# Juniper Dev (@JuniperDev) on youtube

- id: koinon:creator:youtube_juniperdev
- url: https://koinonlink.com/kol/youtube/JuniperDev
- schema_version: 1.3

## Identity
- platform: youtube
- handle: JuniperDev
- platform_url: https://www.youtube.com/@JuniperDev
- country: United States
- entity_type: creator
- person_id: koinon:person:tiktok_juniperdev

## Reach
- followers: 467000
- posts_observed: 454
- 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: gaming
- subcategory: indie
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: indie game design and mechanics, Hollow Knight and Silksong discussions, Unreal Engine and game development tools, game feel, UI, and nostalgia preservation, pixel art and unique indie titles
- bio: i love games and games and games Contact: [contact removed].

## Audience (inferred)
- status: present
- description: Indie game enthusiasts and gamers who enjoy deep dives into game design, mechanics, and development insights
- roles: consumer
- seniority: consumer
- pain_points: Struggling to find well-designed indie games worth playing, Frustration with poor tutorials or game feel in modern titles, Difficulty understanding complex systems like friendship mechanics or engine choices
- posts_analysed: 48
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.7
- 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_juniperdev#d578fd81] day 2 of ranking hollow knight benches by comfort (https://www.youtube.com/@JuniperDev)
- [youtube_juniperdev#85864021] absolutely unreal game development news....get it?
- [youtube_juniperdev#651a4793] this is how the friendship system really works in stardew valley
- [youtube_juniperdev#7ea09a1c] day 1 of ranking hollow knight benches by comfort
- [youtube_juniperdev#af2f2bbe] my problem with modern game tutorials
- [youtube_juniperdev#55e17758] Tune into this year’s State of Unreal on June 17th at 9AM CT🖤#EpicPartner #StateOfUnreal #gamedev
- [youtube_juniperdev#1a13ad50] another win in the indie game bucket (its overflowing)
- [youtube_juniperdev#b4b02d84] the preservation of nostalgia in gaming is very important 🙂‍↕️

## 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=26, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=26, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=26, 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=1, 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=1, 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=1, method=platform_profile

## Freshness
- profile_checked_days_ago: 1
- content_analysed_days_ago: 0
- audience_updated_days_ago: 26

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