24 Sep
|
Tata Consultancy Services
|
Bengaluru
24 Sep
Tata Consultancy Services
Bengaluru
PFB JD for AI Test Engineers
Key Responsibilities
AI Response Evaluation & Validation
- Evaluate AI/LLM responses using multiple approaches including:
- Human Evaluation
- Automated Evaluation
- LLM‑as‑a‑Judge techniques
- Validate AI outputs for accuracy, relevance, grounding, consistency, and completeness.
- Design and execute test scenarios for RAG‑based applications, ensuring response faithfulness and reduced hallucinations.
AI Evaluation Frameworks & Tooling
- Apply or integrate AI evaluation frameworks such as:
- RAGAS
- LangSmith (good to have)
- Define evaluation metrics (precision, recall, faithfulness, toxicity, bias, etc.) and analyze results.
- Collaborate with engineering teams to embed AI evaluation into CI/CD pipelines where applicable.
Responsible AI & Governance
- Ensure compliance with Responsible AI guidelines, including:
- Fairness
- Bias detection
- Safety
- Transparency
- Validate system instructions, prompt templates, and guardrails.
- Support system instruction extraction, prompt testing, and jailbreak prevention strategies.
Test Data & Dataset Management
- Understand business and functional requirements to:
- Design and curate high‑quality datasets (golden datasets, adversarial datasets, edge‑case datasets).
- Prepare datasets for training validation, evaluation, and regression testing.
- Maintain dataset versioning and traceability.
Collaboration & Quality Advocacy
- Work closely with AI engineers, product owners, and domain SMEs to understand AI behavior and risks.
- Provide actionable insights on AI quality issues, improvements, and risks.
- Contribute to AI testing best practices, standards, and reusable assets.
Required Skills & Qualifications
Mandatory Skills
- Strong understanding of AI/LLM testing concepts and AI quality assurance.
- Experience in AI response evaluation techniques (human, automated, LLM‑as‑judge).
- Ability to analyze AI outputs and identify:
- Hallucinations
- Bias
- Inconsistencies
- Hands‑on experience in test data / dataset creation based on requirements.
- Awareness of Responsible AI principles and governance models.
Positive to Have Experience with RAG evaluation frameworks such as RAGA
📌 AI Test Engineer (Bengaluru)
🏢 Tata Consultancy Services
📍 Bengaluru