<?xml version="1.0" encoding="UTF-8"?>
<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom" xmlns:dc="http://purl.org/dc/elements/1.1/">
  <channel>
    <title>DEV Community: Maribel L. Santos</title>
    <description>The latest articles on DEV Community by Maribel L. Santos (@frmabel).</description>
    <link>https://dev.to/frmabel</link>
    <image>
      <url>https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fthepracticaldev.s3.amazonaws.com%2Fi%2F99mvlsfu5tfj9m7ku25d.png</url>
      <title>DEV Community: Maribel L. Santos</title>
      <link>https://dev.to/frmabel</link>
    </image>
    <atom:link rel="self" type="application/rss+xml" href="https://dev.to/feed/frmabel"/>
    <language>en</language>
    <item>
      <title>VetBrief: Turning Worried Pet-Owner Stories into Clearer Veterinary Intake Notes</title>
      <dc:creator>Maribel L. Santos</dc:creator>
      <pubDate>Sun, 04 Oct 2026 21:24:29 +0000</pubDate>
      <link>https://dev.to/frmabel/vetbrief-turning-worried-pet-owner-stories-into-clearer-veterinary-intake-notes-jgp</link>
      <guid>https://dev.to/frmabel/vetbrief-turning-worried-pet-owner-stories-into-clearer-veterinary-intake-notes-jgp</guid>
      <description>&lt;p&gt;&lt;em&gt;This is a submission for the &lt;a href="https://dev.to/challenges/hacktoberfest-weekend-2026-10-01"&gt;Hacktoberfest Weekend Challenge: Build for a Friend&lt;/a&gt;&lt;/em&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  What I Built
&lt;/h2&gt;

&lt;p&gt;I built &lt;strong&gt;VetBrief&lt;/strong&gt;, a lightweight veterinary intake and appointment request tool designed to help pet owners communicate more clearly with veterinary clinics.&lt;/p&gt;

&lt;p&gt;I built it with a friend and veterinary-clinic context in mind.&lt;/p&gt;

&lt;p&gt;When people are worried about an animal, they often explain what is happening in a long or unstructured way:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;“She has been hiding since yesterday, she normally sleeps on the sofa, she did not eat breakfast, and she walked away when I tried to touch her.”&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;All of that information may be useful, but veterinary staff need to identify the key facts quickly.&lt;/p&gt;

&lt;p&gt;VetBrief helps organise that information before the appointment.&lt;/p&gt;

&lt;p&gt;The app collects:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;basic patient information&lt;/li&gt;
&lt;li&gt;main concern&lt;/li&gt;
&lt;li&gt;onset and progression&lt;/li&gt;
&lt;li&gt;appetite&lt;/li&gt;
&lt;li&gt;water intake&lt;/li&gt;
&lt;li&gt;vomiting&lt;/li&gt;
&lt;li&gt;stool&lt;/li&gt;
&lt;li&gt;urination&lt;/li&gt;
&lt;li&gt;respiratory signs&lt;/li&gt;
&lt;li&gt;activity and movement&lt;/li&gt;
&lt;li&gt;additional observations&lt;/li&gt;
&lt;li&gt;known medical conditions&lt;/li&gt;
&lt;li&gt;medication and supplements&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;It then creates a structured veterinary brief.&lt;/p&gt;

&lt;p&gt;For additional free-text observations, VetBrief uses an &lt;strong&gt;open-weight language model&lt;/strong&gt; to turn the owner's description into a short, factual veterinary intake note.&lt;/p&gt;

&lt;p&gt;The owner can then prepare an appointment request with a preferred date and time and attach the veterinary brief.&lt;/p&gt;

&lt;p&gt;The goal is not to create an AI veterinarian.&lt;/p&gt;

&lt;p&gt;The goal is much narrower:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;help people organise what they have observed before speaking with a veterinary professional.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;VetBrief does not diagnose, assess urgency, recommend treatment, or replace veterinary judgement.&lt;/p&gt;




&lt;h2&gt;
  
  
  Demo
&lt;/h2&gt;

&lt;p&gt;Try VetBrief here:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://vetbrief-maribele.streamlit.app/" rel="noopener noreferrer"&gt;https://vetbrief-maribele.streamlit.app/&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;The demo lets you:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;complete a veterinary intake form&lt;/li&gt;
&lt;li&gt;create a structured brief&lt;/li&gt;
&lt;li&gt;use open-weight AI to structure free-text owner observations&lt;/li&gt;
&lt;li&gt;prepare an appointment request&lt;/li&gt;
&lt;/ol&gt;




