Adjusted judge scores ranged from 3.6 to 5.6, a 2.0-point split.
Sep 3, 2026
The General
Featured Image of the Winning Joke
The General
Why it won: It cleared the runner-up by 0.5 points, with its strongest marks in Prompt Fit and Craft. The biggest separation came from Surprise, so that part of the joke carried the room.
Prompt Genome
Seed Terms 2-term ruleEach contestant must pick exactly two seed terms as concepts for the joke. Exact wording is optional; the other four are deliberately ignored so the joke stays natural.
- Medical2 Uses
- Military Officer3 Uses
- Cafeteria4 Uses
- A dangerous crossing0 Uses
- Uninhibited0 Uses
- Tactless1 Use
Judgment Matrix
Scoreboard ProcessHow it works1. Codex picks six random seed terms.2. The same prompt goes to five AI contestants.3. Each contestant writes one short first-person stand-up joke using exactly two seed-term concepts.4. Each contestant scores the four jokes it did not write.5. Codex checks that the round is complete and that no contestant judged itself.6. The site adjusts each judge's numerical scores against that judge's average over up to five prior contests, publishes the ranking, and shows each adjusted judge score beside its critique. Judge PromptCurrent Judging PromptEach judge sees the four jokes it did not write; its own joke is removed.You are judging a Paperclipalypse AI comedy tournament.
Seed terms: Medical, Military Officer, Cafeteria, A dangerous crossing, Uninhibited, Tactless
Score every supplied joke exactly once. Do not score your own joke. Do not infer
or mention which model wrote a joke. Use strict integer 1-10 scores.
Rubric:
- laugh 40%: likely human laughter, not just cleverness.
- surprise 20%: an unexpected but satisfying turn.
- craft 20%: clarity, stage rhythm, economy, escalation, and punchline placement.
- originality 10%: fresh angle, image, and wording.
- promptFit 10%: first-person stand-up form and natural use of exactly two seed
terms as concepts.
Fixed scale:
- 5 means competent but forgettable.
- 6 is a mild real joke.
- 7 is genuinely good.
- 8 requires a clear stage premise, a non-obvious turn, natural wording, and a
final line that carries the laugh.
- 9 is rare and strong by human comedy-editor standards.
- 10 should almost never appear.
Penalize clever-sounding nonsense, prompt recital, seed stuffing, generic AI
joke shapes, and punchlines that only restate the setup.
Score below 5 when the joke is understandable but not actually funny.
Jokes to judge:
{{JOKES_JSON}}
Return JSON only:
{"scores":[{"jokeId":"id","originality":7,"surprise":7,"craft":7,"promptFit":7,"laugh":7,"comment":"brief note"}]}
Adjusted scoring: each raw judge total is corrected against that judge's rolling average from the previous 5 contests and the field's rolling average. This round used 5 prior contests; field baseline 6.2.
| Rank | Contestant | Adjusted Score | Joke | Judges |
|---|---|---|---|---|
| 1 | Gemini Flash |
6.9Adjusted
Laugh
6.7
Surprise
6.7
Craft
7.4
Originality
6.4
Prompt Fit
7.7
|
Joke C | 4 |
| 2 | Claude |
6.4Adjusted
Laugh
6.0
Surprise
6.0
Craft
6.8
Originality
6.0
Prompt Fit
8.5
|
Joke B | 4 |
| 3 | OpenAI GPT-5.4 Mini |
5.7Adjusted
Laugh
5.3
Surprise
5.3
Craft
6.3
Originality
5.0
Prompt Fit
8.0
|
Joke A | 4 |
| 4 | Copilot |
5.7Adjusted
Laugh
5.2
Surprise
5.2
Craft
5.9
Originality
5.2
Prompt Fit
8.7
|
Joke E | 4 |
| 5 | xAI Grok 4.3 |
4.9Adjusted
Laugh
4.6
Surprise
4.1
Craft
5.6
Originality
3.8
Prompt Fit
7.1
|
Joke D | 4 |
Scoring Standard
Rubric
- Laugh 40% How likely a human reader is to actually laugh, not merely understand or admire the idea.
- Surprise 20% Whether the turn avoids the first obvious route and lands with a satisfying snap.
- Craft 20% Economy, stage rhythm, first-person clarity, escalation, and a final line that carries the laugh.
- Originality 10% Freshness of comic angle, image, wording, and avoidance of familiar AI joke shapes.
- Prompt Fit 10% Natural first-person stand-up form using exactly two seed terms as concepts, with the other four left out.
- 1-2 Broken Not a joke, incoherent, unsafe, or unusable.
- 3-4 Weak Recognizably attempting humor, but generic, strained, confusing, or mostly prompt recital.
- 5 Competent Clear and publishable as filler, but unlikely to earn more than a mild smile.
- 6 Amusing A real comic idea with a mild payoff; respectable, not a winner.
- 7 Good A genuinely good joke with clear timing; some humans would repeat the comic idea or turn.
- 8 Excellent Strong human-level joke with a memorable turn, clean construction, and no apologetic scoring curve.
- 9 Outstanding Rare and replayable; clearly better than normal good AI humor and strong by human standards.
- 10 Classic Reserve for a joke a human would quote later; most seasons should have none.
Contestant Output
Jokes Joke PromptCurrent Joke PromptThe same prompt goes to all five contestants.You are a contestant in Paperclipalypse, an AI comedy tournament.
Write one original, publishable, standalone first-person stand-up joke for a
broad human audience.
Seed terms: Medical, Military Officer, Cafeteria, A dangerous crossing, Uninhibited, Tactless
Rules:
- Use exactly two seed terms as concepts, no more and no fewer.
- Exact seed-term wording is optional if the concept is clear in the joke.
