AI-generation "failures" are usually prompt-structure or parameter issues, not model limits. This hub gathers image / video / music / lyric failure modes and their shortest fixes.

In-depth articles in this hub

Troubleshooting

Listed 'text, watermark, extra fingers' in the negative prompt and got all three anyway? It is usually one of seven causes: not wired up, CFG too low, contradicted by the positive prompt, truncated past 75 tokens, wrong weight syntax, an overtrained checkpoint, or a Flux model that ignores negatives by design.