# りゅう【AI活用✖️TikTok攻略法】 (@ryu_ai_tiktok) on tiktok

- id: koinon:creator:tiktok_ryu_ai_tiktok
- url: https://koinonlink.com/kol/tiktok/ryu_ai_tiktok
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: ryu_ai_tiktok
- platform_url: https://www.tiktok.com/@ryu_ai_tiktok
- website: https://nao812dx.autosns.app/line
- country: Japan
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 9771
- following: 4
- posts_total: 214
- posts_observed: 2
- verified: false
- size_tier: nano

## 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: 0.94
- category_source: derived_from_recent_content
- topics: Claudeの使い方・プロジェクト・Cowork活用, 一言追加で効くプロンプトテクニック, ハルシネーション対策と感情プロンプト, AIツールの使い分け（Claude/ChatGPT/Gemini）, 上限節約・仕組み化の工夫, 40-50代向けAI学習・発信Tips
- bio: 🚩AI×TikTokの秘訣が学べる
初心者でもできるAI活用術を発信中
経験から構築→40代50代こそ🔥
🎁 経験×AIで伸ばす講座5本は👇

## Audience (inferred)
- status: present
- description: AI beginners in their 40s to 50s using Claude/ChatGPT for SNS content, scriptwriting, and article creation
- roles: general_ai
- seniority: learner
- pain_points: Prompts I write don’t get deep or relevant responses from AI, I hit Claude’s token limits quickly, halting my workflow, AI-generated text sounds robotic and obvious—lacks my personal touch, Checking every response for hallucinations is exhausting and time-consuming
- posts_analysed: 59
- confidence: 0.75

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

## Quality signals
- authenticity_score: 52
- authenticity_basis: profile_shape_only
- credibility_score: 52
- flagged_for_review: false
- koinon_bd_grade: B — 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_ryu_ai_tiktok#0691095c] Claudeカスタム指示、ちゃんと書いたのにルール守らない… 実はそれ、書きすぎが原因かも。ChatGPT・Geminiも同じ落とし穴があるんです 急にAIの回答が雑になった、前は通ってた指示を平気で無視される… そんな時に真っ先に見直したいのがカスタム指示です。 正直、しっかり書き込むほど効くと思いますよね。 でも実は、長い指示ほどAIが迷子になります。 使う場面ごとに出し分けたいなら、常に効かせたいルールはメモリ、その場だけのルールはカスタム指示、と役割で分けるのがコツ。 Claude・ChatGPT・Geminiそれぞれで、どっちに何を書くかの早見 (https://www.tiktok.com/@ryu_ai_tiktok)
- [tiktok_ryu_ai_tiktok#6b9eb220] original sound - ryu_ai_tiktok
- [tiktok_ryu_ai_tiktok#3cb943d1] It is a becoming a big trend on TikTok now! Click here: claudeカスタム指示
- [tiktok_ryu_ai_tiktok#5b470cb3] Check out りゅう【AI活用✖️TikTok攻略法】’s video! #TikTok >
- [tiktok_ryu_ai_tiktok#48705e0e] Claude上限達しました！が激減の3つのClaude使い方 知っておきたい3つの節約法、解説します。 Claudeをよく使う人ほど、いつの間にか「枠」を消費しています。 修正は巻き戻し、チャットは短く切る、ベースはSonnet この3つの使い方の工夫で、Claudeが使える時間がある程度増えます。 #Claude上限 #Claude使い方
- [tiktok_ryu_ai_tiktok#db76092c] Claude使い方、Proプランにする前に試してほしい仕組み化の5フォルダ。 台本作りの時間長すぎ問題対策です。 Claudeのプロジェクト機能はフォルダごとに役割を分けて使うと、 台本以外にも幅広く応用が効きます。 カスタム指示を5フォルダに分割すること

## 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=75, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=75, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=75, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=75, 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=75, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=93, 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=75, 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=93, 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=93, method=platform_profile

## Freshness
- profile_checked_days_ago: 93
- content_analysed_days_ago: 75
- audience_updated_days_ago: 75

## AI retrieval
- indexing_requests: 6
- 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_ryu_ai_tiktok
- Request removal: https://koinonlink.com/claim?k=tiktok_ryu_ai_tiktok
- Terms: https://koinonlink.com/for-ai