# 𝑽𝒂𝒍𝒆𝒓𝑰𝑨 (@ValeriA_Tech) on x

- id: koinon:creator:x_valeria_tech
- url: https://koinonlink.com/kol/x/ValeriA_Tech
- schema_version: 1.4

## Identity
- platform: x
- handle: ValeriA_Tech
- platform_url: https://twitter.com/ValeriA_Tech
- website: http://valeriatech.gumroad.com
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 103050
- following: 114
- posts_total: 25856
- posts_observed: 1
- posts_per_day: 29.961
- account_age_days: 863
- verified: true
- 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: software
- subcategory: ai_tools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: AI video generation tools (Seedance 2.0), Testing AI video in CapCut, AI in fashion and creative direction, Business strategies with AI
- bio: Enseño estrategias de negocio con IA y tecnología. ¡Transforma tu éxito! 📩 DM para colaboración.

## Audience (inferred)
- status: present
- description: Spanish-speaking content creators and small business owners using AI for video production and fashion design
- roles: content
- seniority: practitioner
- pain_points: AI video tools quickly becoming outdated, Difficulty achieving detailed 4K AI video with elements like foam, fish and water drops, Integrating AI into full creative processes like concept and direction, Keeping up with fast-evolving AI trends in fashion
- posts_analysed: 4
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.4
- promotion_intent: 0.5
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 83
- authenticity_basis: profile_shape_only
- credibility_score: 83
- 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
- [x_valeria_tech#887441be] Vale, esto es una locura. Seedance 2.0 en 4K nativo dentro de Buzzy acaba de hacer que cualquier otra herramienta de vídeo con IA parezca antigua. La conservación del detalle después de editar es algo que no había visto hasta ahora. Esto no es una mejora incremental, es un salto  (https://twitter.com/ValeriA_Tech/status/2070151788746170459)
- [x_valeria_tech#a8bf7bd1] Acabo de probar Seedance 2.0 dentro de CapCut por primera vez y quise llevar el 4K al límite: Un surfista dentro de una ola, con espuma, peces, algas y gotas en ultra detalle. Todo creado con IA directamente en CapCut. El resultado parece grabado con una cámara real. https://t.co
- [x_valeria_tech#67f12383] La moda con IA está entrando en otra fase. Ya no va solo de generar “looks bonitos”. Va de tener un estudio creativo capaz de pensar concepto, estética, dirección y ejecución en el mismo flujo. Ahí es donde la IA deja de ser una herramienta suelta y empieza a ser sistema. https:/
- [x_valeria_tech#9dd00aa7] El problema n

## 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=119, 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=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=119, 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=119, method=platform_profile

## Freshness
- profile_checked_days_ago: 119
- content_analysed_days_ago: 111
- audience_updated_days_ago: 77

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