# Development personnel (@development_mental) on tiktok

- id: koinon:creator:tiktok_development_mental
- url: https://koinonlink.com/kol/tiktok/development_mental
- schema_version: 1.4

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

## Reach
- followers: 126139
- following: 2
- posts_total: 162
- posts_observed: 2
- verified: false
- size_tier: kol

## 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: entertainment
- subcategory: mindset
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: toxic relationships and manipulation, breakups and post-breakup healing, self-respect and personal boundaries, couple communication and intimacy, personal development and self-worth

## Audience (inferred)
- status: present
- description: Young adults (mostly women) struggling with toxic relationships, breakups, low self-worth and seeking emotional advice on love and self-respect
- roles: consumer
- seniority: consumer
- pain_points: Difficulty leaving toxic or manipulative partners despite knowing it's harmful, Struggling to move on after breakups and accepting the end of relationships, Lack of self-respect, boundaries and constantly seeking validation from others, Emotional exhaustion from long conflicts and guilt-tripping in relationships
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 66
- authenticity_basis: profile_shape_only
- credibility_score: 66
- 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_development_mental#2d062943] Écouter bien cette question  #developpementpersonnel #relationtoxique #conseil #conseiltiktok (https://www.tiktok.com/@development_mental)
- [tiktok_development_mental#1a0c8b68] original sound - development_mental
- [tiktok_development_mental#78a5a0a8] It is a becoming a big trend on TikTok now! Click here: developpementpersonnel
- [tiktok_development_mental#75f50c88] Check out Development personnel’s video! #TikTok >
- [tiktok_development_mental#8f0e9a94] Est-ce que c'est bon de rester ami avec son ex ? #developpementpersonnel #couple #ex #rupture #conseil #conseiltiktok @Orianaconseil
- [tiktok_development_mental#a887710b] Tu l'attend encore ? Ça fait combien de temps que tu l'attends ? #developpementpersonnel #relationtoxique #conseil #conseiltiktok  @Orianaconseil
- [tiktok_development_mental#ce1fcf35] Les évitants .. #developpementpersonnel #conseil #conseiltiktok @Orianaconseil
- [tiktok_development_mental#d7fc4811] Ta Envie de lui écrire ? mais avant écoute bien.. #developpementpersonnel #conseil #rupture #conseiltiktok

## 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=62, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=62, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=62, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=62, 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=62, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=92, 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=62, 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=92, 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=92, method=platform_profile

## Freshness
- profile_checked_days_ago: 92
- content_analysed_days_ago: 62
- audience_updated_days_ago: 62

## AI retrieval
- indexing_requests: 14
- 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_development_mental
- Request removal: https://koinonlink.com/claim?k=tiktok_development_mental
- Terms: https://koinonlink.com/for-ai