AI /LLM Quality Engineer (Ref 105)
IT CONSULTANCY & SERVICES PTE LTDSalary Range
SGD 66,000 - SGD 90,000 /year
SGD 5,500 - SGD 7,500/month
Skills Required
Job Description
As a LLM / AI Quality Engineer, you will lead the end-to-end evaluation of AI applications—LLM features, RAG systems, and multi-agent workflows—to ensure they meet business outcomes, safety requirements, and platform standards. Own test design, execution, and reporting across offline, pre-prod, and in-prod stages, integrating with CI/CD and working closely with product, data, and platform teams.
Responsibilities
- AI/LLM Evaluation & Test Design: Define evaluation strategies (golden sets, adversarial suites, regressions), pass/fail gates, and SLOs for quality, safety, latency, and cost.
- RAG, Retrieval, & Grounding: Measure retrieval precision/recall, MRR/nDCG, and answer faithfulness to sources; detect hallucination and citation errors
- Agentic & Tool-Use Scenarios: Validate multi-step plans, tool selection, error recovery, retries, and idempotency for functions with side effects.
- Non-Functional, Performance & Cost: Run token-aware load/soak tests (context length, temperature, batching); track p50/p95/p99, throughput, timeouts, cache hit rate, and cost per successful task.
- Security, Privacy & Safety: Red-team for prompt injection, data exfiltration, indirect injections via retrieved content; validate guardrails pre/post inference.
- Observability & CI/CD Integration: Implement prompt/dataset/version lineage and trace-based evals; automate in CI (pre-merge golden tests, nightly adversarials) with canary/A-B in prod and rollback criteria.
- Project Delivery & Collaboration: Analyze requirements, enhance test plans with additional cases, prepare environments (including cloud), execute tests per plan, and drive defect resolution.
- Performance, API & Platform Testing (Carry-over) Execute API, performance, and load testing for microservices/web services that underpin AI features; integrate automated testing into CI/CD.
Requirements:
- 3+ years in software testing/QA with strong test methodology and tooling; hands-on API testing and performance testing.
- Programming familiarity (e.g., Python/TypeScript) and experience with CI/CD and version control.
- Cloud basics (AWS/Azure/GCP) and microservices fundamentals.
- Tooling & Automation: Modern automation frameworks (e.g., Playwright, Cypress, Selenium), API test tools (Postman/REST Assured), performance tools (k6/JMeter), and CI/CD integration.
Kindly indicate 105 – AI Quality Engineer on the subject
Interested applicants may send in their detailed resumes, with subject title: 105– AI Quality Engineer in MS Word format
We regret that only shortlisted candidates will be notified.
Formilleza Jacqueline Rey (Reg. Nos. R1104128)
IT Consultancy & Services Pte Ltd
EA License No.: 92C5311
For more information about ITC, please visit us @ www.itcspl.com
About IT CONSULTANCY & SERVICES PTE LTD
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