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When Your SME Ghosts You: Using GenAI to Build a Database Documentation Agent
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pyohio
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pyohio_2025
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Marks
Author(s):
Denise Williams
Location
Ballroom A
Date
jul Sun 27
Days Raw Files
Start
13:15
First Raw Start
12:50
Duration
00:30:00
Offset
0:24:54
End
13:45
Last Raw End
13:50
Chapters
00:00
0:13:11
0:20:41
Total cuts_time
27 min.
https://www.pyohio.org/2025/program/talks/when-your-sme-ghosts-you
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Description:
Have you ever been handed a mystery database and told, “You’ll figure it out”... with no documentation, no SME, and no time? In this session, I’ll share how I turned a frustrating (and very relatable) real-world problem into a capstone project for Kaggle's Gen AI 5 Day Intensive Course with Google: building a GenAI-powered Database Documentation Agent using Python, SQLite, and the Gemini API — aka what I like to call my SME Ghost Protocol. I’ll walk through how I used GenAI to automatically generate natural language summaries, answer ad-hoc schema questions, and create entity relationship diagrams — even when human help wasn't available. We'll dive into the challenges of working with GenAI as a "coding partner," designing prompts like communication plans, and lessons learned the hard way about iteration, hallucination, and debugging when you're flying solo. Expect live demos, practical takeaways, a little workplace sarcasm, and ideas for how you can launch your own SME Ghost Protocol — because sometimes, GenAI is the only teammate who shows up.👻
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