# Luis Castillo (@luynoxrd) on tiktok

- id: koinon:creator:tiktok_luynoxrd
- url: https://koinonlink.com/kol/tiktok/luynoxrd
- schema_version: 1.4

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

## Reach
- followers: 92581
- following: 14
- posts_observed: 2
- 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: 0.92
- category_source: derived_from_recent_content
- topics: AI video generation with CapCut and Seedance, No-code AI app and website builders, Free tech tools, simulators and learning platforms, Coding and prompt techniques with models like Gemini and Cha, Tech reviews and PC builds

## Audience (inferred)
- status: present
- description: Spanish-speaking tech enthusiasts and hobbyists using AI tools for video creation, no-code apps, coding and learning
- roles: general_ai
- seniority: practitioner
- pain_points: Finding reliable free AI tools and hosting for projects, Getting consistent results when generating videos or images with AI, Learning advanced AI features beyond basic chat, Accessing practical tech resources without paying for software or hardware
- 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: 57
- authenticity_basis: profile_shape_only
- credibility_score: 57
- 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
- [tiktok_luynoxrd#d7b7a062] 👇 Comenta "SOFTWARE" y te envío el link de acceso gratuito ahora mismo. ¿El error número uno al programar con IA? Dejar que la IA adivine lo que quieres. 🤦‍♂️ Muchos se lanzan a generar código sin una estructura, y ahí es donde todo rompe. Yo uso Verdent AI para mis proyectos e (https://www.tiktok.com/@luynoxrd)

## 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=62, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=62, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=62, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=62, 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=62, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=81, 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=62, 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=81, 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=81, method=platform_profile

## Freshness
- profile_checked_days_ago: 81
- content_analysed_days_ago: 62
- audience_updated_days_ago: 62

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