Description review
Senior Deployment Engineer with LLM and GPU Infrastructure experience
Toptal · EMEA Only · back to the listing
HR standards
62/100
needs work
Title ↔ description
77/100
solid
Reads as
DevOps Engineer
90% confident
What this role officially is
ICT system administrator — ESCO, the EU occupation classification
ICT system administrators are responsible for the upkeep, configuration, and reliable operation of computer and network systems, servers, workstations and peripheral devices. They may acquire, install, or upgrade computer components and software; automate routine tasks; write computer programs; troubleshoot; train and supervise staff; and provide technical support. They ensure optimum system integrity, security, backup and performance.
Also known as: enterprise administrator, IT system administrator, ICT systems administrator, ICT sysadmins, IT systems administrator, ICT sysadmin
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What the listing never says
- No section describes what the person would actually do. Scope clarity
- No pay range published. Candidates cannot tell whether applying is worth their time. Pay transparency
The listing, marked up
Nothing in the wording of this listing tripped a check. The scores above still judge how complete and coherent it is.
Headquarters:
Summary
We are seeking an Infrastructure Engineer for Air-gapped LLM Deployments to support secure, large-scale software deployments in GPU-based environments. The role focuses on deploying LLM workloads in air-gapped settings and establishing observability with Grafana and Prometheus, with onsite presence in Riyadh required for two weeks per month.
General information
They need a senior engineer who can take ownership of complex deployments across isolated or air-gapped environments. The role will involve working with GPU infrastructure for LLM workloads and ensuring systems can be deployed, monitored, and maintained reliably at scale.
The engineer should be comfortable troubleshooting infrastructure and deployment issues, automating deployment processes, and working with observability platforms such as Grafana and Prometheus.
Location: Riyadh, Saudi Arabia
Onsite requirement: A few times per quarter in Riyadh
Tasks and Deliverables
Design and support air-gapped deployment environments for LLM-based systems.
Deploy and optimize LLM workloads on GPU infrastructure.
Support large-scale software deployments across secure environments.
Implement and maintain observability using Grafana and Prometheus.
Collaborate onsite in Riyadh to assess, deploy, and troubleshoot environment-specific issues.
Required experience
Expertise in air-gapped deployments.
Experience with large-scale software deployments.
Experience deploying LLMs on GPUs.
Hands-on experience with Grafana and Prometheus.
Engagement highlights
Senior-level infrastructure/deployment engineering role.
Work on large-scale GPU and LLM infrastructure.
Challenging deployment scenarios involving air-gapped environments.
Full-time, long-term position
To apply: https://weworkremotely.com/remote-jobs/toptal-senior-deployment-engineer-with-llm-and-gpu-infrastructure-experience
Summary
We are seeking an Infrastructure Engineer for Air-gapped LLM Deployments to support secure, large-scale software deployments in GPU-based environments. The role focuses on deploying LLM workloads in air-gapped settings and establishing observability with Grafana and Prometheus, with onsite presence in Riyadh required for two weeks per month.
General information
They need a senior engineer who can take ownership of complex deployments across isolated or air-gapped environments. The role will involve working with GPU infrastructure for LLM workloads and ensuring systems can be deployed, monitored, and maintained reliably at scale.
The engineer should be comfortable troubleshooting infrastructure and deployment issues, automating deployment processes, and working with observability platforms such as Grafana and Prometheus.
Location: Riyadh, Saudi Arabia
Onsite requirement: A few times per quarter in Riyadh
Tasks and Deliverables
Design and support air-gapped deployment environments for LLM-based systems.
Deploy and optimize LLM workloads on GPU infrastructure.
Support large-scale software deployments across secure environments.
Implement and maintain observability using Grafana and Prometheus.
Collaborate onsite in Riyadh to assess, deploy, and troubleshoot environment-specific issues.
Required experience
Expertise in air-gapped deployments.
Experience with large-scale software deployments.
Experience deploying LLMs on GPUs.
Hands-on experience with Grafana and Prometheus.
Engagement highlights
Senior-level infrastructure/deployment engineering role.
Work on large-scale GPU and LLM infrastructure.
Challenging deployment scenarios involving air-gapped environments.
Full-time, long-term position
To apply: https://weworkremotely.com/remote-jobs/toptal-senior-deployment-engineer-with-llm-and-gpu-infrastructure-experience