Senior Software Engineer – Data Platform
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Job Description
Senior Software Engineer building LightBox's AI platform and developer tooling. Connecting commercial real estate data, AI models, and production workflow applications.
Responsibilities:
- Design and implement API gateways, model routing layers, and service infrastructure connecting fine-tuned CRE models with production applications
- Develop internal developer tooling, including prompt management interfaces, evaluation dashboards, and trace viewers
- Implement integration patterns for embedding AI capabilities into LightBox's existing workflow applications
- Build observability and monitoring infrastructure for AI workloads, including latency tracking, quality metrics, cost attribution, and usage analytics
- Contribute to knowledge retrieval and caching layers, optimizing accuracy and performance at scale
- Collaborate with ML engineers on model serving infrastructure and production deployment
- Participate in architecture decisions and technical design reviews
Requirements:
- 6+ years of software engineering experience with a strong full-stack foundation (backend-leaning preferred)
- Production experience building APIs, microservices, and platform infrastructure in Python and/or TypeScript/Node.js
- Solid understanding of cloud infrastructure (AWS or GCP), containerization (Docker, Kubernetes), and CI/CD pipelines
- Experience building developer-facing tools, SDKs, or internal platforms that other engineers consume
- Familiarity with LLM integration patterns: API-based model consumption, prompt engineering, retrieval-augmented generation, and tool/function calling
- Strong fundamentals in distributed systems, data modeling, and API design
- Comfort working in a small team with high autonomy and owning a feature end-to-end from design through deployment and monitoring
- Preferred: Experience with Model Context Protocol (MCP) or similar structured AI integration standards
- Preferred: Background in data-intensive platforms, particularly property data, geospatial systems, or document processing pipelines
- Preferred: Familiarity with model serving frameworks (LiteLLM, OpenRoute, AWS BedRock) and inference optimization
- Preferred: Experience in real estate technology, financial services, or other regulated/document-heavy industries
- Preferred: Prior work building observability or evaluation tooling for ML/AI systems
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