Job Title: Senior AI Agent & Orchestration Engineer
Experience: 2- 6
Job Title: Senior AI Agent & Orchestration Engineer
### Technical Skill Stack
1. Orchestration & Agentic Frameworks (The "Brain")
- Libraries: Mastery of LangGraph (for stateful graphs), CrewAI or Microsoft AutoGen (for multi-agent roles), and DSPy (for programmatic prompt optimization).
- Concepts: Deep understanding of ReAct loops, hierarchical vs. joint collaboration patterns, and Long-Horizon Reasoning.
- Protocols: Experience implementing the Model Context Protocol (MCP) to connect agents to local/secure data and tools.
2. Advanced RAG & Data Strategy (The "Knowledge")
- Advanced RAG: Beyond basic vector search—implementing Parent-Document Retrieval, Self-RAG (CRAG), and HyDE.
- Vector Infrastructure: Proficiency with pgvector (PostgreSQL), Pinecone, or Qdrant.
- Hybrid Search: Skill in blending semantic (vector) search with keyword (BM25) search for high-precision retrieval.
3. Observability & AgentOps (The "Eyes")
- Tools: Hands-on experience with LangSmith, Arize Phoenix, or Langfuse for distributed tracing.
- Evaluations (Evals): Ability to build automated "LLM-as-a-Judge" benchmarks and regression tests to measure agent accuracy and hallucination rates.
- Production Safety: Implementing cost/latency guardrails and human-in-the-loop (HITL) triggers.
4. Core Engineering (The "Foundation")
- Languages: Expert-level Python and/or TypeScript.
- Mobile/Backend Integration: Familiarity with integrating AI services into iOS/Android environments and high-performance backend APIs.
- Environment: Comfortable in a Linux (Ubuntu) dev environment using Docker, Kubernetes, and local LLM execution (Ollama/LM Studio) for private testing.
### Key Responsibilities
- Solution Architecting: Take a vague business problem (e.g., "Automate healthcare data anonymization") and design the full agentic workflow.
- Autonomous Problem Solving: Identify "Prompt Drift" or "Integration Tax" bottlenecks and proactively build tools or protocols to fix them.
- Orchestration: Build and maintain complex agent graphs that involve tool-calling, API integration, and multi-step reasoning.
- Observation: Own the production reliability. If an agent fails or enters an infinite loop, you are the one who has already built the trace to see why.
### Soft Skills & Mindset
- Radical Autonomy: You are expected to find solutions where documentation is thin.
- Spec-Driven Mindset: You value structured specifications over "trial and error" prompting.
- Domain Curiosity: Eagerness to dive deep into vertical domains (like Healthcare or Finance) to understand the data context.
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