# Lucas | IA (@LucasMestreIA) on x

- id: koinon:creator:x_lucasmestreia
- url: https://koinonlink.com/kol/x/LucasMestreIA
- schema_version: 1.4

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

## Reach
- followers: 101758
- following: 441
- posts_total: 13931
- posts_observed: 1
- posts_per_day: 10.909
- account_age_days: 1277
- verified: true
- size_tier: kol

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00032
- best_post_interactions: 33
- 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: software
- subcategory: ai_tools
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: Ferramentas de IA, Produtividade com IA, Agentes múltiplos, Colaboração em equipe com IA, Avaliação prática de ferramentas
- bio: Testando as melhores ferramentas de IA |

Apenas o que realmente vale seu tempo | 

IA • Produtividade • Tecnologia

## Audience (inferred)
- status: present
- description: AI professionals and enthusiasts focused on practical tools, agents, and daily productivity
- roles: automation
- seniority: practitioner
- pain_points: AI tools that only speed up processes instead of transforming them, Difficulty collaborating with AI in teams, Overemphasis on smarter models rather than useful agents, Finding agents that genuinely save hours each day
- posts_analysed: 4
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 1
- promotion_intent: 0.9
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 59
- authenticity_basis: engagement_observed
- credibility_score: 94
- 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
- [x_lucasmestreia#6d53c39f] A maioria das ferramentas de IA acelera o processo. As melhores mudam completamente a forma como você cria. Fashion Studio parece estar tentando fazer exatamente isso. https://t.co/ALKdrhvgh3 (https://twitter.com/LucasMestreIA/status/2072387551072321810)
- [x_lucasmestreia#31d607d0] A IA evoluiu muito rápido, mas colaborar em equipe ainda era um dos maiores desafios. O Flick Teams finalmente torna esse processo muito mais natural. @flickartHQ Deixei créditos grátis nos comentários para quem quiser testar.
- [x_lucasmestreia#b26fbfe6] Acho que o maior avanço não é um modelo mais inteligente, mas vários agentes trabalhando juntos no mesmo contexto. Isso parece muito mais útil no dia a dia. https://t.co/RnRBHOABMZ
- [x_lucasmestreia#2d006e88] Todo mundo pergunta: "Qual é o melhor modelo hoje?" Acho que essa pergunta está ficando cada vez menos importante. Se um agente economiza 5 horas do seu dia, pouco importa se ele usa Claude, GPT ou Gemini por baixo. O que importa é: • quanto contexto ele mantém • quantas tarefas 

## 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=77, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=77, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=77, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=111, 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=111, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=112, 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=111, 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=112, 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=112, method=platform_profile

## Freshness
- profile_checked_days_ago: 112
- content_analysed_days_ago: 111
- audience_updated_days_ago: 77

## AI retrieval
- indexing_requests: 7
- 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_lucasmestreia
- Request removal: https://koinonlink.com/claim?k=x_lucasmestreia
- Terms: https://koinonlink.com/for-ai