aishifu Research H3 Case Library About Contact 中文

120 cases have prompts under 200 characters, and 70% of those are verbatim from the original post

By Alpha Lay ·

The library contains a batch of unusually short prompts. We were about to write them off as noise, then checked where they came from — and found they reveal publisher behaviour, not a collection problem.

Where the data comes from

pc is the character count of a case's prompt text. Of 1,274 records, 120 (9.4%) come in under 200 characters, with a median of 97.

For scale: the library's median prompt is 1,563 characters. This batch is a sixteenth of that.

Finding 1: 57.5% are verbatim from the original post

Provenance of those 120:

ProvenanceCasesShare
creator-verbatim (copied from the original post)6957.5%
beatapi_indexed_prompt_with_webm1815.0%
official_or_official_index_prompt1210.0%
indexed_from_awesome_minimax_h3_prompts108.3%
source_page_public_prompt43.3%

Nearly six in ten short prompts are short because that is how they were written.

This matters — it rules out one possibility: it is not our scraping truncating content. The publisher simply did not write a detailed prompt in the post.

Finding 2: Hosting is concentrated too, pointing to one batch

HostCases
Video host (Railway project)69
media.beatapi.io18
raw.githubusercontent.com14
video.twimg.com11
pub-…r2.dev4
static.minimax-h3.io3

69 (57.5%) sit on the same Railway project, matching the creator-verbatim count exactly. Both signals point the same way: these mostly come from one collection batch, one that copied posts verbatim.

Finding 3: Skewed toward performance genres, with shorter clips

GenreCases
Character performance20
Music & dance19
Short-drama dialogue18
Fantasy & magic14
Tool comparison demo10
Martial arts7
City & architecture7

Their median duration is 13.7s, below the library's 15.2s (the prompt-length piece has the full band table).

The reasonable reading: short prompts tend to accompany single-action, single-subject content — "someone working out," "a dance" — expressible in a few sentences and with no need to fill the default length. Content that needs long prompts (action & physics, sci-fi) is inherently multi-step.

Finding 4: A data-hygiene problem we have to own

The minimum pc value is 4 characters.

Four characters cannot be a meaningful prompt. It is far more likely a field-splitting error (some identifier string mistaken for a prompt) or a very short source line treated as one.

We did not remove it, because no consistent rule for removal exists (there is no objective threshold for "invalid"). But readers should know:

What you can do with this

If you learn prompt craft from public cases: when a prompt looks suspiciously short, check whether it is "verbatim from the original post." Cases where the post only carried a title genuinely exist — they are not models to copy.

If you build a case index: this is worth recording — a missing field and a short field are two different diagnoses. The first is your problem; the second may be upstream. Always pull provenance before deciding whether to clean; we nearly deleted 120 informative records as noise.

If you publish your own cases: writing prompts out in full is in your own interest. By the data, cases with no prompt in the post can only exist downstream as a "title," and title-based classification is very weak (see the annotation-basis piece).

Method and limitations

Reproduce it

Case detail views show the prompt and its length: https://cases.aishifu.shop/