Job Title: AI Architect
Job Location: Torrance, CA
Job Type: Contract

Job Description:

• Design multilayered AI solutions balancing compute efficiency contextual fidelity and algorithmic adaptability retrieval reasoning planning tool use
• Develop advanced RAG pipelines leveraging vector databases Chroma DB Milvus FAISS and embedding strategies for contextual accuracy
• Integrate AI capabilities with enterprise systems via REST and Graph QL APIs ensuring secure and scalable interoperability
• Establish best practices for algorithm selection and layering combining neural models symbolic reasoning and tool based agents for optimal performance
• Collaborate with cross functional teams to embed AI agents into business workflows and align with compliance and governance standards
• Implement structured output validation and schema enforcement using Pydantic FastAPI and JSON Schema for robust data integrity
• Optimize compute resources and latency trade offs across cloud hybrid and edge environments for high performance AI workloads
• Define observability baselines telemetry tracing evaluation metrics and rollout strategies for safe iterative deployments
• Required Skills
• Programming Architecture Python 310 Async design modul ardistributed architecture microservices
• Lang Chain Ecosystem Lang Chain Lang Graph prompt templates agent orchestration patterns
• AIML Frameworks OpenAI API Hugging Face Transformers TensorFlow PyT orch experience with finetuning and inference optimization
• Data Context Management SQL Alchemy PostgreSQL JSON Schema Mapping feature engineering and contextual pipelines
• Vector Databases Semantic Search Chroma DB Milvus FAISS embedding optimization and similarity search strategies
• Algorithmic Design Strong understanding of algorithm layering retrieval reasoning planning hybrid AI approaches and compute aware model selection
• API Integration Security REST Graph QL OAuth enterprise grade security practices
• DevOps CICD Git Docker Azure DevOps or equivalent Fast API Uvicorn containerized deployments and automated pipelines
• Agentic Capabilities Reasoning adaptation tool calling MCP based solutions ReAct agents Supervisor multiagent coordination
• Performance Optimization Distributed compute strategies GPUTPU utilization quantization pruning distillation caching batching

Skills

• Mandatory Skills : Architectural diagrams