# 늦봄 (@saeppbwe29919) on x

- id: koinon:creator:x_saeppbwe29919
- url: https://koinonlink.com/kol/x/saeppbwe29919
- schema_version: 1.4

## Identity
- platform: x
- handle: saeppbwe29919
- platform_url: https://twitter.com/saeppbwe29919
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 3785
- following: 2339
- posts_total: 24640
- posts_observed: 2
- posts_per_day: 99.757
- account_age_days: 247
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00872
- best_post_interactions: 33
- 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: 0.94
- category_source: derived_from_recent_content
- topics: Effective AI prompting techniques, Understanding AI limitations, Improving AI output quality through better context, Treating AI as a collaborative team member, Avoiding common AI interaction mistakes, Structuring prompts with background and constraints
- bio: 글 한줄로 세상을 바꾼다 .

## Audience (inferred)
- status: present
- description: Professionals who use AI in their daily work, especially those in content creation, marketing, and knowledge work aiming to improve AI interaction quality
- roles: content
- seniority: practitioner
- pain_points: Struggling to get accurate and contextually relevant outputs from AI, Wasting time refining prompts due to unclear or missing background context, Having AI produce incorrect results because of ambiguous or incomplete instructions, Failing to leverage AI as a collaborative assistant rather than a simple search tool
- posts_analysed: 13
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.4
- promotion_intent: 0.3
- 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: C — 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_saeppbwe29919#9b939231] AI를 잘 쓰는 사람들의 공통점 (https://twitter.com/saeppbwe29919/status/2065315021790572991)
- [x_saeppbwe29919#3a51167b] ✔ AI가 틀리는 이유를 안다
- [x_saeppbwe29919#b5887f61] AI는 똑똑해 보여도 맥락이 없으면 엉뚱한 답을 한다는 걸 알고 있다.
- [x_saeppbwe29919#974b1845] ✔ 질문하기 전에 먼저 생각한다
- [x_saeppbwe29919#374faf91] AI에게 묻기 전에 내가 원하는 결과가 무엇인지부터 정리한다.
- [x_saeppbwe29919#177a2eed] ✔ 자신의 업무를 잘 안다
- [x_saeppbwe29919#e8425d57] 업무 흐름, 예외 상황, 판단 기준을 알고 있어서 필요한 정보를 정확히 전달한다.
- [x_saeppbwe29919#54e8d8c5] ✔ 정답보다 배경 설명을 더 많이 준다

## 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: 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=x_saeppbwe29919
- Request removal: https://koinonlink.com/claim?k=x_saeppbwe29919
- Terms: https://koinonlink.com/for-ai