Context Trainer (Developer)

Posted:
2/16/2026, 8:52:41 PM

Location(s):
Karnataka, India

Experience Level(s):
Mid Level

Field(s):
Software Engineering

Workplace Type:
Hybrid

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Job Description

THE OPPORTUNITY 

Curate and govern the context layer (RAG/KBs, embeddings, metadata, labeling) to improve answer quality and minimize hallucinations, while protecting data/PII. 

RESPONSIBILITIES 

Curation & Labeling 

  • Extract and curate content from enterprise sources (Confluence, Jira, SharePoint, ServiceNow, qTest) using APIs and automation. 

  • Define chunking and metadata schemas; labeling guidelines; golden Q&A and evaluation sets. 

  • Implement chunking strategies for diverse content types (code repositories, technical documentation, tickets, test cases). 

  • Implement curation workflows and retention policies. 

Retrieval Quality 

  • Run A/B experiments across vector stores; monitor answer quality vs. cost/latency; recommend defaults. 

  • Analyze failure cases and propose data-driven improvements. 

Data Governance 

  • Enforce data minimization, retention, and access controls; maintain lineage and approvals per RAI (Responsible AI). 

  • Document data sources and usage for audit readiness. 

SKILLS & QUALIFICATIONS 

Required 

  • 3+ years data/ML experience with embeddings/retrieval expertise; strong documentation and runbook skills.  

  • Experience with content transformation, metadata extraction, and labeling workflows. 

  • Familiarity with privacy and data governance principles. 

  • Hands-on experience with vector stores (OpenSearch/pgvector/Kendra/Chroma) and labeling tools. 

  • Experience with REST APIs and data extraction from enterprise systems. 

  • Python coding proficiency for data pipelines and automation. 

Preferred/Nice to have 

  • Experience designing golden datasets and evaluation pipelines. 

  • AWS Bedrock Knowledge Bases experience. 

  • Familiarity with software development lifecycle and technical documentation patterns. 

WHAT TAKEDA ICC INDIA CAN OFFER YOU: 

  • Takeda is certified as a Top Employer, not only in India, but also globally. No investment we make pays greater dividends than taking good care of our people. 

  • At Takeda, you take the lead on building and shaping your own career. 

  • Joining the ICC in Bengaluru will give you access to high-end technology, continuous training and a diverse and inclusive network of colleagues who will support your career growth. 
     

    BENEFITS:

    It is our priority to provide competitive compensation and a benefit package that bridges your personal life with your professional career. Amongst our benefits are:

  • Competitive Salary + Performance Annual Bonus

  • Flexible work environment, including hybrid working

  • Comprehensive Healthcare Insurance Plans for self, spouse, and children.

  • ABOUT ICC IN TAKEDA:

  • Takeda is leading a digital revolution. We’re not just transforming our company; we’re improving the lives of millions of patients who rely on our medicines every day.

  • As an organization, we are committed to our cloud-driven business transformation and believe the ICCs are the catalysts of change for our global organization

  • Group Term Life Insurance and Group Accident Insurance programs

  • Health & Wellness programs including annual health screening, weekly health sessions for employees.

  • Employee Assistance Program

  • 3 days of leave every year for Voluntary Service in additional to Humanitarian Leaves

  • Broad Variety of learning platforms 

  • Diversity, Equity, and Inclusion Programs

  • Reimbursements – Home Internet & Mobile Phone

  • Employee Referral Program

  • Leaves – Paternity Leave (4 Weeks) , Maternity Leave (up to 26 weeks), Bereavement Leave (5 calendar days)

Locations

IND - Bengaluru

Worker Type

Employee

Worker Sub-Type

Regular

Time Type

Full time

Locations

IND - Bengaluru

Worker Type

Employee

Worker Sub-Type

Regular

Time Type

Full time