Make the meme like a small program: define one scene, quote one short caption, require exact spelling, generate once, and run a visual test suite. If the joke needs a paragraph, it is not ready for image generation.
Start with a spec
format: "two-button decision"
subject: "tired developer"
left_label: "SHIP IT"
right_label: "WRITE TESTS"
bottom_caption: "FRIDAY 4:59 PM"
type: "bold white Impact with black outline"
spell: "exactly"
max_words_per_block: 4
Flatten the spec only after the joke reads without an image.
The AI Meme Generator currently selects GPT Image 2 in Text to image mode. Today the default showed 4:3, Public visibility, and 37 credits. An Edit image mode is available if you have a source you are allowed to modify. Verify the live estimate before Generate.
Compile it into a prompt
Original two-button decision meme. A tired software developer in a hoodie
sweats while choosing between two large desk buttons. Left button label reads
"SHIP IT". Right button label reads "WRITE TESTS". Bottom caption reads
"FRIDAY 4:59 PM". Spell every quoted string exactly. Bold white Impact text
with black outline, high contrast, simple office background, no logo, no extra
caption, no watermark.
Keep every text block short. Models have more chances to fail as copy gets longer.
Run one controlled generation
- Pick Text to image for a new scene.
- Paste the prompt and keep the neutral 4:3 test size.
- Confirm GPT Image 2, Public visibility, and the displayed credits.
- Generate only if the current estimate fits.
- Read every label before deciding whether the meme is funny.
Test the output
assert left_label == "SHIP IT"
assert right_label == "WRITE TESTS"
assert bottom_caption == "FRIDAY 4:59 PM"
assert visual_hierarchy == "scene -> choice -> punchline"
assert joke_reads_under_2_seconds
assert no_unlicensed_logo
Also write useful alt text. Do not repeat only the caption; describe the scene and why the labels create the choice.
Debugging
- Wrong letter: shorten the caption, spell it with explicit quoted strings, and remove all other copy.
- Labels switch sides: state left and right in separate sentences.
- The scene steals the joke: simplify the background and increase text contrast.
- The meme copies a famous person: replace the subject with an original character.
- The result is meaner than intended: change the premise before changing the art style.
Limits and release checks
Generated text may still be wrong. A readable caption does not make a joke accurate, kind, or legally safe. Avoid private individuals, harassment, health misinformation, and fake screenshots that could be mistaken for real interfaces. If you use workplace or community in-jokes, verify that the target is a situation rather than a vulnerable person.
Finally:
- confirm all text;
- add descriptive alt text;
- disclose AI generation when context requires it;
- check mobile readability; and
- keep the source prompt with the post.
When the spec passes before rendering, open the exact meme form, check the current 37-credit default, and debug the caption like code.

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