Cognizant
GCP AI Architect (Remote)
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Job Description
Job Summary
Core Generative AI & ML Expertise
Strong understanding of Generative AI models (LLMs, multimodal models, embeddings).
Hands-on experience with foundation models (e.g., GPT-style, Claude-style, LLaMA-style) and model adaptation techniques.
Expertise in prompt engineering , prompt orchestration , and agent-based frameworks .
Solid grounding in machine learning fundamentals , including supervised/unsupervised learning, evaluation metrics, and inference optimization.
AI Architecture & System Design
Ability to design scalable, modular GenAI architectures for production use.
Experience with
RAG (Retrieval-Augmented Generation) architectures
Vector databases (semantic search, embeddings indexing)
Multi-agent systems and workflow orchestration
Strong understanding of low-latency inference , model routing , and fallback strategies .
Knowledge of event-driven , microservices , and API-first architectures .
Product Engineering & Integration
Experience integrating GenAI capabilities into customer-facing and internal products .
Ability to translate product requirements into AI-driven capabilities and technical designs.
Familiarity with A/B testing , feature flags, and iterative product releases involving AI.
Data & Knowledge Engineering
Proficiency in data pipelines , feature engineering , and unstructured data processing .
Experience with
Knowledge graphs
Metadata-driven architectures
Document ingestion and chunking strategies
Strong understanding of data quality, provenance, and governance for AI systems.
Cloud, MLOps & Platform Skills
Strong experience in cloud-native environments (GCP).
Familiarity with MLOps practices , including
Model versioning
Deployment pipelines
Monitoring, logging, and drift detection
Experience with containerization , Kubernetes , and CI/CD pipelines.
Knowledge of inference o
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