Agent architecture & orchestration
Design and implement agentic systems capable of multi-step reasoning, planning, tool use, and workflow execution for a B2b operational processes.
Build stateful workflows using frameworks such as LangGraph and LangChain - including branching, retries, self-correction, human-in-the-loop checkpoints, and reusable orchestration patterns.
Engineer for long-horizon reliability - multi-step task completion, recovery from compounding errors, planning under uncertainty, and robust tool use when individual steps fail.
Retrieval, grounding & context engineering
Develop end-to-end Retrieval-Augmented Generation (RAG) pipelines: ingestion, chunking, embeddings, vector and hybrid retrieval, reranking, contextual compression, and grounding strategies.
Engineer memory and context management - conversational state, persistent memory, retrieval-aware context assembly, and token-efficient context selection.
Reliability, evaluation & safety
Implement observability and tracing for prompts, tool calls, retrieval quality, agent traces, failures, drift,
latency, and production behavior.
Evaluate agents at the trajectory and task level - multi-step task success, failure-mode and regression analysis, and sandboxed test settings - alongside retrieval
and generation-quality metrics, automated checks, and human review.
Integration & production craft
Build integrations with internal and external tools, APIs, enterprise systems, databases, and model providers so agents operate safely within real business workflows.
Deliver production-quality code with strong practices in testing, CI/CD, logging, versioning, and documentation; make architecture decisions that balance quality, safety, latency, cost, and model risk.
Demonstrated depth building and shipping production agentic systems - this is your primary experience, not a recent exploration, robust software/ML fundamentals plus substantial, recent hands-on agentic work.
Solid, hand
📌 Ai Engineer To Work On Agent Architecture And Orchestration Pune
🏢 Visulon
📍 Pune