Shirin (@jam.with.ai) on TikTok
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Shirin is a creator on TikTok in the 30K–40K follower range, publishing for Software engineers and AI practitioners focused on building production-grade AI systems, especially RAG, AI agents, and LLM fine-tuning, based in Germany. Profile last checked 2026-09-01.
Observed facts (from the public profile):
| Field | Value |
|---|---|
| Platform | TikTok |
| Handle | @jam.with.ai |
| Followers | 30K–40K |
| Indexed under | Software · AI tools / agents |
| Market | Germany |
| Audience function | developers |
What this creator posts about, and who reads it (AI-inferred)
Recurring topics: RAG systems, AI agent development, LLM fine-tuning (LoRA, QLoRA), AI engineering best practices, Production AI deployment, AI interview preparation
Audience: Software engineers and AI practitioners focused on building production-grade AI systems, especially RAG, AI agents, and LLM fine-tuning
Provenance: inferred by AI from public content, not stated by the creator — confidence 0.75 · read from 40 recent posts · updated today.
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)
Everyone says hybrid search makes RAG better. But BM25 and vector search produce completely different scores. So how do you actually combine the results without comparing scores that don’t mean the same thing? There’s a…
Where this creator sits among comparable accounts
Compared with the 8,238 accounts in the same group (tiktok · koc · software):
| Dimension | Percentile in group |
|---|---|
| Overall | 75th |
| Authenticity | 40th |
| Audience value | 82nd |
| Focus & activity | 92nd |
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 TikTok creators in Software with grade, authenticity and contactability broken down — see the TikTok × Software breakdown, or the Creator Index Report for the whole index.
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Creators next to this one by follower tier in the same slice. Each link opens that creator’s public profile — what they post about and who reads it, with no contact details.
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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 | 0 | Bulk indexing · none yet |
| User-triggered retrievals | 0 | none recorded yet |
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