GraphRAG Engineer

Posted 7 hours ago

This is a fully remote position, open to applicants in Spain, +2 more countries.

πŸ“‹ Description

β€’ Provision, optimize, and sustain production-quality Neo4j graph databases and pgvector vector storage clusters.

β€’ Design high-throughput indexing structures, cosine similarity vector indexes, and query enhancements for sub-second response times.

β€’ Create automated data ingestion pipelines that parse Git repositories, abstract syntax trees (ASTs), Jira issue links, Apache Avro schemas, and CI/CD metadata into an enterprise knowledge graph.

β€’ Link distributed pipeline engines to hybrid retrievers that integrate SQL, Cypher graph traversals, and dense vector embeddings.

β€’ Set up circuit breakers, confidence scoring thresholds, and step-limit constraints for autonomous agents.

β€’ Integrate microservices and knowledge repositories with the Enterprise AI Gateway.

β€’ Maintain version-controlled system prompt structures in localized .ai/ spoke directories while adhering to DLP PII scrubbing guidelines and token rate limits.

β€’ Implement automated failover, backup restoration, and multi-cloud storage-tier cost management across AWS and GCP.

β€’ Take ownership of the semantic, vector, and graph storage layer that drives the context engine for enterprise AI utilities and the Internal Developer Portal.

β€’ Lead the deployment of the SDLC Context Graph and GraphRAG Engine for CAB compliance, code/schema lineage tracking, and enterprise LLM proxy integrations.


⛳️ Requirements

β€’ Extensive operational and development experience with Neo4j (Cypher, APOC, causal clustering) or enterprise Knowledge Graphs.

β€’ Demonstrated expertise with pgvector (PostgreSQL), embeddings management, hybrid search methodologies, and framework integrations (LangChain, LlamaIndex, or custom RAG pipelines).

β€’ Practical experience managing relational (PostgreSQL) and graph databases within AWS and GCP cloud environments.

β€’ Proficient in consuming Apache Avro payloads, streaming Kafka events (AWS MSK), and parsing both structured and unstructured code and JSON artifacts.

β€’ Solid understanding of Prompts-as-Code patterns, few-shot prompt optimization, and tool specification for agents.

β€’ Experience with Infrastructure-as-Code (Terraform) principles, Kubernetes (EKS/GKE), Docker, and pull-based GitOps workflows.

β€’ Familiarity with HashiCorp Vault Transit encryption, OIDC keyless authentication, and zero-trust workload identities.

β€’ Knowledge of OpenTelemetry (OTel) instrumentation for monitoring vector search query latencies and LLM inference performance in Datadog or Grafana.


🏝️ Benefits

β€’ Generous PTO Policy.

β€’ Unplugged Days supporting work-life balance.

β€’ Flexible Work From Home Policy.

β€’ Mental & Physical Wellness programs.

β€’ Phone and Internet Reimbursement program.

β€’ Access to Continued Career Development.

β€’ Comprehensive Benefits and Competitive Packages.

β€’ Paid Volunteer Time.

β€’ Employee Resource Groups.

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