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AI Infrastructure · Data Engineering

Multi-Agent Data Pipeline

Internal Product · ChuksForge
Multi-Agent Data Pipeline
The Challenge

Data pipelines that combine multiple processing stages: ingestion, transformation, validation, enrichment, typically hand each stage to a fixed script with no ability to reason about malformed input, adapt to schema drift, or explain why a given row failed validation. When something breaks, the on-call engineer is the fallback reasoning layer.

The Solution

A multi-agent pipeline where specialized agents handle ingestion, transformation, and validation stages independently, coordinated through LangGraph with each agent able to reason about ambiguous or malformed input rather than hard-failing the whole run. Built with full architecture documentation and an interactive diagram from day one, and backed by 511 tests at 84% coverage before being considered production-ready.

Tech Stack
PythonLangGraphDuckDBPolarsFastAPI
511
Tests passing
84%
Test coverage
Multi-stage
Agent-coordinated pipeline

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