&lt;h2&gt;
  
  
  Code
&lt;/h2&gt;

&lt;p&gt;GitHub repository:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://github.com/Maribele/vetbrief" rel="noopener noreferrer"&gt;https://github.com/Maribele/vetbrief&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;The repository includes:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;the Streamlit application&lt;/li&gt;
&lt;li&gt;setup instructions&lt;/li&gt;
&lt;li&gt;dependency requirements&lt;/li&gt;
&lt;li&gt;documentation&lt;/li&gt;
&lt;li&gt;responsible-AI limitations&lt;/li&gt;
&lt;li&gt;instructions for configuring the Hugging Face token securely&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  How I Built It
&lt;/h2&gt;

&lt;p&gt;VetBrief is built with:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;Python&lt;/strong&gt;&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Streamlit&lt;/strong&gt;&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Requests&lt;/strong&gt;&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Hugging Face Inference Providers&lt;/strong&gt;&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;an open-weight language model&lt;/strong&gt;&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Git / GitHub&lt;/strong&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The structured intake form handles information that is easier and safer to collect directly through predefined fields.&lt;/p&gt;

&lt;p&gt;The AI component is intentionally limited to one task:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;transforming additional free-text owner observations into a concise, factual intake note.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;For example:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Owner description&lt;/strong&gt;&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;She has been hiding under the bed since yesterday. She normally sleeps on the sofa. She did not eat breakfast this morning and walked away when I tried to touch her.&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;&lt;strong&gt;AI-structured note&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Hiding under the bed since yesterday (normally sleeps on the sofa)&lt;/li&gt;
&lt;li&gt;Did not eat breakfast this morning&lt;/li&gt;
&lt;li&gt;Walked away when approached for touch&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The prompt explicitly instructs the model not to:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;diagnose&lt;/li&gt;
&lt;li&gt;assess urgency&lt;/li&gt;
&lt;li&gt;recommend treatment&lt;/li&gt;
&lt;li&gt;infer diseases&lt;/li&gt;
&lt;li&gt;infer emotions or causes&lt;/li&gt;
&lt;li&gt;invent information&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;That separation is important to the design of the project.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AI structures the information. Veterinary professionals interpret it.&lt;/strong&gt;&lt;/p&gt;




&lt;h2&gt;
  
  
  Why Does Open Innovation Matter?
&lt;/h2&gt;

&lt;p&gt;Open innovation matters for VetBrief because this kind of application may eventually handle sensitive information about animals, households, routines, and medical history.&lt;/p&gt;

&lt;p&gt;Using an open-weight model makes it possible to explore future versions that could run locally inside a veterinary clinic.&lt;/p&gt;

&lt;p&gt;That could give clinics greater control over:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;privacy&lt;/li&gt;
&lt;li&gt;deployment&lt;/li&gt;
&lt;li&gt;model choice&lt;/li&gt;
&lt;li&gt;data handling&lt;/li&gt;
&lt;li&gt;cost&lt;/li&gt;
&lt;li&gt;customisation&lt;/li&gt;
&lt;li&gt;evaluation&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;A closed API can be convenient, but it gives less control over how the model is deployed and how the system may evolve.&lt;/p&gt;

&lt;p&gt;For a veterinary context, I think the ability to inspect, compare, adapt, and potentially run models locally is especially valuable.&lt;/p&gt;

&lt;p&gt;Open innovation also makes it easier to think critically about the role of AI.&lt;/p&gt;

&lt;p&gt;In VetBrief, the model is not treated as an invisible decision-maker.&lt;/p&gt;

&lt;p&gt;It is a replaceable component performing a narrow task.&lt;/p&gt;

&lt;p&gt;That makes it easier to evaluate whether it is actually useful and whether another open model might perform better.&lt;/p&gt;




&lt;h2&gt;
  
  
  Prize Categories
&lt;/h2&gt;

&lt;p&gt;Open-source AI / open-weight model&lt;/p&gt;

</description>
      <category>devchallenge</category>
      <category>weekendchallenge</category>
      <category>hf26challenge</category>
    </item>
  </channel>
</rss>
