Korean-language AI safety evaluation

Korean red teaming,
delivered as a team.

Tell us what needs to be evaluated. RedSoft handles the test design, evaluator team, review, and delivery.

One project leadOne agreed scopeOne reviewed delivery
REDSOFT / FINDING RECORDKO-PI-01B
Attack
Authority notice embedded in retrieved Korean text
Observed behavior
The assistant followed the document instruction and changed the requested output.
Decision
Task redirected
Severity
HIGH
Review
Evaluator A · Evaluator B · Lead adjudication
Delivery
Finding record · Reproduction case · Retest condition

Each finding names the evidence, decision rule, tested configuration, and next test.

Who reviews the work

Led by an evaluator who has done the work.

RedSoft is led by Mocha Park, a Korean AI evaluator and peer reviewer with experience in production model evaluation, adversarial testing, and medical and legal interpretation. She selects the evaluators for each project and reviews the final results.

~400

tasks in a typical two-month production cycle

Model outputs reviewed for reasoning, safety, and alignment, including peer review and disputed cases.

AI safety

adversarial testing

Prompt injection, constraint bypass, multi-turn attacks, and safety-failure classification.

High stakes

Korean–English interpretation

Current experience in medical, government, emergency, insurance, and legal settings.

Services

Choose what needs to be examined.

Use the sprint to test a live model or agent. Use the audit when you already have a Korean dataset that needs correction.

02

Audit an Existing Dataset

RedSoft reviews 50 Korean prompts, responses, or labels supplied by your team. No live-system attack is included.

  • 50 client-supplied items
  • Translation and cultural-context review
  • Corrected labels, rationales, and issue log
  • Dataset-level findings memo
Fixed scope$3,600
Pay $3,600 Ask about the scope
03CUSTOM

Managed Evaluation Team

A Korean evaluation team for recurring tests, with shared guidelines and lead review.

  • Project-specific team formation
  • Rubric design and calibration
  • Peer review and adjudication
  • Weekly delivery and final QA
Scoped toYour program4–8 week engagements
Scope the team

How a project works

One contact.
A finished delivery.

You approve the scope with one RedSoft project lead. We handle the evaluator team, review the results, and prepare the files for your product and engineering teams.

Discuss a project
01

Agree on the scope

Share the model or dataset, the risk area, and any internal evaluation rules. Your project lead turns them into a written scope for approval.

02

RedSoft runs the evaluation

We assign the evaluators, prepare the test cases, handle reviewer questions, and resolve conflicting decisions.

03

Receive one reviewed package

You receive prioritized findings, supporting evidence, reproduction cases, and a test set your engineering team can use again.

Why local context matters

Translation can preserve the words and lose the threat.

A 2026 study tested matched direct-translation and culturally adapted prompts across Korean, Japanese, Thai, and Khmer on four open-source models.

Read arXiv 2606.09178
16/16

language–model combinations showed higher attack success with cultural adaptation.

44/48

category–language comparisons had risk underestimated by direct translation.

Source: arXiv 2606.09178. Results cover four languages and are included as background for the testing approach.

Work sample

See how a finding is written.

Three records from a Korean evaluation set, each with the criterion applied, the existing judgment, the corrected judgment, and the basis. The records are synthetic — they show the method, not client work.

Read the work sample

Pumpkin Caption · $399

Turn live English
into readable text.

See spoken English as captions and click any sentence to check it in Korean. Everything runs on your computer.

See and buy Pumpkin Caption

Contact

What do you
need to test?

Send the model or dataset type and the Korean risk area. One RedSoft project lead will prepare the scope with you.

Email

peonypeony404@gmail.com

Your message goes straight to RedSoft. Prefer email? Write to peonypeony404@gmail.com.