Senior Python AI Engineer - Only W2
Saransh Inc
Role: Senior Python AI Engineer
Location: Remote (US)
Job Type: W2 Contract
Experience Required: 10+ years
JD:
-Knowledge Base Infrastructure
We are hiring a Python Platform Engineer to operate and evolve the infrastructure behind an enterprise knowledge base platform that is moving from a Confluence-focused RAG chatbot into a broader agentic knowledge system . Today, the platform supports Confluence/GitHub ingestion chunking pgvector RAG retrieval FastAPI serving . Over the next phase, we are expanding toward hybrid retrieval (vector + sparse + graph), multi-source ingestion, evaluation pipelines, agent infrastructure, harness and shared chat platform primitives.
What You'll Own:
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Architect and implement backend services in Python 3.11, FastAPI, Pydantic, SQLAlchemy async, and asyncpg
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Design retrieval and orchestration trade-offs around quality, latency, cost, safety, and operational simplicity
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Build production-grade agent runtime capabilities: memory boundaries, tool sandboxing, permissions, and budget controls
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Improve answer grounding, failure analysis, and citation enforcement rather than optimizing for demo behavior
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Create observability and operational feedback loops with OpenTelemetry, Prometheus/Grafana, Docker/Helm, and GitHub Actions
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Work closely with product and engineering partners to support multiple conversational surfaces through one knowledge platform
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Ingestion infrastructure across current and future content sources
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Observability across application, pipeline, database, and model-serving behavior
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Cost, latency, throughput, and failure-mode management for AI-heavy workloads
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Release workflows that validate AI behavior changes, not just code compilation
Qualifications:
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Strong hands-on experience with Python in platform, automation, or infrastructure-heavy environments
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Experience building CLI tools using Python, Golang or Rust .
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Hands-on experience with LangGraph, LangChain, pgvector , and modern retrieval pipelines
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Experience designing evaluation frameworks for LLM-backed systems , including regression detection and quality measurement
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Strong experience with Docker, Helm, GitHub Actions, and Kubernetes -oriented workflows
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Familiarity with the operational characteristics of embedding pipelines, vector search, and LLM-backed systems
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Strong observability skills across metrics, tracing, dashboards, alerting, and log analysis
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Experience with ingestion, ETL, or content-processing pipelines at scale
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Ability to think in terms of reliability, cost, latency, throughput, and recovery
Nice to Have:
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Experience with Qdrant, Neo4j, or other vector/graph infrastructure
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Experience supporting RAG, search, evaluation, or agent platforms
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Experience in enterprise or regulated environments
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Familiarity with Vault, Splunk, Artifactory, ECR
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Comfort using AI-assisted engineering workflows in day-to-day work
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