# Cakez (@Cakez77) on youtube

- id: koinon:creator:youtube_cakez77
- url: https://koinonlink.com/kol/youtube/Cakez77
- schema_version: 1.3

## Identity
- platform: youtube
- handle: Cakez77
- platform_url: https://www.youtube.com/@Cakez77
- country: Germany
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 34300
- posts_observed: 86
- 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: software
- subcategory: devtools
- category_confidence: 0.93
- category_source: derived_from_recent_content
- topics: C++与低级图形编程(OpenGL, SDL), 自制游戏引擎与Odin/Zig语言, 独立游戏开发流程与心态, 像素艺术与游戏循环实现, 学习方法与避坑建议
- bio: Buy Tangy TD | Twitch - cakez77 Average Person trying to become a game developer by learning and teaching C++ game ...

## Audience (inferred)
- status: present
- description: Independent game developers and programming learners, primarily self-taught hobbyists or semi-professionals working on C++/OpenGL or building their own engines
- roles: dev
- seniority: learner
- pain_points: Stuck on C++ pointers, memory management, and low-level engine intricacies, Torn between using existing engines or building their own, unsure about language choices (Odin/Zig/C++), Prone to Tutorial Hell, struggling to start or push through real projects, Unsure how to price games, retain players, or cope with the frustration of development setbacks
- posts_analysed: 47
- 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: 51
- authenticity_basis: profile_shape_only
- credibility_score: 51
- 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_cakez77#24a8f47a] @Coding Jesus (getcracked.io) Ranked Me (https://www.youtube.com/@Cakez77)
- [youtube_cakez77#606547fe] I Could Get Used To That...
- [youtube_cakez77#e34e93a1] Game Design Means Research
- [youtube_cakez77#0dd2e9fe] Will AI Replace Me?
- [youtube_cakez77#bcd4b0a8] BLOOM
- [youtube_cakez77#cd08e5f6] Gothic is Why I Make Games
- [youtube_cakez77#4aef5afe] Unreal Makes Me Mad
- [youtube_cakez77#edcea1ab] GRASS

## 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=29, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=29, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=29, 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=2, 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=2, 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=2, method=platform_profile

## Freshness
- profile_checked_days_ago: 2
- content_analysed_days_ago: 0
- audience_updated_days_ago: 29

## 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_cakez77
- Request removal: https://koinonlink.com/claim?k=youtube_cakez77
- Terms: https://koinonlink.com/for-ai