AI Architect

Empowering Innovators at Smart IT Frame | Building Tomorrow's Technology Today | Technical Recruiter | US Staffing

Role: AI Architect

• 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 tradeoffs 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.

• Lang Chain Ecosystem (Lang Chain, Lang Graph, prompt templates, agent orchestration patterns).
• AIML Frameworks and APIs (OpenAI, Hugging Face Transformers, Tensor Flow, PyTorch) with fine tuning and inference optimization.
• Data Context Management (SQL Alchemy, Postgre
  
  SQL, JSON Schema, mapping, feature engineering, contextual pipelines).
• Vector Databases and Semantic Search (Chroma
  
  DB, Milvus, FAISS) with 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 and Security (REST, Graph
  
  QL, OAuth) and enterprise‑grade security practices.
• Dev Ops and CICD—Git, Docker, Azure Dev Ops or equivalent, FastAPI, Uvicorn, containerized deployments, and automated pipelines.
• Agentic Capabilities—reasoning adaptation, tool calling, MCP‑based solutions, ReAct agents, Supervisor multi‑agent coordination.
• Performance Optimization—distributed compute strategies, GPU/T‑PU utilization, quantization, pruning, distillation, caching, batching.

Jayesh Bhati

Recruitment and Operations

Email:

Smart IT Frame LLC.