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Machine Learning Engineer — LLM Evaluation & Automation

TEKsystems

Cupertino · On-site Contract $60 – $70/hr Today

About the role

Overview:

We are seeking a Machine Learning Engineer to join a high-impact team focused on advancing LLM evaluation, NLP, and AI-driven automation. This role centers on designing scalable evaluation frameworks, optimizing prompt strategies, and building systems that ensure high-quality, consistent model outputs across product domains. You will partner closely with product, engineering, and research teams to drive measurable improvements in AI performance. This is a hands-on role with a strong emphasis on LLM evaluation systems, prompt engineering, and data-driven model optimization.

Job Details: • Location: Cupertino, CA (Hybrid with 3 days a week onsite) • Pay Rate: $60-70 hr/w2 • Job Type: Contract • Contract Length: 6 months • Experience Level: Mid-level to Senior

Key Responsibilities: • Design and build LLM-based evaluation frameworks, including automated scoring pipelines and rubric-based grading systems • Build and maintain data pipelines for evaluation datasets using Python, SQL, and scalable processing tools • Translate complex evaluation results into clear, actionable insights for technical and non-technical stakeholders • Implement automation workflows and agentic evaluation systems to improve efficiency and reduce manual efforts • Develop prompt engineering strategies to evaluate output quality, accuracy, and consistency • Create and maintain metrics, KPIs, and dashboards to track and communicate model performance • Conduct error analysis, root-cause investigations, and quality deep dives to guide model improvements • Partner cross-functionally to define evaluation methodologies and integrate them into production workflows

Must-Have Qualifications: • 5+ years of experience in ML engineering, NLP, or AI/ML automation • Strong programming skills in Python and SQL • Deep understanding of machine learning concepts with a focus on NLP and advanced LLM capabilities (e.g., Chain-of-Thought, agentic workflows) • Experience working with large-scale datasets and data pipelines • Strong experience with LLM evaluation, prompt engineering, or auto grading systems • Experience developing metrics and KPIs to measure model output quality and consistency

Nice-to-Have: • Experience with LLM-as-judge systems or human + model evaluation frameworks • Background in inter-rater reliability, evaluation calibration, or judged systems design • Experience with PySpark or distributed data processing tools • Exposure to building dashboards or visualization tools for model performance tracking

Technical Skills

Python, SQL, NLP, LLM Evaluation, Prompt Engineering, Machine Learning, Data Pipelines, Automation Systems

NOTE: This posting is for an existing vacancy.

Job Type & Location

This is a Contract position based out of Cupertino, CA. Pay and Benefits

The pay range for this position is $60.00 - $70.00/hr.

Eligibility requirements apply to some benefits and may depend on your job classification and length of employment. Benefits are subject to change and may be subject to specific elections, plan, or program terms. If eligible, the benefits available for this temporary role may include the following:

• Medical, dental & vision

• Critical Illness, Accident, and Hospital

• 401(k) Retirement Plan – Pre-tax and Roth post-tax contributions available

• Life Insurance (Voluntary Life & AD&D for the employee and dependents)

• Short and long-term disability

• Health Spending Account (HSA)

• Transportation benefits

• Employee Assistance Program

• Time Off/Leave (PTO, Vacation or Sick Leave) Workplace Type

This is a fully remote position. Application Deadline

This position is anticipated to close on Jun 3, 2026.

About TEKsystems

We're partners in transformation. We help clients activate ideas and solutions to take advantage of a new world of opportunity. We are a team of 80,000 strong, working with over 6,000 clients, including 80% of the Fortune 500, across North America, Europe and Asia. As an industry leader in Full-Stack Technology Services, Talent Services, and real-world application, we work with progressive leaders to drive change. That's the power of true partnership. TEKsystems is an Allegis Group company.

The company is an equal opportunity employer and will consider all applications without regards to race, sex, age, color, religion, national origin, veteran status, disability, sexual orientation, gender identity, genetic information or any characteristic protected by law.

About TEKsystems and TEKsystems Global Services

We’re a leading provider of business and technology services. We accelerate business transformation for our customers. Our expertise in strategy, design, execution and operations unlocks business value through a range of solutions. We’re a team of 80,000 strong, working with over 6,000 customers, including 80% of the Fortune 500 across North America, Europe and Asia, who partner with us for our scale, full-stack capabilities and speed. We’re strategic thinkers, hands-on collaborators, helping customers capitalize on change and master the momentum of technology. We’re building tomorrow by delivering business outcomes and making positive impacts in our global communities. TEKsystems and TEKsystems Global Services are Allegis Group companies. Learn more at TEKsystems.com.

The company is an equal opportunity employer and will consider all applications without regard to race, sex, age, color, religion, national origin, veteran status, disability, sexual orientation, gender identity, genetic information or any characteristic protected by law.

San Francisco Fair Chance Ordinance: Pursuant to the San Francisco Fair Chance Ordinance, for all positions located in the city and county of San Francisco, we will consider for employment qualified applicants with arrest and conviction records.

Massachusetts Lie Detector: It is unlawful in Massachusetts to require or administer a lie detector test as a condition of employment or continued employment. An employer who violates this law shall be subject to criminal penalties and civil liability.

Use of Artificial Intelligence (AI): We may use Artificial Intelligence (AI) to support parts of our hiring process, including sourcing, screening, and evaluating candidates. AI helps assess applications and qualifications, but final decisions are made by our hiring team. By applying, you acknowledge and agree that your application may be reviewed using AI tools.

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