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Technical_README.md
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Deterministic agent **executes a known plan**, while an autonomous agent **figures out the plan as it goes**.
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agentic data engineering app for profiling datasets, validating schemas, detecting data-quality failures, executing safe read-only SQL checks, and generating SQL + PySpark pipelines
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#### Data Cleaning / Audit Tasks
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Data Engineering Agent can analyze and clean datasets by first understanding their structure and quality
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Deterministic agent **executes a known plan**, while an autonomous agent **figures out the plan as it goes**.
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### Agent Goals:
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- agentic data engineering app for profiling datasets, validating schemas, detecting data-quality failures, executing safe read-only SQL checks, and generating SQL + PySpark pipelines
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- agent model loads a user dataset, creates a structured DataContext, gives a Qwen3-Coder agent access to engineering tools, and lets the model decide which tools to call before producing a final engineering assessment and pipeline code
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#### Data Cleaning / Audit Tasks
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Data Engineering Agent can analyze and clean datasets by first understanding their structure and quality
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