# CodewithSam (@codewithsam4) on tiktok

- id: koinon:creator:tiktok_codewithsam4
- url: https://koinonlink.com/kol/tiktok/codewithsam4
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: codewithsam4
- platform_url: https://www.tiktok.com/@codewithsam4
- country: Canada
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 50256
- following: 38
- posts_observed: 6
- 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: ai_tools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Manus AI / vibecoding demos, building apps, websites and games with AI in minutes, AI replacing traditional coding, quick client website builds, CS student project hacks

## Audience (inferred)
- status: present
- description: CS students and junior coders who want AI tools to finish projects fast
- roles: none
- seniority: learner
- pain_points: coding projects due in hours with no time, feeling behind after years of coding because of new AI tools, not knowing which AI tools actually work for building real apps, fear of being replaced or left behind by AI in software dev
- 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: 53
- authenticity_basis: profile_shape_only
- credibility_score: 53
- 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_codewithsam4#9c94e301] I feel so DUMB for just finding out about this tool 😱🤯 #vibecoding #coding #computerscience #sponsored #manusparter (https://www.tiktok.com/@codewithsam4)
- [tiktok_codewithsam4#be0c80f5] original sound - codewithsam4
- [tiktok_codewithsam4#67b7b58c] It is a becoming a big trend on TikTok now! Click here: vibecoding
- [tiktok_codewithsam4#50ce29c4] Check out CodewithSam’s video! #TikTok >
- [tiktok_codewithsam4#6b7e645e] Search:
- [tiktok_codewithsam4#3c88de80] manus tool
- [tiktok_codewithsam4#f397dc5b] Having a tool like this is similar to having a senior dev beside you who lifts all the heavy burdens of coding and design 😱🔥 Comment “Manus” to get this 🔥 #vibecoding #coding #computerscience #sponsored #manusparter
- [tiktok_codewithsam4#fc5f3994] manus

## 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=78, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=78, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=78, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=78, 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=78, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=78, 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=78, 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=78, 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=78, method=platform_profile

## Freshness
- profile_checked_days_ago: 78
- content_analysed_days_ago: 78
- audience_updated_days_ago: 78

## AI retrieval
- indexing_requests: 13
- 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_codewithsam4
- Request removal: https://koinonlink.com/claim?k=tiktok_codewithsam4
- Terms: https://koinonlink.com/for-ai