Viktoria Semaan (@viktoriasemaan) on YouTube
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Viktoria Semaan is a creator on YouTube in the 1K–2K follower range, publishing for AI developers and engineers focused on model selection, hardware infrastructure, and cloud-based AI implementations, based in United States. Profile last checked 2026-08-31.
Observed facts (from the public profile):
| Field | Value |
|---|---|
| Platform | YouTube |
| Handle | @viktoriasemaan |
| Followers | 1K–2K |
| Indexed under | Software · AI tools / agents |
| Market | United States |
| Audience function | developers |
Profile bio
I'm Viktoria Semaan, Principal Technical Evangelist at Databricks and former Senior Developer Advocate at AWS. I've spent years ...
What this creator posts about, and who reads it (AI-inferred)
Recurring topics: AI model types and licensing differences, AI hardware accelerators (CPU/GPU/TPU/NPU), Practical AI skills and mastery, AWS and Bedrock agent implementations with Terraform, AI environmental/resource impacts, AI model limitations and fixes
Audience: AI developers and engineers focused on model selection, hardware infrastructure, and cloud-based AI implementations
Provenance: inferred by AI from public content, not stated by the creator — confidence 0.40 · read from 7 recent posts · updated 53 days ago.
Audience read from this creator’s own recent posts, not from platform-declared categories. It is our reading, and it can be wrong.
Recent content samples (what the inference above was drawn from)
What is the difference between proprietary, open weight and open source models?
Best Advice from Jensen Huang / NVIDIA CEO
AI Sycophancy Explained: Why ChatGPT might be lying and how to fix it
Skills you need for AI mastery
Where this creator sits among comparable accounts
Compared with the 1,605 accounts in the same group (youtube · nano · software):
| Dimension | Percentile in group |
|---|---|
| Overall | 42nd |
| Authenticity | 28th |
| Audience value | 52nd |
| Focus & activity | 88th |
This is a position, not a verdict. A percentile says where this account falls among comparable accounts on signals we can measure — it does not say this creator is a better fit for your campaign. We ran a blind benchmark and measured no reliable advantage in selection quality, and do not claim one.
Koinon Link indexes YouTube creators in Software with grade, authenticity and contactability broken down — see the YouTube × Software breakdown, or the Creator Index Report for the whole index.
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Machine-readable representations
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AI retrieval activity
What AI systems have actually done with this page. The two kinds are counted separately: being indexed is not the same as being used.
| Kind | Requests | What it means |
|---|---|---|
| Indexing crawlers | 10 | Bulk indexing · Amazonbot, Applebot, ClaudeBot, Meta, PerplexityBot |
| User-triggered retrievals | 0 | none recorded yet |
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