Theon User
@theonuser
IT & Networking Specialist and AI Trainer bridging infrastructure and AI.
What I'm looking for
I am an IT & Networking Specialist and AI Trainer with over two years of hands-on experience uniting traditional IT operations with AI-driven processes. I focus on building reliable networks, administering systems, and delivering responsive IT support while contributing to AI model development through data annotation and LLM training.
In my current roles I annotate large datasets, design and execute complex queries, and build data pipelines to improve model performance and scalability. I automate repetitive tasks, document best practices, and collaborate with data scientists to refine training objectives and ensure high-quality training data.
On the IT side I configure and maintain LAN/WAN networks, servers, and firewalls, administer Windows and Linux systems, and manage Active Directory, DNS, and DHCP. I proactively monitor networks with tools like Wireshark, Nagios, and SolarWinds, and implement backup, patch management, and disaster recovery strategies to minimize downtime.
I bring a practical, security-minded approach to operations and AI work, prioritizing consistency, accuracy, and scalable solutions. Iām motivated to apply AI to optimize IT workflows and strengthen system performance and resilience.
Experience
Work history, roles, and key accomplishments
LLM Trainer / Data Annotator
Outlier
Dec 2024 - Present (10 months)
Designed and executed complex queries and data pipelines to generate high-quality training datasets for LLMs on the Stellar AI platform, automated repetitive tasks, and collaborated with data scientists to refine training objectives.
Data Annotator
Data Annotation
Aug 2024 - Present (1 year 2 months)
Accurately labeled and annotated large datasets to support machine learning training, improved annotation consistency by adhering to project guidelines, and collaborated with cross-functional teams to enhance evaluation standards.
IT & Networking Technician
Dutec Technical Services
Feb 2023 - Present (2 years 8 months)
Configured and maintained LAN/WAN networks, servers, and firewalls; administered Windows/Linux systems, Active Directory, DNS and DHCP; and implemented monitoring, backup, patch management, and disaster recovery to minimize downtime.
Education
Degrees, certifications, and relevant coursework
Theon hasn't added their education
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