# Vibe Coding Thailand (@vibecodingthailand) on tiktok

- id: koinon:creator:tiktok_vibecodingthailand
- url: https://koinonlink.com/kol/tiktok/vibecodingthailand
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: vibecodingthailand
- platform_url: https://www.tiktok.com/@vibecodingthailand
- country: Thailand
- entity_type: creator
- person_id: koinon:person:youtube_vibecodingthailand

## Reach
- followers: 57172
- following: 4
- posts_total: 521
- posts_observed: 7
- verified: false
- size_tier: koc

## Engagement
- status: not_collected
- status_note: Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.
- unit_note: engagement_rate and peak_post_engagement_rate are ratios (0-1); avg_interactions_per_post and best_post_interactions are absolute counts. Read status before reading any number: a null rate has several different causes and status says which one applies here.

## Content
- category: software
- subcategory: ai_tools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Claude Code / AI coding agent 实战技巧, Agent skills 与 CLAUDE.md 规则设计, 模型对比与 token 成本优化, AI 生成代码的 review 与重构, 本地运行开源模型与工具集成

## Audience (inferred)
- status: present
- description: Developers using AI coding agents like Claude Code, primarily frontline programmers and heavy AI tool users from Thailand and the Chinese-speaking community
- roles: dev
- seniority: practitioner
- pain_points: Frequent AI agent approval requests disrupting workflow, High and hard-to-optimize token consumption from AI-generated code, Inability to effectively track progress and context across multi-day tasks, Code written by AI is hard for them to understand, leading to high review costs
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 62
- authenticity_basis: profile_shape_only
- credibility_score: 62
- flagged_for_review: false
- koinon_bd_grade: A — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [tiktok_vibecodingthailand#a918c6a8] ลายน้ำ AI ตัวที่สคริปต์ลบไม่ออก ไม่ได้ซ่อนอยู่ในข้อมูลกำกับไฟล์ แต่อยู่ในคำที่โมเดลเลือกมาให้เรา สคริปต์ไล่ลบข้อมูลกำกับไฟล์กับอักขระที่มองไม่เห็นในข้อความได้ในทีเดียว แต่ลายน้ำของโมเดลภาษารุ่นใหม่ซ่อนสัญญาณไว้ในวิธีเลือกคำ สัญญาณจึงกระจายอยู่แทบทุกประโยค การสลับย่อหน้าหรือเปลี่ย (https://www.tiktok.com/@vibecodingthailand)
- [tiktok_vibecodingthailand#572d3c11] original sound - vibecodingthailand
- [tiktok_vibecodingthailand#2ac36662] It is a becoming a big trend on TikTok now! Click here: ลายน้ําai
- [tiktok_vibecodingthailand#df1cb944] Check out Vibe Coding Thailand’s video! #TikTok >
- [tiktok_vibecodingthailand#0068aa83] กราฟที่บอกว่า coding agent ใช้โทเคนกับภาษาโปรแกรมแต่ละภาษาต่าง

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.75, freshness_days=68, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=68, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=68, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=68, method=llm_scorer — Relative signal within Koinon indexing, not a market-wide score.
- commercial.promotion_intent: source_type=ai_inferred, confidence=0.6, freshness_days=68, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=91, method=profile_snapshot_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- quality.authenticity_score: source_type=heuristic, confidence=0.25, freshness_days=68, method=Profile-shape heuristic from a single snapshot (follower count, following ratio, account age, posting volume, verification), reduced for engagement red flags where post engagement was collected. Where only a follower count is available the score saturates at 58. — The input set differs by platform; do not compare this score across platforms.
- quality.koinon_bd_grade: source_type=ai_inferred, confidence=0.5, freshness_days=91, method=llm_partner_fit_classifier + fit_score >= 0.6 AND authenticity >= 60 => A; fit_score >= 0.4 AND authenticity >= 45 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=91, method=platform_profile

## Freshness
- profile_checked_days_ago: 91
- content_analysed_days_ago: 68
- audience_updated_days_ago: 68

## AI retrieval
- indexing_requests: 8
- user_triggered_requests: 0
- note: Being indexed in bulk is not the same as being retrieved to answer a question.

## This profile
- Claim or correct: https://koinonlink.com/claim?k=tiktok_vibecodingthailand
- Request removal: https://koinonlink.com/claim?k=tiktok_vibecodingthailand
- Terms: https://koinonlink.com/for-ai