# Ask A Dev (@livinfreestyle6727) on youtube

- id: koinon:creator:youtube_livinfreestyle6727
- url: https://koinonlink.com/kol/youtube/livinfreestyle6727
- schema_version: 1.4

## Identity
- platform: youtube
- handle: livinfreestyle6727
- platform_url: https://www.youtube.com/@livinfreestyle6727
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 26300
- posts_observed: 1
- 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: Indie game development with Unreal Engine, Blueprint tips and hacks, Game balance and mechanics testing, Playtest builds and patch updates, Community voting on game features
- bio: "'Ask A Dev'—from AAA to indie! After 25+ years as an artist in films and games, I'm diving into indie dev with Unreal Engine.

## Audience (inferred)
- status: present
- description: Indie game developers using Unreal Engine, especially those building and iterating their own titles with AAA-to-indie background
- roles: dev
- seniority: practitioner
- pain_points: Organizing and speeding up Blueprint workflows in Unreal Engine, Balancing game mechanics like magic abilities during iteration, Efficiently playtesting builds and incorporating feedback, Producing regular dev updates and community polls for features
- posts_analysed: 6
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 1
- promotion_intent: 1
- 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: 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_livinfreestyle6727#ae8e02d0] Indie Game Play Test New Build & Updates #gaming #gamedevblog #indiedeveloper (https://www.youtube.com/@livinfreestyle6727)
- [youtube_livinfreestyle6727#23e8ddad] Indie Game Fracture Magic WEAK SAUCE!!!
- [youtube_livinfreestyle6727#c7e83b15] Indie Game Pulse Magic so OP!!!
- [youtube_livinfreestyle6727#1c97a415] Indie Game DevShort – Vote for Our First Playable Hero! #vtuber #gamedevblog #gamedevelopment
- [youtube_livinfreestyle6727#ea04fc2b] UE Blueprint Hack: Bookmarks Save Time!
- [youtube_livinfreestyle6727#61e73510] Patch 0.0.6 in 60 Seconds!

## 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=68, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=68, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=68, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=68, 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=68, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=68, 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=68, 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=68, 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=68, method=platform_profile

## Freshness
- profile_checked_days_ago: 68
- content_analysed_days_ago: 68
- audience_updated_days_ago: 68

## AI retrieval
- indexing_requests: 9
- 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_livinfreestyle6727
- Request removal: https://koinonlink.com/claim?k=youtube_livinfreestyle6727
- Terms: https://koinonlink.com/for-ai