AI Agent Engineering
• Build and own production-grade agent systems end to end, from solution design through deployment, steady-state maintenance, reliability improvements, and operational support.
• Implement stateful, durable agentic workflows with checkpoints, persistence, safe retries, escalation paths, and human-in-the-loop controls for high-impact actions.
• Design agent architectures that include planning, tool use, memory, orchestration, multi-agent collaboration, validation, and fallback mechanisms.
• Build secure tool integrations using MCP-based connectors, approved enterprise APIs, internal services, and tool registries with appropriate authentication, authorization, and auditability.
• Implement advanced retrieval and grounding patterns, including hybrid retrieval, vector plus structured retrieval, reranking, relevance tuning, context assembly, and answer validation.
• Treat evaluation as an engineering discipline by creating test datasets, regression gates, quality metrics, and release criteria for task success, groundedness, reasoning quality,



and tool-call correctness.
• Instrument AgentOps and LLMOps practices by tracing full agent trajectories, including retrieval steps, model calls, tool calls, intermediate reasoning states, outputs, latency, cost, and failure patterns.
• Monitor production AI behavior and identify issues related to hallucination, tool misuse, state errors, loop behavior, poor retrieval quality, incorrect reasoning paths, and workflow failures.
• Apply AI safety, governance, privacy, risk, and auditability controls appropriate for enterprise-grade AI systems.
• Use contemporary AI engineering workflows and developer copilots responsibly to accelerate delivery while maintaining code quality, review discipline, and production standards.
• Stay current with fast-moving GenAI and Agentic AI tooling, frameworks, research patterns, and implementation practices, and translate relevant innovations into pragmatic engineering solutions.
Backend E

📌 AI Developer (India)
🏢 Horizon Industries International
📍 India