# Curious Refuge (@curiousrefuge) on youtube

- id: koinon:creator:youtube_curiousrefuge
- url: https://koinonlink.com/kol/youtube/curiousrefuge
- schema_version: 1.4

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

## Reach
- followers: 270000
- posts_observed: 3
- verified: false
- size_tier: kol

## 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: AI video generator comparisons (Sora, Luma, Gen-3, etc.), AI tools for filmmaking and editing, Character generation and consistency techniques, AI film production workflows and case studies, New AI model releases and tests
- bio: Welcome to the world's first online home for AI storytellers. Just like our home, this channel is a place of refuge. Free from ...

## Audience (inferred)
- status: present
- description: AI filmmakers, video creators and storytellers actively using generative AI tools for film and content production
- roles: content
- seniority: practitioner
- pain_points: Rapidly evaluating and choosing between dozens of new AI video/image models for specific production needs, Integrating AI tools into real film editing, camera control and post-production workflows, Maintaining character consistency, realism and cinematic quality when using generative AI, Keeping up with frequent model updates, comparisons and workflow changes
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 58
- authenticity_basis: profile_shape_only
- credibility_score: 58
- 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_curiousrefuge#74cf7655] Ideogram’s Image Edit is Impressive (https://www.youtube.com/@curiousrefuge)
- [youtube_curiousrefuge#5662475d] We tested 30 characters in Seedance 2.5
- [youtube_curiousrefuge#b9655d6d] Midjourney 8.2 improves realism + text
- [youtube_curiousrefuge#5e2d275b] NVIDIA’s World Model is the Future
- [youtube_curiousrefuge#a6ae4e20] This AI film is a Masterpiece
- [youtube_curiousrefuge#223fd00a] Lucy 2.5’s Live Effects is Impressive
- [youtube_curiousrefuge#2bfaeea5] Headphone AI Spec Ad by Deykhan Ten
- [youtube_curiousrefuge#5ea54a5a] 4D CAMERA TECHNOLOGY?!

## 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=67, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=67, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=67, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=67, 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=67, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=77, 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=67, 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=77, 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=77, method=platform_profile

## Freshness
- profile_checked_days_ago: 77
- content_analysed_days_ago: 67
- audience_updated_days_ago: 67

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