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    Job · 16365961

    PUNE · FULLTIME

    Agent Evaluation & Instrumentation Engineer

    NCC Group logo

    NCC Group

    Pune · onsite · Posted 43d ago

    Sourced fromNaukri
    Undisclosed8–13 yrsfulltimePune

    About a minute. You'll make an account on the way through.

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    Section · 01

    About this role

    Job Description - AI Evaluation & Instrumentation Engineer
    SECTION A: POSITION SUMMARY
    State the objective and purpose of the role.
    Serve as the technical evaluator within the team, responsible for the design, calibration, and adjudication of evaluation suites and gate thresholds across agent archetypes. Lead gate reviews under the Team Lead s authority, own the regression-pack methodology for AI/ML model changes, and act as the technical custodian of evaluation quality and drift hygiene.
    SECTION B: KEY RESPONSIBILITIES AND RESULTS
    Indicate key responsibilities and performance indicators of this role.
    For existing role, please indicate additional responsibilities in bold.
    1. Design and maintain offline evaluation suites (golden sets, regression packs, adversarial/safety probes) and the continuous-evaluation scoring pipeline across archetypes. 2. Conduct operability gate reviews: assess evidence packs, reproduce evaluation results, and recommend go/no-go with documented findings. 3. Own the model-update regression pack methodology and adjudicate regression runs against archived baselines with AIML Operations team. 4. Calibrate gate thresholds against production reality and maintain evaluation drift hygiene (golden-set rotation, hold-out sets, judge calibration). 5. Produce the monthly quality report per agent: eval trends, failure-mode taxonomy, and defect clusters with reproduction traces. 6. Mentor members of the team when needed and review their work for quality and consistency.
    SECTION C: QUALIFICATIONS / EXPERIENCE / KNOWLEDGE REQUIRED
    Indicate key knowledge and skills required for this role to perform the tasks to a satisfactory level. To also specify a suitable level of qualification required (i.e. basic, advanced, or professional), where applicable.
    Category Essential for this role Good to have Education and Qualifications Bachelor s or Master s degree in Computer Science or a related field Work Experience
    6+ years in ML/data/software with strong evaluation or quality focus
    - Hands-on experience evaluating LLM or ML systems
    Experience with agentic systems or RAG pipelines
    Telco AI domain
    Technical / Professional Skills
    Please provide at least 3
    LLM/agent evaluation design and statistical rigour
    Python and evaluation tooling (promptfoo, DeepEval, or custom harnesses)
    Data analysis and metric interpretation
    Tracing/observability tooling
    Adversarial testing / red-teaming Non-Technical / Soft Skills
    Analytical rigour and attention to detail
    Clear technical writing for gate findings
    Ability to influence build teams on quality
    - Management presentation Other Task-Specific Knowledge Understanding of telco customer intents and journeys - Responsible-AI and safety evaluation practices


    Disclaimer: This job posting has been aggregated from external source. Role details, content, and availability are subject to change. Applicants are advised to confirm the latest information directly on the company website before applying.

    Sourced from naukri

    Section · 02

    Skills

    observabilityInstrumentationRetrieval Augmented GenerationAI evaluationinstrumentation engineertechnical writingregressionRAG PipelinesAdjudicationLarge Language Models (LLMs)Pythonoperationsdata analysisArtificial IntelligenceMachine Learning

    Section · Company

    About NCC Group

    NCC Group logo

    NCC Group

    IT Services & Consulting

    750

    employees

    1999

    27 years old

    Manchester

    United Kingdom

    ₹5.7L PA avg

    Avg at NCC Group

    About

    NCC Group offers global information assurance solutions, specializing in security testing and software verification to help organizations mitigate cyber risks effectively.

    Industries

    IT Services & Consulting

    Employee ratings

    10 reviews

    4.4/ 5

    Culture

    4.2

    Career growth

    3.8

    Work-life

    4.3

    Employees rate it well for

    Overall Company44Company Culture43

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