# jaykee (@jaykeelinkjuice) on x

- id: koinon:creator:x_jaykeelinkjuice
- url: https://koinonlink.com/kol/x/jaykeelinkjuice
- schema_version: 1.4

## Identity
- platform: x
- handle: jaykeelinkjuice
- platform_url: https://twitter.com/jaykeelinkjuice
- website: https://itgit.co.kr/
- country: South Korea
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 1018
- following: 875
- posts_total: 2968
- posts_observed: 1
- posts_per_day: 1.314
- account_age_days: 2258
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00196
- best_post_interactions: 2
- 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: devtools
- category_confidence: 0.9
- category_source: derived_from_discovery_path
- topics: AI, SEO, GEO, Cloud, System Architecture, Software and Hardware Integration
- bio: IT expert Jaykee. 
I talk about AI | SEO | GEO | Software | Hardware | Cloud | System Architecture |
Follow it. I'll be rooting for your success.

## Audience (inferred)
- status: present
- description: IT professionals and tech enthusiasts interested in AI, SEO, GEO, cloud, and system architecture, primarily from South Korea
- roles: dev
- seniority: practitioner
- pain_points: Struggling to keep up with rapid changes in AI and cloud technologies, Finding it hard to apply theoretical knowledge to real-world system architecture challenges, Frustrated by lack of practical, hands-on guidance for software and hardware integration
- posts_analysed: 8
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.7
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 50
- authenticity_basis: engagement_observed
- credibility_score: 50
- 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
- [x_jaykeelinkjuice#f0b2f752] 날이 너무 좋네~~ 봄이다 봄! https://t.co/Ht6DqDdFWW (https://twitter.com/jaykeelinkjuice/status/2070193805689573575)
- [x_jaykeelinkjuice#c0beaae9] 폐건전지 모으면 종량제봉투 주는 제도가 있었네~ 동사무소 화장실 갔다가 우연히 발견!!! https://t.co/nbhOT9YPKk
- [x_jaykeelinkjuice#6048e76a] 삼성전자로 돈벌어서 삼성동 가신분 찾습니다.
- [x_jaykeelinkjuice#1cbcc944] 왜 주한민군 사령관이 사과를 한것인가? 주한미군이 한반도 주변에서 군사적 긴장감을 높이는 군사훈련을 우리 군 당국에 제대로 공유하지 않은 점에 항의한 것으로 알려져 있지만, https://t.co/4Ma2wcXggF
- [x_jaykeelinkjuice#fe6bad7e] "Bitcoin is dead" #비트코인 사야하나? 아래 기사 내용을 정리하자면, 관세가 바뀌었고, 돈이 빠지고 있고, 사람들이 겁을 먹고 있다 임. 기사 마지막에 이 소스가 하나 들어가 있음. "그러므로 비트코인이 죽는다" https://t.co/LmMShQSaFC
- [x_jaykeelinkjuice#477159e8] 전세계를 상대로 다 뜯어내려고하네. https://t.co/EMT1bhFZHd
- [x_jaykeelinkjuice#a9674418] 현 최강 전투기 https://t.co/WrO4NwVqm6
- [x_jaykeelinkjuice#8ffe3304] 실제 내가 겪었던 이야기. 남자를 대상으로 무엇을 판다?! 이렇게 해보세요. #세일즈 #sales #판매

## 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=29, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=29, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=29, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=89, 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=89, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=128, 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=89, 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=128, 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=128, method=platform_profile

## Freshness
- profile_checked_days_ago: 128
- content_analysed_days_ago: 89
- audience_updated_days_ago: 29

## 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_jaykeelinkjuice
- Request removal: https://koinonlink.com/claim?k=x_jaykeelinkjuice
- Terms: https://koinonlink.com/for-ai