AI Architect/Engineer - Agentic AI & Domain Specialized Systems
ADV TECHMINDS · Bangalore, Karnataka, India · On-site
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We're seeking a hands-on AI Architect/Engineer to design and implement autonomous AI agents with specialized domain knowledge. You'll build production-grade agentic systems from prototype to scale, working with LLMs, implementing RAG/CAG pipelines, and eventually fine tuning custom models
Key Responsibilities
Design and implement autonomous AI agent architectures with domain expertise and reasoning capabilities
Build multi-agent systems with role specialization, task decomposition, and orchestration
Architect RAG/CAG pipelines with vector databases for consistent agent outputs
Implement agent memory systems, planning frameworks (ReAct, Plan-and-Execute), and tool-use capabilities
Design RESTful APIs for integration with application platforms
Build evaluation frameworks and monitoring for agent performance and reliability
Lead transition from cloud LLM APIs to custom fine-tuned models Work with domain experts to encode specialized knowledge into agent systems
Required Skills
AI/ML Expertise Deep understanding of LLMs, transformer architectures, and NLP
Proven experience building autonomous agents with planning, reasoning, and tool-use
Hands-on with agent frameworks: LangGraph, LangChain, AutoGen, CrewAI
Expert-level prompt engineering: few-shot, chain-of-thought, ReAct patterns
Production RAG systems with vector databases (Pinecone, Weaviate, Qdrant, Chroma,FAISS)
Extensive experience with Claude, OpenAI GPT-4 APIs, function calling, structured outputs
Vector embeddings, semantic search, similarity metrics, retrieval strategies
Understanding of fine-tuning, RLHF, LoRA, QLoRA, domain-specific model adaptation