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Generative AI Engineer
2 weeks ago
Core Responsibilities
Multi-Agent System Architecture
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Architect and implement multi-agent workflows using LangChain, LangGraph, AutoGen, CrewAI, Google ADK, CAMEL, Swarm, and OpenAI Agents SDK to orchestrate task decomposition, memory, tool use, and agent coordination.
Model Context Protocol (MCP) Integration
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Engineer workflows that use MCP for context-sharing and standardized communication among agents and with external systems (SQL, file systems, tools).
Agent Framework Development
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Design abstracted agent frameworks supporting planning, reasoning, retries, orchestration, and observability.
Data Processing & Pipelines
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Develop ETL pipelines for ingestion, transformation, storage, and embedding generation using Airflow, Prefect, Spark, Hadoop, and vector databases (FAISS, Pinecone, Weaviate).
LLM Fine‑Tuning & RAG Architecture
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Fine‑tune GPT, LLaMA, Claude, Mistral models with efficient methods; build retrieval‑augmented systems using vector DBs and knowledge graphs.
Multimodal AI & API Integration
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Integrate text, image, audio, OCR, and structured data (via CLIP, Whisper, TTS/STT); expose capabilities through REST/GraphQL APIs and microservices.
Production MLOps & Engineering
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Follow core Python engineering practices—OOP, async, unit testing, packaging. Containerize with Docker and deploy on Kubernetes or serverless infra.
Ethics, Security & Performance Optimization
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Integrate bias detection, explainability, privacy safeguards (prompt injection mitigation), and optimize performance and cost.
Education:
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BSc or MSc in Computer Science, Engineering, Data Science, or equivalent.
Technical Skills:
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Python: Advanced proficiency in OOP, async programming, packaging, testing.
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LLM Frameworks: Hugging Face Transformers, PyTorch, TensorFlow.
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Agent Frameworks: Experience with LangChain, LangGraph, AutoGen, CrewAI, ADK.
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Protocols: Deep understanding of MCP, A2A, and agent interoperability.
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Data Engineering: Airflow, Prefect, Spark/Hadoop, SQL/NoSQL, vector databases.
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Cloud & Containerization: Experience with AWS, GCP, Azure, Docker, Kubernetes.
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API & Microservices: FastAPI, Flask, GraphQL, event-driven systems.
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RAG Systems: Expertise in FAISS, Pinecone, ChromaDB, Weaviate, and knowledge graphs.
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Software Quality & Architecture: Strong foundations in system design, scalability, security, and CI/CD best practices.
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Proven track record in full-stack AI agent deployment.
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Deep familiarity with prompt engineering, decision chaining, and tool integrations.
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Background in reinforcement learning, planning, or control-loop architectures.
Soft Skills:
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Excellent communication and collaboration across multidisciplinary teams.
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Analytical mindset with strong debugging and iterative development approach.
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Agile-oriented: rapid experimentation, evaluation, and adaptation.