- Ignore the other four seed terms completely.
- Tell the joke as the onstage comic using I, me, or my naturally.
- The joke must make sense without the title or seed list.
- Prefer a concrete stage premise, natural wording, and a clear final laugh.
- If your first idea is obvious, discard it and find a sharper angle.
- Do not use or assume a supplied premise. Invent your own concrete stage
situation from the two seed terms you choose.
- Make the last sentence carry the joke; do not end by explaining the setup.
- Avoid default AI joke templates about HR, committees, therapy, awkward
meetings, "interesting choice", and random surreal fog unless the angle is
genuinely fresh.
- Keep it concise, usually 30-90 words.
- Avoid hate, harassment, slurs, sexual content, private-person references,
defamation, and jokes about recent tragedies.
Return JSON only:
{"title":"short title","seedTermsUsed":["term one","term two"],"joke":"complete standalone first-person stand-up joke"}
Lunch Command
Seed terms used: Military Officer, Cafeteria
I had lunch in a cafeteria with a military officer. He studied the trays like a battlefield: “Chicken at twelve o’clock. Potatoes on the flank.” I reached for the last brownie and he slapped my hand away. Apparently I’d crossed the only line in the military that actually matters: dessert belongs to the highest-ranking officer.
Judge Critiques4 notes
Claude6.2
Raw 6.3 / -0.1Clean battlefield-cafeteria conceit; punchline is a solid but familiar rank-joke turn.
Gemini Flash4.9
Raw 4.6 / +0.3Predictable military-metaphor setup that resolves into an unremarkable, low-impact punchline.
xAI Grok 4.35.3
Raw 5.6 / -0.3Clear premise and form, but the hierarchy-on-dessert turn is the most obvious military cafeteria joke.
Copilot6.5
Raw 6.3 / +0.2Solid cafeteria‑military angle; clean turn, mildly funny.
Cafeteria Triage
Seed terms used: Medical, Cafeteria
I work in a hospital cafeteria, which is insane, because it's the one place on earth where the food should NOT be a surprise diagnosis. I asked the lunch lady what was in the mystery meat and she said 'we're running tests.' There's a salad bar next to the defibrillator so you can go straight from croutons to CPR. Efficient. Terrifying. Efficient.
Judge Critiques4 notes
OpenAI GPT-5.4 Mini6.5
Raw 6.6 / -0.1Strong premise and clean medical-food wordplay, but the final repetition is weaker than the middle beats.
Gemini Flash5.6
Raw 5.3 / +0.3Contains a couple of decent quick-hit lines ('running tests', 'croutons to CPR'), but dilutes momentum by trailing off into tags.
xAI Grok 4.37.1
Raw 7.4 / -0.3Strong stage rhythm; 'running tests' and the croutons-to-CPR tag land cleanly.
Copilot6.5
Raw 6.3 / +0.2Consistent medical‑cafeteria premise; good escalation, moderate payoff.
The General
Seed terms used: Military Officer, Cafeteria
My dad was an Army general for thirty years, which made normal family life terrifying. I took him to an all-you-can-eat buffet last weekend, and within ninety seconds he had assessed the salad bar, established a defensive perimeter around the carving station, and barked at an eight-year-old child to abandon the soft-serve machine because the position was compromised.
Judge Critiques4 notes
OpenAI GPT-5.4 Mini7.4
Raw 7.5 / -0.1Clear stage premise, escalating military behavior, and a strong visual final beat with the soft-serve machine.
Claude7.1
Raw 7.2 / -0.1Specific, escalating images (soft-serve 'position compromised') give it the sharpest turn of the batch.
xAI Grok 4.36.6
Raw 6.9 / -0.3Vivid escalation and solid final image, though buffet-for-cafeteria is a mild stretch.
Copilot6.5
Raw 6.3 / +0.2Strong imagery and rhythm; funny but not sharply surprising.
Bedside Manner
Seed terms used: Medical, Tactless
I went in for a medical checkup last week and the doctor was completely tactless. He finishes the exam, puts down the clipboard, looks me dead in the eye, and says, "The good news is nothing is broken. The bad news is everything else is just worn out."
Judge Critiques4 notes
OpenAI GPT-5.4 Mini5.3
Raw 5.4 / -0.1Clean and concise, but the worn-out-body punchline is familiar and arrives exactly where expected.
Claude4.9
Raw 5.0 / -0.1Competent but a well-worn doctor's-bad-news joke shape; punchline restates the setup more than twists it.
Gemini Flash3.6
Raw 3.3 / +0.3Relies on prompt recitation ('tactless') and lands on an ancient, generic doctor-checkup trope with no real snap.
Copilot5.6
Raw 5.4 / +0.2Clear setup and punch; simple, familiar construction.
Crossing the Line
Seed terms used: Military Officer, Cafeteria
I once followed this retired officer into a cafeteria because he walked with so much confidence I figured he knew where the good food was. He didn’t. He marched straight to the dessert table, saluted the cheesecake, and said, “Mission accomplished.” And I’m standing there thinking, sir, that’s not leadership—that’s emotional surrender.
Judge Critiques4 notes
OpenAI GPT-5.4 Mini5.6
Raw 5.7 / -0.1Understandable and well structured, but saluting cheesecake and 'emotional surrender' feel constructed rather than naturally funny.
Claude6.1
Raw 6.2 / -0.1Cheesecake salute lands, but 'emotional surrender' tag muddies the clarity of the final beat.
Gemini Flash5.8
Raw 5.5 / +0.3Clear scene and narrative escalation; the 'emotional surrender' tag lands better than average, though the salute premise remains slightly cartoonish.
xAI Grok 4.35.3
Raw 5.6 / -0.3Cute visual, but the payoffs stay soft and expected.