| Big Idea | One memorable promise that connects the paper to the audience's current AI problem. |
| headline as mini-ad | The title, cover line, and first-screen text must sell the episode's learning payoff in one glance. |
| facts before decoration | Visual style, motion, and sound cues must follow verified claims, not replace them. |
| visual hero | Each opening and major beat needs one dominant inspectable visual, not a cluster of equal decorations. |
| proof object | Put the paper figure, formula, code line, benchmark, or source-backed diagram on screen when making a claim. |
| brand consistency | Keep recurring series identity, tone, terminology, cover structure, and visual grammar consistent across episodes. |
| research before creative | Study the paper, competing explanations, platform language, and audience pain before writing the hook. |
| caption as micro-headline | Treat each 5-8 second subtitle or on-screen caption as a tiny headline with new information and a clear payoff. |
| consumer language | Use the audience's plain language for the problem before mapping it back to formal terms. |
| numbered facts | Use numbered facts when multiple proof points are needed; make each item specific and source-backed. |
| news-style layout | Prefer clean, readable, source-forward layouts over decorative ad-looking clutter. |
| image captions | Every paper figure, formula crop, code image, or benchmark image needs a short explanatory caption. |
| avoid reverse type | Do not use long white-on-black text blocks for load-bearing explanations. |
| avoid ornate fonts | Avoid fancy, novelty, or low-readability typefaces for titles, captions, and formulas. |
| no colored body panels | Body copy, captions, formula notes, and image captions use dark text on a light paper/white surface, not black, dark, saturated, or colored slabs. |
| readable type floor | Body text must clear a 9pt print baseline, with 11pt preferred; video text must be enlarged for phone viewing instead of squeezed. |
| serif for reading, sans for posters | Dense reading text prefers readable serif/traditional faces; large sans-serif is reserved for five-second poster or hook frames. |
| one type system | Avoid unnecessary font-family, size, and weight mixing; too many title styles reduce reading. |
| leading and scan path | Add paragraph leading and split facts into short paragraphs, icons, arrows, or numbered proof points. |
| avoid all caps | Do not set full English sentences in all caps; keep only required technical abbreviations. |
| do not print headlines over images | Do not place titles or explanatory text over important paper figures, formulas, charts, code, or matrix cells. |
| five-second poster rule | Cover, opening, and poster-like frames need no more than three element types, clean strong colors, and a visible paper/mechanism name. |