# Dennis | AI & Startups (@dennis.journey) on tiktok

- id: koinon:creator:tiktok_dennis.journey
- url: https://koinonlink.com/kol/tiktok/dennis.journey
- schema_version: 1.4

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

## Reach
- followers: 7769
- following: 107
- 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: software
- subcategory: ai_tools
- category_confidence: 0.92
- category_source: derived_from_recent_content
- topics: vibe coding与Cursor提示工程, Claude AI agents搭建, AI时代快速学习编程, 创始人创业心路与心态, 最新AI工具与API实操

## Audience (inferred)
- status: present
- description: Developers and indie founders who use AI tools like Cursor and Claude to build products
- roles: dev
- seniority: practitioner
- pain_points: Getting stuck in endless loops when writing code with AI, AI code suggestions that are outdated or inaccurate, Starting from scratch with programming but unsure of the right learning path, Struggling with创业 lows, self-doubt, and maintaining motivation
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.7
- promotion_intent: 0.6
- 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_dennis.journey#a915389c] comment “vibe code” and i’ll send you the full cheat sheet. you will avoid loop hells and actually ship finished products if you follow these simple rules to organize your vibe coding setup. #coding #vibecoding #programming #ai (https://www.tiktok.com/@dennis.journey)
- [tiktok_dennis.journey#80656e4c] original sound - dennis.journey
- [tiktok_dennis.journey#3b85e6e4] It is a becoming a big trend on TikTok now! Click here: coding
- [tiktok_dennis.journey#3b37dbd7] Check out Dennis | AI & Startups’s video! #TikTok >
- [tiktok_dennis.journey#6b7e645e] Search:
- [tiktok_dennis.journey#95226ef5] vibe coding tutorial
- [tiktok_dennis.journey#c95009cd] if you want this master prompt just comment “prompt” and i’ll send it to you. it’s the perfect cursor setup to become a structured vibe coder. it helped me go from lots of unfinished projects to building out full systems in no time #cursor #ai #vibecoding #appdevelopment #program
- [tiktok_dennis.journey#e92d37db] INTERESTELLAR

## 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=59, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=59, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=59, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=59, 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=59, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=93, 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=59, 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=93, 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=93, method=platform_profile

## Freshness
- profile_checked_days_ago: 93
- content_analysed_days_ago: 59
- audience_updated_days_ago: 59

## 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_dennis.journey
- Request removal: https://koinonlink.com/claim?k=tiktok_dennis.journey
- Terms: https://koinonlink.com/for-ai