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feat(issue-2): Project scaffold, rubric schema, and base evaluator class#7

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feat(issue-2): Project scaffold, rubric schema, and base evaluator class#7
Nidhi18-git wants to merge 1 commit into
theapprenticeproject:mainfrom
Nidhi18-git:feat/issue2-project-scaffold

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Summary

Adds the foundational structure for Issue #2 — AI-based evaluation of 21st-century skills.

What's Included

  • issue-2-ai-skill-evaluator/ directory with clean project structure
  • data/sample_rubric.json — a 4-level rubric schema for skill assessment (creativity, critical thinking, problem solving, agency)
  • src/evaluator.py — abstract BaseEvaluator class with EvaluationResult dataclass; to be extended for each model
  • src/data_utils.py — data loading helpers (skeleton)
  • requirements.txt — full dependency list for VLM fine-tuning stack
  • Detailed README.md with model candidates, milestones, and project structure

Motivation

The repo currently has no code. This PR creates the shared foundation that future contributions (data pipeline, model benchmarking, fine-tuning) can build on.

Related Issue

Closes #2 (partially — this is the scaffold, not the full implementation)

Next Steps (what I'll tackle next)

  • Model benchmarking notebook with zero-shot evaluation on sample rubric
  • Data preprocessing pipeline for student artifact images
  • Cost analysis script comparing open-source models vs Gemini

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[DMP 2026]: Developing a Cost-Efficient AI Model for Evaluating 21st Century Skills

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