# GameDev.tv (@Gdevtv) on youtube

- id: koinon:creator:youtube_gdevtv
- url: https://koinonlink.com/kol/youtube/Gdevtv
- schema_version: 1.2

## Identity
- platform: youtube
- handle: Gdevtv
- platform_url: https://www.youtube.com/@Gdevtv
- country: United Kingdom
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 60500
- posts_observed: 170
- 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: gaming
- subcategory: indie
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: 游戏引擎选择与学习路径, 独立游戏开发技巧, Blender 3D建模与资产制作, 免费资产包与课程资源, 游戏原型与游戏Jam
- bio: If you've ever dreamt of making video games, want to become a better game developer, 3D artist or programmer then you're in the ...

## Audience (inferred)
- status: present
- description: Aspiring game developers and indie devs learning Unity, Blender, programming and asset creation
- roles: dev
- seniority: learner
- pain_points: 不知道该学哪个游戏引擎或是否需要编程, 缺少高质量免费资产和原型资源, 独自做游戏时缺乏指导和反馈, 作品难以获得曝光或资金支持
- posts_analysed: 48
- 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: 54
- authenticity_basis: profile_shape_only
- credibility_score: 54
- 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
- [youtube_gdevtv#922b6065] The Cleaner Way to Build UI in Unity (https://www.youtube.com/@Gdevtv)
- [youtube_gdevtv#f6adf007] Your Unity UI Can Update Itself
- [youtube_gdevtv#810cc997] The Fastest Way to Restyle Your Unity UI
- [youtube_gdevtv#650405cd] What Game Should I Make First?
- [youtube_gdevtv#1fa32f4a] What's The BEST Way To Learn Game Dev?
- [youtube_gdevtv#59179f68] How Long Does MAKING A Game Actually Take?
- [youtube_gdevtv#e24a8498] BACK FOR ONE WEEK ONLY AT THIS PRICE! Lifetime Membership!
- [youtube_gdevtv#ba363d40] Do Indie Devs Need To Make Their Own Game Art?

## 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=30, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=30, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=30, 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=0, 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=0, 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=0, method=platform_profile

## Freshness
- profile_checked_days_ago: 0
- content_analysed_days_ago: 0
- audience_updated_days_ago: 30

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