# GameDev Universe (@gamedev_universe) on tiktok

- id: koinon:creator:tiktok_gamedev_universe
- url: https://koinonlink.com/kol/tiktok/gamedev_universe
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: gamedev_universe
- platform_url: https://www.tiktok.com/@gamedev_universe
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 2099
- following: 12
- posts_total: 16
- posts_observed: 1
- verified: false
- size_tier: nano

## 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: pc_console
- category_confidence: 0.85
- category_source: derived_from_recent_content
- topics: game evolution videos, graphics and gameplay history, Mortal Kombat fatalities, classic titles like GTA, Super Mario, FIFA, gamedev hashtags and trends
- bio: Everything you need to know about gamedev and games history can be found here.

## Audience (inferred)
- status: present
- description: Casual TikTok users who enjoy nostalgic video game evolution and graphics comparison videos, mainly retro game fans and general gamers
- roles: consumer
- seniority: consumer
- pain_points: Struggling to find quick visual comparisons of how favorite games changed over decades, Feeling disconnected from modern game tech while missing old-school titles, Limited access to bite-sized game history content in their native language
- posts_analysed: 24
- confidence: 0.6

## Commercial (inferred)
- audience_buyer_fit: 0.6
- promotion_intent: 0.5
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 35
- authenticity_basis: profile_shape_only
- credibility_score: 35
- flagged_for_review: false
- koinon_bd_grade: C — 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_gamedev_universe#8e049d09] Stronghold evolution #stronghold #strongholdevolution #gamedev #хрестоносці #розробка #геймдев (https://www.tiktok.com/@gamedev_universe)
- [tiktok_gamedev_universe#c7be3da1] original sound - gamedev_universe
- [tiktok_gamedev_universe#d5db130d] It is a becoming a big trend on TikTok now! Click here: stronghold
- [tiktok_gamedev_universe#de60f552] Check out GameDev Universe’s video! #TikTok >
- [tiktok_gamedev_universe#536d4053] Super Sonic evolution #supersonic #gamedev #gameevolution #розробка #геймдев #суперсонік
- [tiktok_gamedev_universe#500323cc] World's Smallest Violin
- [tiktok_gamedev_universe#3faa46be] Need for Speen evolution #needforspeed #needforspeedevolution #gamedev #геймдев #нідфорспід #розробка
- [tiktok_gamedev_universe#e465b13f] Get Low

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

- audience.description: source_type=ai_inferred, confidence=0.6, freshness_days=69, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.6, freshness_days=69, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.6, freshness_days=69, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=69, 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=69, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=99, 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=69, 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=99, 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=99, method=platform_profile

## Freshness
- profile_checked_days_ago: 99
- content_analysed_days_ago: 69
- audience_updated_days_ago: 69

## AI retrieval
- indexing_requests: 8
- 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_gamedev_universe
- Request removal: https://koinonlink.com/claim?k=tiktok_gamedev_universe
- Terms: https://koinonlink.com/for-ai