# MGL (@MGLtaoTREM) on x

- id: koinon:creator:x_mgltaotrem
- url: https://koinonlink.com/kol/x/MGLtaoTREM
- schema_version: 1.4

## Identity
- platform: x
- handle: MGLtaoTREM
- platform_url: https://twitter.com/MGLtaoTREM
- country: Brazil
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 1301
- following: 441
- posts_total: 3402
- posts_observed: 2
- posts_per_day: 1.835
- account_age_days: 1854
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00384
- best_post_interactions: 5
- measurement_source: x_post_interactions
- measurement_formula: interactions on one post — likes, or likes + reposts + replies depending on the discovery path (the two are not distinguishable in the stored data)
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- 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: ecommerce
- subcategory: crossborder
- category_confidence: 0.75
- category_source: derived_from_recent_content
- topics: Building profitable e-commerce stores in Brazil, Scaling online businesses quickly with minimal resources, Mentorship and real-life success stories from young entrepre, Digital income generation through Amazon and local marketpla
- bio: •+2MM faturados no digital aos 21!
•Amazon Brasil
•IG @caputo.sz
•Ex jogador profissional de E-sports
•Mostrando a realidade de um mlk sonhador, dono de ecomm

## Audience (inferred)
- status: present
- description: Young aspiring e-commerce entrepreneurs in Brazil, mainly 20-25 year olds dreaming of financial freedom through online stores
- roles: ecom_ops
- seniority: practitioner
- pain_points: Struggling to generate first sales and prove business viability, Lack of mentorship and real-world guidance from someone who's been there, Feeling overwhelmed by the complexity of setting up and scaling an online store, Fear of failure despite having a strong desire to succeed
- posts_analysed: 3
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 1
- promotion_intent: 1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 61
- authenticity_basis: engagement_observed
- credibility_score: 61
- flagged_for_review: false
- koinon_bd_grade: A — 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
- [x_mgltaotrem#21862df9] R$466.379,84 (QUATROCENTOS MIL REAIS) Essa é a previsão do resultado desse mês de julho das duas ''lojinhas on-line'' de um mlk de 22 anos rsrs Lembrando que todas as operações acontecem em SP. Com a amazon cuidando de tudo, Logistica, Devoluções, Rembolso, Emissão de notas fisca (https://twitter.com/MGLtaoTREM/status/2048780242676838511)
- [x_mgltaotrem#4511fbe5] Acordei hoje e recebi essa noticia do meu mentorado: 6 dias de loja ativa, R$10.000 (DEZ MIL REAIS) Muito gratificante poder ajudar as outras pessoas a construir uma renda nova/mudar de vida. Mérito totalmente dele que acreditou na gente, estudou e conciliou com as outras coisas 
- [x_mgltaotrem#d1a92ecb] R$2.103.367,41 (Dois milhões

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=80, 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=80, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=111, 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=0.5, freshness_days=80, 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=111, 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=111, method=platform_profile

## Freshness
- profile_checked_days_ago: 111
- content_analysed_days_ago: 80
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 9
- 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=x_mgltaotrem
- Request removal: https://koinonlink.com/claim?k=x_mgltaotrem
- Terms: https://koinonlink.com/for-ai