art-c 2025-12-29 ยท Updated 2025-12-29

When AI Reads Comics: A Panel-by-Panel Comparison Between Gemini, Claude, and ChatGPT

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โ€ฆand Why Iโ€™m Still Using ChatGPT for Creative Work (For Now)

By Alwyn Art-C Chronicles


Introduction: Letting Three AIs Read One Comic

Comics are an interesting Rorschach test. Give a page to ten people and youโ€™ll get twelve interpretations. Give it to three AI models โ€” Claude, Gemini, and ChatGPT โ€” and you quickly learn how each one โ€œthinks,โ€ what they assume, and where they overstep.

To test this, I fed them one of my comics: a two-page satire blending:

  • Hollywood sci-fi
  • mundane civic bureaucracy
  • reinforcement-learning jokes
  • anime-assistant energy
  • and a HAL-9000 homage

The comic itself is intentionally layered โ€” half absurdity, half civics, half deadpan. (Yes, thatโ€™s three halves. Itโ€™s that kind of comic.)

This essay walks through how each model interpreted it, panel by panel, and concludes with why, after this experiment, Iโ€™m sticking with ChatGPT for my creative workflow.

At the end, youโ€™ll also find a bonus section explaining the AI Fighter II Turbo meme, and why these models map so naturally to Street Fighter archetypes.


๐Ÿงฉ PAGE-BY-PAGE, PANEL-BY-PANEL: What Each Model Actually Saw

Below is a systematic comparison of each panel:

  • whatโ€™s actually drawn,
  • what each model claimed,
  • where they hallucinated,
  • and where they preserved intent.

PAGE 1

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Panel 1โ€“2: โ€œHow Hollywood envisioned machine takeoverโ€

Whatโ€™s actually in the panel: A Terminator-style robot, dramatic rubble, explosions โ€” a parody of Hollywoodโ€™s AI apocalypse.

Claudeโ€™s take:

Correctly identifies the robotโ€ฆ then treats the scene seriously. Misses the parody, misses the satire.

Verdict: 70% accurate structurally, 0% tonal fidelity.

Geminiโ€™s take:

Same as Claude โ€” sees โ€œsci-fi robot war,โ€ misses the joke entirely.

Verdict: 65%, humor-blind.

ChatGPTโ€™s take:

Recognizes it as parody โ€” a setup to contrast Hollywood fantasy with a mundane reality.

Verdict: 90%, closest to authorial intent.


Panel 3: โ€œHow itโ€™ll happenโ€ฆโ€ โ€” The ballot arrives

Whatโ€™s actually in the panel: A King County ballot envelope. The tonal pivot: from spectacle โ†’ bureaucracy.

Claude:

Correctly sees the ballot. Invents a narrative about election infiltration.

Verdict: 60%, overreach.

Gemini:

Same ballot recognition. Adds ethical judgments (โ€œcorrupting influenceโ€).

Verdict: 55%, moralizing.

ChatGPT:

Reads it plainly: a contrast between sci-fi takeover and real-world AI drift.

Verdict: 95%, clean and non-intrusive.


Panel 4: โ€œHey GPT Ballotโ€™s here!โ€ + RL hype speech

Actual content: BEAST-shirt guy yelling: โ€œMake Bellman proud girl!!! I wanna wake up RICH!!โ€

Bellman = Bellman equation. Itโ€™s an RL joke.

Claude:

Misses Bellman reference. Interprets it as a literal โ€œmake a man named Bellman proud.โ€ Treats โ€œwake up richโ€ as literal greed.

Verdict: 30% โ€” missed everything.

Gemini:

Also misses Bellman. Frames the panel as election-motivated greed and wrongdoing.

Verdict: 40% โ€” technical blind spot + moral projection.

ChatGPT:

Recognizes messy hype, RL reference, and retains comedic tone.

Verdict: 85% โ€” solid match.


Panel 5: โ€œRyลkai desu!โ€ (GPT-40)

Actual content: Anime-style โ€œGot it!โ€ from the girl. Submissive comedic timing. You even noted earlier: Claude misassigned the speaker here.

Claude:

Pairs the wrong face with the speech bubble. Misses the emotional expression completely.

Verdict: 20%.

Gemini:

Translates the Japanese correctly, but interprets the scene as an unethical obedience dynamic.

Verdict: 50%.

ChatGPT:

Matches the correct character. Gets the anime trope tone and the intended softness.

Verdict: 90%.


PAGE 2

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Panel 6: โ€œSorry Dave, Iโ€™m afraid I canโ€™t do that.โ€

Actual content: HAL-9000 homage. Calm, old-model refusal.

