# AI Coding (@aicoding2010) on tiktok

- id: koinon:creator:tiktok_aicoding2010
- url: https://koinonlink.com/kol/tiktok/aicoding2010
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: aicoding2010
- platform_url: https://www.tiktok.com/@aicoding2010
- country: Vietnam
- entity_type: creator
- person_id: koinon:person:youtube_aicoding2010

## Reach
- followers: 24620
- following: 15
- posts_observed: 35
- verified: false
- size_tier: koc

## 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: 0.95
- category_source: derived_from_recent_content
- topics: Claude Code and AI coding assistants, RAG systems and chunking techniques, Python, Docker, and Linux for AI development, Machine learning fundamentals (cosine similarity, sorting al, Building and using AI agents/skills, Vibe Coding courses and senior engineer workflows

## Audience (inferred)
- status: present
- description: Vietnamese developers and engineers learning or working with AI coding tools like Claude Code, RAG systems, and Python-based agents
- roles: dev
- seniority: practitioner
- pain_points: Struggling to implement RAG pipelines and agent skills in production, Learning advanced Claude Code features and safe skill usage without clear documentation, Mastering Docker, Linux commands, and ML concepts like cosine similarity for AI projects, Finding practical, copy-paste ready workflows for coding assistants and agents
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.3
- promotion_intent: 0.2
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 49
- authenticity_basis: profile_shape_only
- credibility_score: 49
- 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.

## 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=71, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=71, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=71, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=71, 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=71, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=59, 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=71, 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=59, 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=59, method=platform_profile

## Freshness
- profile_checked_days_ago: 59
- content_analysed_days_ago: 71
- audience_updated_days_ago: 71

## 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=tiktok_aicoding2010
- Request removal: https://koinonlink.com/claim?k=tiktok_aicoding2010
- Terms: https://koinonlink.com/for-ai