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Intro: AI-Driven Engineering Quality
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Classroom Contents
Use ML to Predict Delivery Time and Improve Code Reliability
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- 1 Intro: AI-Driven Engineering Quality
- 2 Tim’s Background & The Estimation Problem
- 3 The Solution: AI Pipeline for Delivery-Time Prediction
- 4 How It Works: Feature Extraction + RAG + LLM Reasoning
- 5 Demo Setup & Hackathon Repo Overview
- 6 Repo Risk Breakdown: Backend vs Frontend Complexity
- 7 Discovery-Time Estimates: PMs Get Instant Timelines
- 8 Part 2 — AI Code Review on Commits & PRs
- 9 Security Horror Show: “Bad Code” Example Analysis
- 10 Comparing AI Estimates vs Actual Delivery Time
- 11 Wrap-Up: What We Built + Results + Tech Stack
- 12 Get the Demo on GitHub + Final Thanks