# Escbase (@escbasexyz) on tiktok

- id: koinon:creator:tiktok_escbasexyz
- url: https://koinonlink.com/kol/tiktok/escbasexyz
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: escbasexyz
- platform_url: https://www.tiktok.com/@escbasexyz
- website: https://escbase.xyz
- country: Vietnam
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 3881
- following: 8
- posts_observed: 20
- 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: ai_tools
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: OpenAI/GPT model updates and pricing, Gemini and Google AI video/transcription tools, Model quantization and local running (Unsloth, GGUF), AI coding assistants (Codex, large context windows), AI video generation trends and demos
- bio: 🍀 Template Tạo Video 🍀

## Audience (inferred)
- status: present
- description: AI practitioners and developers following latest LLM releases, coding tools, and AI video generation features
- roles: general_ai
- seniority: practitioner
- pain_points: Keeping up with rapid AI model releases, pricing changes and feature updates, Running large models locally with limited hardware (e.g. 8GB RAM), Integrating new AI capabilities like transcription or video generation into daily workflows, Dealing with usage limits and API cost fluctuations on tools like ChatGPT and Codex
- posts_analysed: 13
- confidence: 0.4

## 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: 39
- authenticity_basis: profile_shape_only
- credibility_score: 39
- 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_escbasexyz#7e285352] Một file markdown vừa leo top GitHub trending với hơn 44 ngàn star trong một tuần. Không phải framework mới, không phải model mới. Chỉ là một file CLAUDE.md. File này đúc kết 4 nguyên tắc từ Andrej Karpathy khi làm việc với coding agent. Think before coding — chưa hiểu thì hỏi, đ (https://www.tiktok.com/@escbasexyz)

## 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=54, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=54, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=54, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=54, 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=54, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=67, 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=54, 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=67, 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=67, method=platform_profile

## Freshness
- profile_checked_days_ago: 67
- content_analysed_days_ago: 54
- audience_updated_days_ago: 54

## AI retrieval
- indexing_requests: 11
- 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_escbasexyz
- Request removal: https://koinonlink.com/claim?k=tiktok_escbasexyz
- Terms: https://koinonlink.com/for-ai