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 environments - 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.
- Strong, hand

📌 Ai Engineer to Work On Agent Architecture and Orchestration (Pune)
🏢 Visulon
📍 Pune