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Make language fit part of your quality check

One engineering article, three connected concepts, and a practical English note about your evaluation criteria.

Reviewed October 7 · source published October 6. The exercise is our adaptation for workplace writing, not a replication or a claim that the model supports other languages.

01Understand the idea

A correct answer can still sound wrong

Why it matters

Before using AI for customer replies in another language, define what makes the wording appropriate for the people reading it.

Reading note

TII evaluates Falcon-Emirati with native-speaker review and separate checks for correctness and Emirati-dialect use. The reported results concern Emirati Arabic; they do not establish performance in Japanese, Korean or your support workflow.

02Three concepts

Build on what you know

Evaluation ↗Rubric ↗Human review ↗

Before this step: Model · Context

Source excerpt
“whether the content was correct”

One English pattern

The facts are correct, but the wording needs … for this audience.

Explain a specific wording change and who needs it. Here, register means the level of formality appropriate to a situation. This pattern is our teaching example.

03Try it at work

Write two short replies to a fictional support question in a language you know. Keep the facts the same; vary the formality. Define separate pass/fail rules for factual accuracy and audience fit, then score both replies. Explain one wording revision in English and flag any uncertain judgment for native-speaker review.

Check your draft

Did you explain the mechanism, name a condition, and make a concrete work decision? Saving records your draft, not a mastery score.

Back to the roadmap → Make product decisions · STEP 2
KEEP THE CONNECTION

Let the next useful idea come to you.

Add the feed to your RSS reader. Each update includes why it matters and a small task; visit the guide when you want to go deeper.

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All issues

2026-10-09 · Keep document answers tied to the page

2026-10-08 · Make your debugging evidence specific

2026-10-07 · Make language fit part of your quality check

2026-10-06 · Separate useful evidence from familiar names

2026-10-05 · Read the evidence behind the report

2026-10-04 · Build better examples from what went wrong

2026-10-03 · From a successful demo to a repeatable result

2026-10-03 · From impressive demos to informed decisions

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