# GPTaku (@GPTaku) on x

- id: koinon:creator:x_gptaku
- url: https://koinonlink.com/kol/x/GPTaku
- schema_version: 1.4

## Identity
- platform: x
- handle: GPTaku
- platform_url: https://twitter.com/GPTaku
- website: http://cc101.axwith.com
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 6083
- following: 172
- posts_total: 1468
- posts_observed: 1
- posts_per_day: 2.383
- account_age_days: 616
- verified: false
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.15634
- best_post_interactions: 951
- measurement_source: x_post_interactions
- measurement_formula: interactions on one post — likes, or likes + reposts + replies depending on the discovery path (the two are not distinguishable in the stored data)
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- 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: 0.85
- category_source: derived_from_recent_content
- topics: AI agent development, GPT automation and prompt engineering, Custom AI system architecture, Multi-account AI management, Personal AI knowledge base (RAG) setup, AI community-driven learning
- bio: 스레드 클코대장 지피타쿠의 X
Global : @GPTaku_AI

📩 [contact removed]

## Audience (inferred)
- status: present
- description: KOLs and tech-savvy creators building AI agents and automation systems, primarily focused on GPT and custom AI workflows
- roles: automation
- seniority: practitioner
- pain_points: Struggling to set up reliable AI agent workflows without clear, battle-tested templates, Frustrated by lack of access to real-world, undocumented AI automation insights from experienced practitioners, Overwhelmed by the complexity of building a self-sustaining AI knowledge base (like a personal RAG system), Having difficulty scaling AI tools across multiple accounts or automating repetitive tasks like tax invoices and chatbot
- posts_analysed: 7
- confidence: 0.4

## 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: 63
- authenticity_basis: engagement_observed
- credibility_score: 63
- 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
- [x_gptaku#6c81cefc] 세금계산서 클코 자동화? 하네스 설계? 클코 다중계정 운영? 카톡 챗봇? X에 이런거 직접 알려주는 사람 있었나?? 어디서 찾아볼수 없는 클코 찐 활용 인사이트는 오로지 클코단에서만 만나볼수 있습니다 클코단 자리는 이제 150자리도 안남았습니다 https://t.co/mT8Wa0HHE3 https://t.co/4Tctc1qeey (https://twitter.com/GPTaku/status/2067429336995831957)
- [x_gptaku#5f9ee283] 클코단 아카이브 스레드에 올린정보는 휘발되는게 아쉬워서 클코단에서 얘기되는 정보들을 정리하고 공유된 레포들중 괜찮은 것들도 아카이빙해서 언제든 확인할수 있게했어 지금바로 클코단에 합류하세요!! https://t.co/mT8Wa0HHE3 https://t.co/935lOtj5w1
- [x_gptaku#646db4b1] This is Prompt Engineering https://t.co/g6OAYyOimb
- [x_gptaku#77754bcc] 지피타쿠의 아바타톤 시즌1 종료! 더운 날 먼 길 와주신 분들 덕분에 아바타톤 시즌1을 잘 마쳤습니다 처음에는 다들 초면이라 어색어색했는데 오프닝이 끝나자마자 입이 풀려 각자의 문제와 경험을 적극적으로 나눠주셨습니다 문제를 들고 온 아바타와 이를 함께 풀어준 뛰어난 어드바이저 덕분에 저도 예상보다 훨씬 많은 인사이트를 얻었습니다 사람들은 일방적으로 듣는 행사보다 서로 이야기하고 부딪힐 수 있는 자리에 생각보다 훨씬 목말라 있었습니다 다음 시즌도 열어달라는 이야기를 많이 해주셔서 이번에 배운 점들을
- [x_gptaku#f0b2522a] I am fast at Code @elonmusk @grok https://t.co/C6eZqfZynG
- [x_gptaku#ac60ea81] 내일 새벽에 Opus5나온다는 루머가 있는데 신모델 나왔다고 리셋 해줬는데 Fable 한도는 리셋 안해줄 것 같은 느낌 드는 건 나뿐인가?!
- [x_gptaku#b5c9a68a] 와 세컨브레인 구축도하고 자체 LLM wiki처럼 구축해서 RAG도 되게 해주면

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

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=77, 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=77, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=112, 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=0.5, freshness_days=77, 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=112, 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=112, method=platform_profile

## Freshness
- profile_checked_days_ago: 112
- content_analysed_days_ago: 77
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 9
- 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=x_gptaku
- Request removal: https://koinonlink.com/claim?k=x_gptaku
- Terms: https://koinonlink.com/for-ai