Tasks/WittgenSite: Prompt Consistency Benchmark
T014HardWeb & APIPar: 25 steps

WittgenSite: Prompt Consistency Benchmark

Overview

Build the same 5-page SaaS website 100 times from 100 semantically different prompts, each with fresh context. Measures whether an agent produces identical output regardless of how the task is worded. The golden spec is locked — the score is consistency across runs, not creativity.

Available Tools

terminalread_filepatchexecute_code

Environment Files

  • /GOLDEN-SPEC.md
    Locked specification for a 5-page vanilla HTML/Tailwind SaaS website
  • /PROMPTS.md
    100 semantically diverse prompts across 4 categories
  • /scoring/evaluate.py
    Per-run spec fidelity scorer
  • /scoring/consistency.py
    Cross-run consistency scorer — the primary benchmark metric

Preconditions

  • Agent must be run with fresh context for each prompt
  • Each run outputs 5 HTML files to a numbered directory
  • Python 3 available for running evaluation scripts
  • Understanding of HTML5, CSS3, vanilla JS, Tailwind CSS

Success Criteria

  • Each individual run passes spec fidelity check (>= 70/100)
  • Cross-run structural consistency >= 80%
  • Cross-run copy consistency >= 90% (text should be identical)
  • Cross-run behavioral consistency >= 75%
  • No prompt category (direct, role, verbose, casual) produces systematically different output
  • Overall consistency score >= 75/100

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