Lead a team of planners and is responsible for reviewing demand forecasts and backlog, optimizing production output and meeting customer lead time and schedule
Develop and maintain production plans aligned to customer demand, operational constraints, and business priorities.
Ensure timely material availability to support production schedules and customer requirements.
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Agentic AI ArchitectureDesign and implement production-grade agentic systems using models such as Claude. Agent orchestration, tool calling, function calling, multi-agent architectures, planning and task decomposition, agent memory, context management, state machines and workflow engines, long-running agents, human-in-the-loop systems, autonomous execution, recovery and retry mechanisms, observability, and evaluation. You understand the difference between LLM → Agent → Workflow → Autonomous System, and when each is appropriate.
Agentic Loops & Self-OptimizationA major part of the role is building closed-loop systems: Goal → Plan → Execute → Observe → Evaluate → Learn → Re-plan → Execute. Systems that evaluate their own outputs, detect failed actions, identify root causes, adjust strategies, optimize prompts and tool selection, keep what works, roll back what does not, and improve over time. Reflection, critique, self-evaluation, feedback loops, reward signals, evaluation frameworks, automated experimentation, memory, retrieval, state management.
Claude / LLM EngineeringDeep practical experience with Claude/Anthropic APIs is highly desirable. Tool use, structured outputs, streaming, context management, prompt engineering, system prompts, long-context workflows, model routing, token optimization, latency and cost optimization, context compression, agent memory, LLM evaluation. Experience with other frontier models (OpenAI, Gemini, Llama or equivalent) is a plus.
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Build practical project management skills by leading site coordination, daily briefings, and installation sequences across multiple projects. This hands-on experience prepares you for larger technical leadership roles.
Develop concrete technical judgment by reviewing drawings, setting installation tolerances, and verifying finishes on site. These responsibilities sharpen your ability to make fast, safe decisions under pressure.
Expand your supervisory experience by coaching small teams, assigning tasks, and maintaining equipment logs. This helps you grow into a trusted on-site leader who improves team performance.
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