# Vini Lana (@aicodersacademy) on youtube

- id: koinon:creator:youtube_aicodersacademy
- url: https://koinonlink.com/kol/youtube/aicodersacademy
- schema_version: 1.4

## Identity
- platform: youtube
- handle: aicodersacademy
- platform_url: https://www.youtube.com/@aicodersacademy
- country: Brazil
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 35400
- posts_observed: 50
- 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: devtools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Ferramentas e IDEs de IA para DEV (Cursor, etc.), Benchmarks de modelos de IA, Impacto da IA no emprego de desenvolvedor, Prompt engineering e vibe coding, Novos lançamentos de modelos (GPT-4.1, etc.)
- bio: A AI Coders é a escola para aprender a shippar software com IA. Código com IA ficou fácil. Software confiável com IA virou a ...

## Audience (inferred)
- status: present
- description: Developers and programmers who use or want to use AI for coding and shipping software
- roles: dev
- seniority: practitioner
- pain_points: Choosing among countless AI coding tools and IDEs without wasting money, Keeping up with daily AI model hype without knowing what actually delivers value, Determining whether a problem stems from the model or the way it's being used (prompt/system prompt), Knowing if AI will replace developer jobs and how to adapt accordingly
- posts_analysed: 12
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 51
- authenticity_basis: profile_shape_only
- credibility_score: 51
- 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.

## 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=68, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=68, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=68, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=8, 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=8, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=56, 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=8, 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=56, 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=56, method=platform_profile

## Freshness
- profile_checked_days_ago: 56
- content_analysed_days_ago: 8
- audience_updated_days_ago: 68

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