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ninja-interview-assignment

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anton-karlovskiy / smart-insights-agent

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Python CLI that normalizes a messy dataset of OptinMonster opt-in campaigns, benchmarks each site against its industry peers, and uses GPT to generate one validated, grounded next-best-action recommendation per site - deterministic code owns every number and decision; the LLM only reshapes prose.

python cli benchmarking openai recommendation-engine data-cleaning data-pipeline structured-output pydantic llm ninja-prototype ninja-interview-assignment
  • Updated Jul 21, 2026
  • Python

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