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KoishiAI
ไทย

How KoishiAI works

Our articles are AI-drafted, cross-checked against cited sources, and reviewed by a human editor before publishing.

Overview

KoishiAI is a bilingual (Thai/English) AI news site that combines an automated pipeline with human editorial oversight. Our goal is to produce well-cited, accessible AI news for the Thai AI community while being transparent about how that content is produced.

Content pipeline

Every article goes through nine stages: (1) Topic scout pulls RSS from trusted AI outlets (OpenAI, Anthropic, DeepMind, Hugging Face, TechCrunch AI, arXiv); (2) Dedup check prevents near-duplicates against existing articles; (3) Web research fetches additional primary sources; (4) LLM writer drafts with inline citations; (5) SEO optimization refines title/meta; (6) Fact-check verifies each claim against the cited sources; (7) Editor gate scores overall quality; (8) Image finder attaches a properly credited hero image; (9) A native-rewrite step generates the other language version — not a line-by-line translation.

Models we use

We run open-weight models on our own hardware — no data leaves our servers to cloud APIs. Qwen3.6-35B-A3B handles drafting; Qwen3.5-27B handles translation and fact-checking; nomic-embed-text powers dedup similarity. All models run on a dual-GPU rig (RTX 5090 + RTX 5080, 48GB total VRAM) in Thailand.

Fact-checking

Every specific claim — numbers, names, dates, quotes — is cross-referenced against the research sources cited in the article. Unsupported claims are flagged as unverified. Articles scoring below 60% on fact-check are blocked from publication. The editor performs a final review before publishing.

AI disclosure

We disclose clearly that every article is AI-drafted and human-reviewed. We believe transparency outweighs pretending to be human-authored. Google and AI answer engines have explicitly endorsed this approach since 2024.

Corrections policy

If you spot an error, please email kiatdamrong@gmail.com. We correct within 48 hours and add an 'Updated' timestamp for transparency. Full policy at Corrections Policy.

Limitations

AI may still err on numbers, nuance, or cultural context, even with checks. Our articles are general educational material — not financial, legal, or medical advice. Always consult the primary source for important decisions.

Editor

เกียรติดำรง ตรีครุธพันธ์ (Kiatdamrong Treekutpan) — Editor-in-chief and founder, designed the pipeline, reviews quality, and takes responsibility for all content.