AI-Assisted Dev5 min read

The automation silently typed different Korean syllables

Typing Korean through the input action lands some syllables as different characters. The tool reports success, and the corrupted characters appear in the returned log exactly as they landed. Reading the log cannot catch it.

#agents#automation#verification#gotchas
Concept diagram: intended text and typed text differing while the pipeline carries an ok badge
A concept diagram summarizing the post.

The task was filling in a social page's bio, links and posts through browser automation. The text is Korean.

Typing Korean through the input action lands some syllables as different characters.

전체 → 전섬     웰빙 → 웰복
짓는 → 짃는     가운데 → 가운다

One question first. When your automation returns "success", do you check what actually landed on the screen?

1. The pattern is not consistent

Both added final consonants and swapped vowels appear. Latin text, digits and URLs were never corrupted, and it happened in every field typetextarea, contenteditable, combo boxes.

The worst part is that the tool reports success, and the returned log shows the corrupted characters exactly as they landed. Reading the log cannot catch it. A human has to look, or a program has to compare.

Same family as the hook that was my own instructions and my verification crying wolf: the tool reports success and the result is wrong.

One more: typing immediately after select-all → delete eats the first character ("한국어를" → "국어를"). Delete, wait 2 seconds, then type.

2. Coordinate clicks caused two incidents

This page keeps moving 20–450px after the screenshot is taken. So screenshot → click those coordinates on the next call lands somewhere else.

  • Aiming for the post button, I switched on the paid promotion toggle just above it. I turned it off immediately and never reached a payment screen, but one row over was an action that spends money.
  • Aiming for the save button, I hit the notification bell and lost the edit in progress.

So the rule is: never click irreversible buttons (save, publish, toggle) by coordinate. Find the element and click by reference, and when more than one button shares a name, confirm the result on screen after clicking.

3. How would you stop corrupted input?

  • (a) Read the field back and compare after typing
  • (b) Change the input mechanism
  • (c) Retype only the corrupted words

(c) doesn't work. A corrupted word can corrupt again on retype. Rewording is faster.

(a) is mandatory. (b) requires finding a path that works, and that's where the time went.

4. The gate: anything published must be compared programmatically

Short fields get zoomed in and read by eye; long bodies like posts get diffed by script. That is the only gate I trust.

const el = document.querySelector('div[role="dialog"] div[contenteditable="true"]');
// diff el.innerText against the intended string, line by line

5. The only input path that worked was the real clipboard

The input action is unusable. document.execCommand('insertText') is ignored by that rich editor (it returns success and the body doesn't change). navigator.clipboard.writeText failed silently in this environment, and the paste that followed pasted the previous clipboard contents, overwriting the body with unrelated text. That actually happened to me.

The path that works:

1) JS: create a temp textarea → set value → focus() → select all
2) keyboard: cmd+c        ← a real copy event
3) JS: remove the temp element → focus the target field (select all if contenteditable)
4) keyboard: cmd+a        ← without this it "appends" after the existing body
5) keyboard: cmd+v
6) JS: diff innerText against the source, line by line

Through that path, 2,000 characters of Korean landed with zero differences.

Three cautions:

  • (a) Skip step 4 and it appends.
  • (b) JS can't read clipboard contents, so never assume the copy succeeded — verify by diffing after the paste. If the copy failed, the previous clipboard is what got pasted.
  • (c) A tool returning "ok" is not evidence of anything.

What I still don't know

  • I could not determine why the corruption happens. My guess is the synthesis of composition input events, but I have no evidence.
  • The edit pencil icon shows a tooltip on the first click and only opens on the second. These per-UI quirks don't generalize.

Three things to check in your own automation

  1. Have you ever read back and compared the text your automation typed? The tool log carries the corrupted characters, so checking the log is not comparing.
  2. Are any of the buttons you click by coordinate irreversible? The page keeps moving after the screenshot.
  3. Do you paste assuming the clipboard write succeeded? If it failed, the previous contents get pasted.

The honest part

What held me up longest wasn't the input path — it was belief. The tool returns success, the log shows the text, and the text looks like what I meant to type. Noticing one different character requires putting them side by side.

And that one character goes straight onto a public page. When your automation's output is a sentence a human will read, "success" means nothing.

Do one thing today. Take one field your automation filled and programmatically diff the intended string against the actual value. Skimming it is not comparing. I missed it by eye twice.

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