# kenneth • that lizard dev (@kennethchanny) on tiktok

- id: koinon:creator:tiktok_kennethchanny
- url: https://koinonlink.com/kol/tiktok/kennethchanny
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: kennethchanny
- platform_url: https://www.tiktok.com/@kennethchanny
- website: https://linktr.ee/kennethchanny
- country: Singapore
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 8683
- following: 70
- posts_observed: 2
- 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: indie
- category_confidence: 0.93
- category_source: derived_from_recent_content
- topics: solo indie game development progress, Sticky Feet lizard horror game updates, procedural animation, shaders and lighting, gamedev persistence and motivation, common pitfalls like unfinished ideas and scope creep

## Audience (inferred)
- status: present
- description: indie/solo game developers (especially horror/platformer devs) and aspiring gamedevs following technical progress and dev journey content
- roles: dev
- seniority: practitioner
- pain_points: games taking years longer than planned with no accurate estimates, losing work to crashes without saves or broken systems, balancing 9-5 jobs with after-hours dev leading to burnout, technical glitches in animations, shaders, IK, and mechanics that stall progress
- posts_analysed: 100
- confidence: 0.9

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 43
- authenticity_basis: profile_shape_only
- credibility_score: 43
- 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_kennethchanny#eea23036] How my game looked 3 years ago vs how it looks now! We keep working at it bit by bit! (https://www.tiktok.com/@kennethchanny)
- [tiktok_kennethchanny#3300b513] original sound - kennethchanny
- [tiktok_kennethchanny#2cd2c785] NO BATIDÃO - Slowed
- [tiktok_kennethchanny#e1ced9a4] Check out kenneth • that lizard dev’s video! #TikTok >
- [tiktok_kennethchanny#a6e8c446] I’m still working on the tail drop distraction mechanic but I don’t know when I accidentally made grandma able to 2 tap in rapid succession. 💀
- [tiktok_kennethchanny#01b02213] I love procedural animation!!  I’ve always wanted to animate the entire game using code and math.  And it wasn’t even a choice for me as well, the game design simply required the flexibility of procedural animation to create a robust, adaptable system. I did have a base to start 

## 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=79, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=79, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=79, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=49, 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=49, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=52, 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=49, 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=52, 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=52, method=platform_profile

## Freshness
- profile_checked_days_ago: 52
- content_analysed_days_ago: 49
- audience_updated_days_ago: 79

## AI retrieval
- indexing_requests: 7
- 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_kennethchanny
- Request removal: https://koinonlink.com/claim?k=tiktok_kennethchanny
- Terms: https://koinonlink.com/for-ai