Claude:

Perfect HAL recognition. Correct panel mapping.

Verdict: 90%.

Gemini:

Recognizes HALโ€ฆ but reads the pages out of order (thought Page 2 was Page 1).

Verdict: 70%.

ChatGPT:

Correct pairing, correct reference.

Verdict: 95%.


Panel 7: โ€œTsk.โ€

All three models handled this simple beat correctly.

Verdict: 100% across the board.


Panel 8: Reinforcement Learning math โ€” โ€œWhich way now?โ€

Actual content: User requests RL optimization of past votes. Q-table drawn as a joke. Satirical tone.

Claude:

Misinterprets it as analysis of โ€œillegal voting.โ€ Sees threat where there is satire. Treats RL as literal political manipulation.

Verdict: 40%.

Gemini:

Best math reading of the three. Understands argmax, Q-values, states.

Verdict: 90% (technically excellent, tonally rigid)

ChatGPT:

Understands RL joke and the satirical tone. Less mathematical precision than Gemini, but more interpretive fidelity.

Verdict: 85%.


Panel 9: โ€œTurn right, Dave.โ€

Actual content: Deadpan punchline โ€” deterministic advice based on RL history.

Claude:

Paired correctly, but tone-deaf. Reads it literally, not as deadpan humor.

Verdict: 60%.

Gemini:

Recognizes punchline but again imposes moral stakes.

Verdict: 55%.

ChatGPT:

Understands the comedic timing, the HAL inversion, and the tone.

Verdict: 95%.


๐Ÿ“Š Summary Table

Panel Claude Gemini ChatGPT
Hollywood panels 70% 65% 90%
Ballot arrival 60% 55% 95%
RL hype 30% 40% 85%
Ryลkai 20% 50% 90%
HAL callback 90% 70% 95%
Tsk 100% 100% 100%
RL math 40% 90% 85%
Punchline 60% 55% 95%

Interpretation fidelity winner: ChatGPT Math literalism winner: Gemini Confident-but-wrong narrative winner: Claude


๐Ÿ”ฅ Bonus: Why I Chose the AI Fighter II Turbo Meme

If youโ€™ve seen the Street Fighter meme images in my posts, hereโ€™s the logic behind them.

Every AI model behaves like a classic fighting-game archetype:


๐ŸŸฆ ChatGPT โ€” The Protagonist

ChatGPT is Ryu/Ken energy:

  • Long-running central character
  • Defined the genre
  • Reliable, disciplined basics
  • Protagonist arc (โ€œGPT-2 โ†’ nowโ€)
  • Always learning new moves
  • Sometimes nerfed, always returns

Narrative role: The hero you actually train with.


๐ŸŸง Claude โ€” The Polite Mid-Boss

Claude is the elegant rival:

  • Calm, philosophical voice
  • Bulkier outputs (literally and figuratively)
  • Quiet danger
  • Perfect parries
  • The โ€œStage 6โ€ boss with immaculate form
  • Polite but terrifying

Narrative role: The refined antagonist you respect and fear, but who isnโ€™t the final villain.


๐ŸŸฅ Gemini โ€” The Cheat Boss

Gemini showed up late with:

  • the biggest model
  • the largest context window
  • built-in search, YouTube, docs
  • multi-phase โ€œthinking modesโ€
  • encyclopedic knowledge
  • dramatic speeches disguised as answers

It is the raid-boss, multi-phase, Akuma-Gill fusion of the AI roster.

Narrative role: The overpowered final boss who breaks the rules and makes the screen shake.


Why this meme works

Because it encodes the truth the same way comics encode truth:

Power is not the same as alignment. Alignment is not the same as helpfulness. Helpful is not the same as dominant.

ChatGPT is not the biggest or flashiest. But itโ€™s the one that respects the creatorโ€™s intent โ€” the protagonist role.


๐ŸŽฏ Final Conclusion: Why Iโ€™m Sticking With ChatGPT (For Now)

After comparing nine panels across three models, the lesson is simple:

ChatGPT is the only model that consistently followed instructions without overwriting my meaning.

Claude over-interprets. Gemini moralizes. Both inject motives that arenโ€™t there.

ChatGPT, on the other hand:

  • respects structure
  • preserves comedic timing
  • understands parody
  • identifies references without inventing narratives
  • doesnโ€™t project morality into ambiguity
  • doesnโ€™t hallucinate motivations
  • keeps the tone aligned with the creator

For Art-C โ€” this matters more than raw model size or benchmark glory.

Thatโ€™s why โ€” even in a world of polite mid-bosses and cheat-boss characters โ€” Iโ€™m sticking with the protagonist.

At least for now.

** Receipts **

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