# Samiya (@Summiya_art) on x

- id: koinon:creator:x_summiya_art
- url: https://koinonlink.com/kol/x/Summiya_art
- schema_version: 1.4

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

## Reach
- followers: 11007
- following: 47
- posts_total: 894
- posts_observed: 1
- posts_per_day: 2.346
- account_age_days: 381
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00045
- 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: software
- subcategory: ai_tools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: AI video editing features, Generative model stability, AI sports content production, Tool comparisons and evaluations
- bio: AI + Tech updates

## Audience (inferred)
- status: present
- description: AI video generation practitioners and tech enthusiasts focused on creative tools and sports media
- roles: content
- seniority: practitioner
- pain_points: Maintaining consistent edit rhythm when iterating on AI clips, Achieving reliable long-take stability in generative video, Quickly evaluating where different AI models disagree on sports analysis
- posts_analysed: 5
- 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: 54
- authenticity_basis: engagement_observed
- credibility_score: 69
- 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_summiya_art#ad1abe84] Better references lead to better direction—and Dreamina is making that process much smoother. (https://twitter.com/Summiya_art/status/2065330414189989950)
- [x_summiya_art#f40da95f] The rhythm of an edit is one of the hardest things to recreate if you start over. Partial editing preserves it while changing what needs to change. That's the capability that makes creative iteration actually practical. API access: need it. https://t.co/NqKifYQbla
- [x_summiya_art#644c8c28] He describes this as a test start. If this is the test, the imagination runs wild about what the feature looks like.
- [x_summiya_art#c34f769b] if long-take stability is this solid in 2.5, the case for AI-generated sports content gets a lot harder to argue against.
- [x_summiya_art#88d6708c] 🏴󠁧󠁢󠁥󠁮󠁧󠁿 England vs Argentina 🇦🇷 — one thing I like about @SportEvalAI is that it doesn't hide where AI models disagree. Instead of showing nine identical predictions, it explains why each model reaches a different conclusion. 📊 Compare every model's prediction: https://

## 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=79, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=79, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=79, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=79, 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=79, 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=79, 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: 79
- audience_updated_days_ago: 79

## AI retrieval
- indexing_requests: 4
- 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_summiya_art
- Request removal: https://koinonlink.com/claim?k=x_summiya_art
- Terms: https://koinonlink.com/for-ai