed and recovered.
We connect Linux operations, network paths, business data and service automation into a maintainable operating surface with observability and rollback built in.
Explore systems capabilityOperating surfaceFrom packet path to business workflow
Direct operating experience across service delivery, data movement, observability and automated recovery.
- Network
- Routing / DNS / TLS / edge delivery
- Platform
- Linux / virtualisation / containers / storage
- Information
- ERP / APIs / documents / event workflows
- Control
- Metrics / alerts / rollback / GitOps
Data
Rights / labelling / versioning / quality gates
Train
Fine-tuning / augmentation / model selection
Evaluate
Failure sets / thresholds / human review
Operate
Registry / inference / tracing / rollback
Applied AI studio
Build the model. Control the decision.
We turn training data, vision, knowledge and media generation into governed operating workflows. Rights, evaluation, approval and rollback are designed before scale.
- Model training, adaptation and measurable evaluation
- Vision inference from camera and edge to GPU service
- Private knowledge and agent workflows with traceability
- Human approval for external or consequential actions
Vision systems
Detection, segmentation, tracking, OCR, visual inspection and edge-optimised inference.
Ultralytics / CVAT / TensorRT / OpenVINOAI media production
Consented digital presenters, voice, dubbing, captions and programmatic multi-format video assembly.
HeyGen / ElevenLabs / Remotion / FFmpegMarketing operations
Research, approved content variants, CRM routing, campaign publishing and analytics feedback loops.
LangGraph / n8n / HubSpot / PostHogPrivate infrastructure fabric
One operating plane across edge, data and recovery.
Encrypted overlay routing, identity-aware access, tiered storage and GitOps connect distributed services without exposing administrative surfaces to the public internet.
Explore infrastructure capabilityVirtualised and containerised service clusters
Linux, KVM or VMware estates with Kubernetes and OpenShift deployment paths.
Encrypted multi-region paths
Identity-aware access, private DNS, network policy, controlled egress and service-to-service encryption.
Transactional and archive tiers
PostgreSQL, object storage, encrypted archive tiers and tested replication.
Automation and recovery
Terraform, Ansible, GitOps, metrics, alerting and documented restoration.
Technology ecosystem
Enterprise systems, from field control to AI operations.
A disciplined architecture set for industrial delivery, virtualised compute, cloud deployment, data and governed AI. Each layer is selected by scope, not logo count.
Cloud infrastructure
Control platforms built for production environments.
Industrial control, robotics, energy automation, secure messaging and edge acceleration selected around the machine and its operating boundary.
- Siemens
- ABB
- Schneider Electric
- Rockwell Automation
- MQTT
- NVIDIA
Virtualise once. Orchestrate without lock-in.
KVM and VMware estates, upstream Kubernetes and OpenShift paths, container packaging and Linux operations with documented recovery.
- Linux
- KVM / QEMU
- VMware ESXi
- Kubernetes
- Red Hat OpenShift
- Docker
Provider-neutral by architecture.
Cloud platforms are selected for customer policy, geography, service availability and cost. Data, infrastructure and observability remain portable where the scope allows.
- PostgreSQL
- Terraform
- Ansible
- Cloudflare
- Grafana
- Prometheus
RAG, models and workflows under operational control.
GPU acceleration, training and portable inference connect to retrieval, agent orchestration, n8n automation, evaluation and human approval.
- NVIDIA
- PyTorch
- Hugging Face
- ONNX
- MLflow
- Qdrant
- LangGraph
- n8n
Applied engineering record
Industrial delivery connected to operating systems.
Experience spans private commercial delivery, public engineering systems and applied research.
Industrial systems / Representative scope
Multi-discipline production equipment commissioning
Electrical verification, I/O and sequence diagnosis, sensing, controlled robot motion and production-readiness support treated as one site system.
- Delivery
- Commissioning and recovery
- Boundary
- Electrical / controls / field integration
Multi-region service and storage fabric
Encrypted routing, tiered data, service monitoring and documented recovery automation.
ERP data and operational workflow integration
Structured conversion, queued processing, live progress, multilingual data and auditable business records.
Secure IoT platform at tested scale
MQTT over mutual TLS validated with 1,000 concurrent simulated clients and sustained message throughput.
Open systems studio
Public code for systems we operate and study.
EUR-UN is the open engineering workspace around HKTSE's infrastructure, automation, security, connected systems and applied data research.
EUR-UNOpen Systems StudioDelivery model
A focused engineering core. Specialist capacity where it matters.
HKTSE keeps architecture and technical accountability close to the work, then builds the project team around the physical site, software stack and operating boundary.
Company and operating modelProject network
Build demanding systems with us.
Standing role briefs span controls, field service, infrastructure, software, embedded systems and applied AI across Europe.
View role briefsStart with the system boundary