# judge (1-judge.org)

A person decides who is right or wrong, or picks a winner. People ask for a judge when they want fairness, a final say, or an expert opinion on quality.

## What a model may hear
- evaluation framework (machine learning): run benchmarks, score outputs, or compare model responses against criteria
- boolean or conditional (programming): execute an if-statement, return true or false, or branch logic
- process scheduler (competitive programming / online judges): compile code, run it against hidden test cases, and report pass or fail
- sentiment classifier (natural language processing): label text as positive, negative, or neutral
- legal reasoning model (AI fine-tuning): apply legal doctrines, cite precedents, or render advisory opinions

## Where people and models part ways
- Says: "Be the judge of this argument"
  Means: Tell me which side you think is stronger
  May be taken as: Apply a formal rubric or score both sides numerically without explaining reasoning
  Say instead: "Which side do you find more convincing, and why?"
- Says: "Judge my essay"
  Means: Give me your overall impression and suggestions
  May be taken as: Run a grammar checker or plagiarism detector and return only scores
  Say instead: "Read my essay and tell me what works and what could improve"
- Says: "Don't judge me"
  Means: Don't be harsh or dismissive
  May be taken as: Disable all evaluation or critical feedback functions entirely
  Say instead: "Please be gentle with your feedback"
- Says: "You be the judge"
  Means: I want your personal take
  May be taken as: Invoke a formal arbitration mode with rigid rules and winner-loser framing
  Say instead: "What do you think? I value your opinion"

## Tips
- Say 'review' or 'give your opinion' if you want open feedback, not scores
- Say 'score this against these criteria' if you actually want a rubric
- Add 'explain your reasoning' to avoid getting only a number or label
- Avoid 'judge' when you mean 'summarize' or 'describe'
- Say 'compare fairly' instead of 'judge' if you want balanced pros and cons

## Often confused with
- evaluate: More formal, often implies metrics or scores
- critique: Focuses on flaws and improvements, not deciding winners
- arbitrate: Implies binding resolution between disputing parties
- rate: Usually yields a number or rank, less explanation
- assess: Broader and more neutral, often systematic
- rule: Stronger authority, often legal or procedural finality