# Code with Beto (@codewithbeto) on tiktok

- id: koinon:creator:tiktok_codewithbeto
- url: https://koinonlink.com/kol/tiktok/codewithbeto
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: codewithbeto
- platform_url: https://www.tiktok.com/@codewithbeto
- website: cwb.sh/go?r=tt
- country: United States
- entity_type: creator
- person_id: koinon:person:tiktok_codewithbeto

## Reach
- followers: 2675
- following: 4
- posts_observed: 6
- 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: software
- subcategory: app
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: App Store and Google Play publishing process, AI tools for mobile app development (Claude), React Native and Expo best practices, Version vs build numbers and pre-submission checks, Core mobile dev concepts like state and navigation

## Audience (inferred)
- status: present
- description: Mobile app developers, mainly indie iOS/Android devs and early-career practitioners building and publishing apps
- roles: dev
- seniority: practitioner
- pain_points: App Store and Google Play publishing rejections and complex console requirements, Using AI coding tools like Claude without fully understanding the underlying code, Handling navigation, layout, and state issues in React Native/Expo, Long review times blocking quick bug fixes in production
- posts_analysed: 40
- 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: 37
- authenticity_basis: profile_shape_only
- credibility_score: 37
- 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_codewithbeto#becd6809] 5 things nobody tells you before you publish your first app to the App Store #coding #appdesign #codinglife (https://www.tiktok.com/@codewithbeto)
- [tiktok_codewithbeto#afe9f9a2] original sound - codewithbeto
- [tiktok_codewithbeto#3b85e6e4] It is a becoming a big trend on TikTok now! Click here: coding
- [tiktok_codewithbeto#f833ce32] Check out Code with Beto’s video! #TikTok >
- [tiktok_codewithbeto#5faa5102] Here are the 5 claude skills I actually use and recommend #claude #claudecode #coding
- [tiktok_codewithbeto#d6d48e71] They opened the app to change one setting, but the gear was gone and a two-second task suddenly required thinking. That’s friction.
- [tiktok_codewithbeto#ff37c83a] Sarniezz
- [tiktok_codewithbeto#7b3a04d8] The navigation makes them stop and search. That’s friction.

## 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=70, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=70, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=70, 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=55, 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=55, 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=55, method=platform_profile

## Freshness
- profile_checked_days_ago: 55
- content_analysed_days_ago: 49
- audience_updated_days_ago: 70

## AI retrieval
- indexing_requests: 10
- 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_codewithbeto
- Request removal: https://koinonlink.com/claim?k=tiktok_codewithbeto
- Terms: https://koinonlink.com/for-ai