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  3. Prompt Evaluation Playground
llm
prompt-engineering
evaluation

Prompt Evaluation Playground

Extensible framework to evaluate, score, and benchmark LLM prompts.

Role: AI Researcher
Duration: 1 Month
Team: 1
Source Code
Published
Jan 2026
Primary category
llm

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Overview

Framework to evaluate, score, and benchmark LLM prompts efficiently.

Core Capabilities

  • Prompt scoring and benchmarking
  • Comparative evaluations
  • Extensible framework for multiple LLMs

The Challenge

Prompt evaluation lacks standardized, reproducible metrics.

The Solution

  • 1Automated benchmarking
  • 2Scoring rubrics

Key Features

Prompt scoring
Benchmarking
Comparative analysis
Reports

System Architecture

Modular Python backend, CLI tools, benchmark storage

Key Learnings

  • Prompt evaluation methodology
  • Comparative analysis

If I rebuilt this today

Future improvements: GUI for evaluation, visual dashboards

Challenges Overcome

  • Defining metrics
  • Ensuring reproducibility
  • Scaling tests

Links

Source, demo, and reference links.

Source Code

Technologies

Python

Project Work

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