Chief Innovation Architect

2 weeks ago


Pune, Maharashtra, India beBeeDataScience Full time ₹ 2,00,00,000 - ₹ 2,50,00,000

Job Title: Lead Technical Architect

We are seeking an experienced and skilled technical leader to oversee the end-to-end design and delivery of AI-powered solutions.

Main Responsibilities:

  • Define Reference Architecture: Develop a comprehensive architecture for ingestion, lakehouse, feature/vectors, models, APIs/UX; make informed decisions on build/buy strategies.
  • NLP and GenAI/RAG Implementation: Select, train, and operationalize NLP, anomaly/fraud models, and GenAI/RAG components; establish human-in-the-loop feedback mechanisms.
  • Experiment Tracking and Model Registry: Implement experiment tracking, model registry, CI/CD for models, automated evaluation, drift monitoring, and rollback procedures.
  • Pipeline Design and Guardrails: Design retrieval pipelines (chunking, embeddings, vector namespaces), guardrails (prompt policies, allow-lists, PII redaction), and citation-based responses.
  • Feature Store and Data Quality: Oversee feature store, labelling strategy, high-quality gold datasets, enforce DQ rules, and lineage management.
  • Performance Optimization: Right-size SKUs, caching/batching, cost/per-token dashboards, SLOs for latency/throughput.
  • Technical Leadership: Break down epics/stories, estimate and sequence work, unblock the team, run technical design reviews.
  • Business Policy Translation: Translate business policy into rule + ML ensembles, present options, risks, and trade-offs.
  • Testing and Observability: Establish testing pyramid (unit, data, model evals, e2e), performance targets, observability dashboards.
  • Mentorship and Standards: Produce design docs, runbooks, SOPs; mentor engineers; uplift coding and review standards.

Requirements:

  • 10+ years of software development experience with at least 5 years leading AI/ML projects.
  • Supervised/unsupervised modelling, anomaly detection, NLP (extraction, classification, NER), OCR pipelines; evaluation design (precision/recall, ROC/PR).
  • LangChain/LangGraph; embeddings; vector databases / Azure Cognitive Search (vector); prompt engineering & safety patterns.
  • MLflow, model registry, online/offline evals, data/version management; CI/CD for models.
  • Delta Lake/Lakehouse (bronze/silver/gold), Azure Data Lake Gen2, Databricks/ADF, schema/versioning, Great Expectations/Deequ.
  • Python (FastAPI), eventing (Event Grid/Service Bus), containerization (AKS/Azure Container Apps), APIM.
  • Cognitive Search, Azure OpenAI, Key Vault, Monitor/App Insights, Purview, Cosmos DB/Azure SQL.
  • Technical decision-making, cross-team coordination, stakeholder communication, and mentoring.

Preferred Skills:

  • Certifications in AI/ML disciplines.
  • Hands-on experience with explainable AI and AI governance.
  • Familiarity with regulatory compliance standards for financial data (e.g., SOX, GDPR).

Qualifications:

  • Bachelor's Degree in Computer Science or related science field or equivalent.

About This Role:

This is an exciting opportunity for a technical leader to join our team. We are looking for someone who has experience in leading AI/ML projects and can help us deliver innovative solutions.

What You Will Do:

You will be responsible for overseeing the end-to-end design and delivery of AI-powered solutions. This includes defining reference architecture, implementing NLP and GenAI/RAG components, and establishing experiment tracking and model registry.

Key Responsibilities:

  1. Define Reference Architecture: Develop a comprehensive architecture for ingestion, lakehouse, feature/vectors, models, APIs/UX; make informed decisions on build/buy strategies.
  2. NLP and GenAI/RAG Implementation: Select, train, and operationalize NLP, anomaly/fraud models, and GenAI/RAG components; establish human-in-the-loop feedback mechanisms.
  3. Experiment Tracking and Model Registry: Implement experiment tracking, model registry, CI/CD for models, automated evaluation, drift monitoring, and rollback procedures.
  4. Pipeline Design and Guardrails: Design retrieval pipelines (chunking, embeddings, vector namespaces), guardrails (prompt policies, allow-lists, PII redaction), and citation-based responses.
  5. Feature Store and Data Quality: Oversee feature store, labelling strategy, high-quality gold datasets, enforce DQ rules, and lineage management.
  6. Performance Optimization: Right-size SKUs, caching/batching, cost/per-token dashboards, SLOs for latency/throughput.
  7. Technical Leadership: Break down epics/stories, estimate and sequence work, unblock the team, run technical design reviews.
  8. Business Policy Translation: Translate business policy into rule + ML ensembles, present options, risks, and trade-offs.
  9. Testing and Observability: Establish testing pyramid (unit, data, model evals, e2e), performance targets, observability dashboards.
  10. Mentorship and Standards: Produce design docs, runbooks, SOPs; mentor engineers; uplift coding and review standards.


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