# Min D (@mind3ct) on tiktok

- id: koinon:creator:tiktok_mind3ct
- url: https://koinonlink.com/kol/tiktok/mind3ct
- schema_version: 1.3

## Identity
- platform: tiktok
- handle: mind3ct
- platform_url: https://www.tiktok.com/@mind3ct
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 5988
- following: 31
- posts_observed: 12
- 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: devtools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Web deployment and Docker/VPS setup, Vibe coding and AI-assisted web development, Prompt engineering foundations, Laravel and modern web frameworks, Freelance tips and client management, AI tools and software evolution in Myanmar tech

## Audience (inferred)
- status: present
- description: Myanmar-based junior web developers and freelancers who are learning deployment, Docker, AI-assisted coding, and prompt engineering
- roles: dev
- seniority: learner
- pain_points: Deployment errors and Docker file size issues when moving projects to production, Managing monthly costs of automation tools like n8n, Clients delaying replies and stretching freelance project timelines, Getting good output from AI coding tools requires better prompt engineering skills
- 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: 41
- authenticity_basis: profile_shape_only
- credibility_score: 41
- 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
- [tiktok_mind3ct#0f9f7442] 🚀 Web Deployment Full Course (0 to Production) မင်္ဂလာပါခင်ဗျာ 🙏 ဒီသင်တန်းက Junior Developer တွေနဲ့ Freelancers အတွက် Project တစ်ခုကို Localhost ကနေ Production Server အထိ ကိုယ်တိုင် Deploy လုပ်နိုင်အောင် လေ့လာပေးမယ့် Practical Course ဖြစ်ပါတယ်။ Laravel, React, Next.js ဒါမှမဟုတ် (https://www.tiktok.com/@mind3ct)

## 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=21, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=21, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=21, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=0, 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=0, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=12, 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=0, 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=12, 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=12, method=platform_profile

## Freshness
- profile_checked_days_ago: 12
- content_analysed_days_ago: 0
- audience_updated_days_ago: 21

## AI retrieval
- indexing_requests: 1
- 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_mind3ct
- Request removal: https://koinonlink.com/claim?k=tiktok_mind3ct
- Terms: https://koinonlink.com/for-ai