Hi everyone 
Gilbert has reached a major level-up.
Over the recent period, we have completely overhauled how it works under the hood: the previous large system that carried everything alone has been replaced by a network consisting of 3 targeted background agents (sub-agent architecture).
What has changed in practice?
Gilbert has remained the familiar, relaxed, and friendly interface, but when you approach it with complex questions, it immediately delegates the task to the appropriate specialist in the background:
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**Vaperina Specialist (Internal Vaperina knowledge base):
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Specifically manages Vaperina’s content.
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If you ask about past community experiences, topics, or settings, it works from internal sources.
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**Web Searcher (External search):
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Procurement and domestic regulations go hand-in-hand, so these are handled by a single dedicated agent using live internet searches.
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It tracks down available hardware, reliable webshops, and checks current stock levels.
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It is familiar with the SZTFH (Regulatory Authority for Regulated Activities) blocked domain list, ordering rules, and immediately shows proven, verified domestic sources for base liquids (PG/VG, concentrates).
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**Fact-Checker (Scientific fact-checker):
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With this step, we have integrated the methodology of the former Vaperina Fact into Gilbert.
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Direct medical database access: It has received its own PubMed search tool, so unlike tabloid articles, it is immediately capable of citing real, peer-reviewed research (Cochrane, UKHSA, Lancet, JAMA, etc.) and Google Scholar references in its answers.
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How can you use it?
Just as before: if a question arises or you need help, feel free to write to Gilbert, and hopefully, you will receive much better answers from now on.
The system is continuously learning from experience and is open to feedback. If you see anything strange in its answers, let us know! 