# Juniper Dev (@juniperdev) on tiktok

- id: koinon:creator:tiktok_juniperdev
- url: https://koinonlink.com/kol/tiktok/juniperdev
- schema_version: 1.3

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

## Reach
- followers: 59521
- following: 170
- posts_observed: 12
- 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 design and gamedev insights, Hollow Knight and Silksong discussions, cozy games and Stardew Valley mechanics, Unreal Engine tools and techniques, metroidvania and stealth platformers, game menu and art direction critiques

## Audience (inferred)
- status: present
- description: indie game fans and hobbyist or aspiring game developers, especially Hollow Knight/Silksong enthusiasts interested in game design discussions
- roles: dev
- seniority: practitioner
- pain_points: poor UI/UX examples in popular games like Skyrim inventory, frustration with modern game tutorials and onboarding, difficulty judging quality vs quantity in game world design, anticipation and unmet expectations around delayed titles like Silksong
- posts_analysed: 100
- confidence: 0.9

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.6
- 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
- [tiktok_juniperdev#9df35937] Craig is one of a kind, just like everything else in the wonderfully expansive world that is No Man's Sky. You can pick it up on Steam, Playstation, Xbox or Switch #NMS #NoMansSky #gaming #ad (https://www.tiktok.com/@juniperdev)
- [tiktok_juniperdev#8480fc6a] original sound - juniperdev
- [tiktok_juniperdev#333d6165] It is a becoming a big trend on TikTok now! Click here: nms
- [tiktok_juniperdev#e8b68330] Check out Juniper Dev’s video! #TikTok >
- [tiktok_juniperdev#6b7e645e] Search:
- [tiktok_juniperdev#991004cb] no mans sky how to ride creatures
- [tiktok_juniperdev#fa9c9527] product design is my passion #hollowknight #indiegames #silksong #gaming
- [tiktok_juniperdev#5a378583] silksong speedrun

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.9, freshness_days=26, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=26, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, 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=3, 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=3, 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=3, method=platform_profile

## Freshness
- profile_checked_days_ago: 3
- 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=tiktok_juniperdev
- Request removal: https://koinonlink.com/claim?k=tiktok_juniperdev
- Terms: https://koinonlink.com/for-ai