Senior Infrastructure Engineer - AI Platform (Graph & Vector DB)

unchain • Japan
Remote
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AI Summary

Own the architecture, operation, and unit economics of the AI platform powering NEURON's hybrid retrieval system across multi-tenant SaaS and single-tenant stacks. Design and optimize infrastructure for sub-second latency and enterprise profitability. Requires 3+ years AWS production experience, Terraform, Graph DB, Vector DB, and strong Japanese communication skills.

Key Highlights
Full-time, fully remote position at an AI startup founded by University of Tokyo alumni
Own core infrastructure design decisions for hybrid Ontology + RAG retrieval system
Manage both shared multi-tenant SaaS and dedicated single-tenant stacks for enterprise customers
Focus on cost and latency engineering for AI/LLM workloads at enterprise scale
Key Responsibilities
Own the architecture, operation, and unit economics of the platform powering NEURON's hybrid Ontology + RAG retrieval system
Manage deployment across two topologies in parallel: shared multi-tenant SaaS and dedicated single-tenant stacks for enterprise customers
Make core infrastructure design decisions to serve enterprise customers profitably while maintaining sub-second latency
Technical Skills Required
AWS Terraform Graph DB (Neo4j, Neptune, ArangoDB) PostgreSQL Vector DB (pgvector, Qdrant, Weaviate, Pinecone) Hybrid retrieval pipelines Distributed tracing SLO/SLI APM
Nice to Have
Knowledge Graph / Ontology experience
Hybrid search architecture (BM25 + vector + graph)
Single-tenant SaaS deployment for compliance-sensitive enterprise customers
FinOps track record
SRE background or on-call leadership experience

Job Description


Company Description

UNCHAIN is an AI startup founded in July 2025 by alumni of the University of Tokyo's Matsuo Lab and SoftBank Academia. With the mission "UNCHAIN THE WORLD," we build AI platforms that free organizations from structural constraints, so teams can focus on what truly matters. Our products include NEURON (AI workflow automation) and ASGUARD (AI agent security).


Role Description

UNCHAIN is seeking an Infrastructure Engineer for a full-time, fully remote position. You will own the architecture, operation, and unit economics of the platform powering NEURON's hybrid Ontology + RAG retrieval system across two deployment topologies in parallel, a shared multi-tenant SaaS and dedicated single-tenant stacks for enterprise customers. This is not a "keep the lights on" role: you will make the core infrastructure design decisions that determine whether our AI platform can serve enterprise customers profitably while maintaining sub-second latency.


Qualifications

Must Have:

  • 3+ years operating production infrastructure on AWS with strong Terraform/IaC discipline
  • Hands-on experience with a Graph DB (Neo4j, Neptune, ArangoDB) in production, or strong PostgreSQL with willingness to make graph-DB migration decisions
  • Hands-on experience with a Vector DB (pgvector, Qdrant, Weaviate, Pinecone) in production
  • Experience designing hybrid retrieval pipelines combining graph traversal and vector search
  • Infrastructure-level cost & latency engineering for AI/LLM workloads
  • Multi-tenant data architecture experience at enterprise scale
  • System-level observability experience (distributed tracing, SLO/SLI, APM)
  • Strong Japanese communication skills (English a plus)
  • Proactive and self-driven in a fast-paced startup environment

Nice to Have:

  • Knowledge Graph / Ontology experience
  • Hybrid search architecture (BM25 + vector + graph)
  • Single-tenant SaaS deployment for compliance-sensitive enterprise customers
  • FinOps track record
  • SRE background or on-call leadership experience

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