# Samin Yasar (@SaminXD) on x

- id: koinon:creator:x_saminxd
- url: https://koinonlink.com/kol/x/SaminXD
- schema_version: 1.4

## Identity
- platform: x
- handle: SaminXD
- platform_url: https://twitter.com/SaminXD
- website: https://www.youtube.com/@SaminYasar_
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 2093
- following: 557
- posts_total: 3417
- posts_observed: 7
- posts_per_day: 0.678
- account_age_days: 5042
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00048
- best_post_interactions: 1
- 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: AI agent architectures, AI-powered product development, Prompt engineering for real-world applications, Cost and performance optimization in AI content generation, Building scalable AI applications from minimal input
- bio: Ex-Amazon software dev building an $100M AI company

## Audience (inferred)
- status: present
- description: AI builders and technical founders, primarily ex-software engineers and indie hackers building AI products
- roles: dev
- seniority: practitioner
- pain_points: Struggling to turn AI prompts into production-ready, performant applications, Finding it hard to understand and leverage advanced AI agent architectures like nested subagents, Having difficulty making AI-generated content fast and cost-effective enough for commercial use
- posts_analysed: 7
- 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: 64
- authenticity_basis: engagement_observed
- credibility_score: 64
- 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_saminxd#4444b8c7] Three builds came out of nearly the same prompt: a 3D scroll site, a Rocket League style game I drive around in my browser, and an edited cut of one of my own videos. Six parts go into that prompt, and /goal is the one that keeps the model returning to the objective instead of st (https://twitter.com/SaminXD/status/2069909979948011646)
- [x_saminxd#10a79d40] https://t.co/7Iao1EITMa
- [x_saminxd#a2c3a14c] Anthropic turned nested subagents off on 21 July and back on at depth 3 on 24 July. I wrote up what each of the three levels does, why the 20-agent cap becomes a queue when you go wide and deep at the same time, and the two settings to check in /config.
- [x_saminxd#3c12f1e7] https://t.co/9MbyAMXCNO
- [x_saminxd#701efe98] https://t.co/wG85TWUN6k
- [x_saminxd#486bf2f7] hermes agent + grok 4.5 is insane
- [x_saminxd#44c1f866] AI clips have looked cool for a while, and the missing piece was always making them fast enough and cheap enough to sell. Seedance 2.5 fixed that, so I wrote

## 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=115, 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=115, 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=115, method=platform_profile

## Freshness
- profile_checked_days_ago: 115
- content_analysed_days_ago: 80
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 10
- 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_saminxd
- Request removal: https://koinonlink.com/claim?k=x_saminxd
- Terms: https://koinonlink.com/for-ai