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    <title>DEV Community: Asad Jawed</title>
    <description>The latest articles on DEV Community by Asad Jawed (@asad_jawed_ee59d2763ac6fc).</description>
    <link>https://dev.to/asad_jawed_ee59d2763ac6fc</link>
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      <title>DEV Community: Asad Jawed</title>
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    <item>
      <title>Every place has more than one story</title>
      <dc:creator>Asad Jawed</dc:creator>
      <pubDate>Sun, 11 Oct 2026 19:57:06 +0000</pubDate>
      <link>https://dev.to/asad_jawed_ee59d2763ac6fc/every-place-has-more-than-one-story-4cod</link>
      <guid>https://dev.to/asad_jawed_ee59d2763ac6fc/every-place-has-more-than-one-story-4cod</guid>
      <description>&lt;p&gt;&lt;em&gt;This is a submission for the &lt;a href="https://dev.to/challenges/hacktoberfest-week1-2026-10-05"&gt;Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass&lt;/a&gt;&lt;/em&gt;&lt;/p&gt;

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

&lt;p&gt;Parallel is a map-first storytelling platform for discovering and sharing stories tied to real places. A single location can hold many independent story chapters: history, personal memory, local legend, fiction, and editorial pieces.&lt;/p&gt;

&lt;p&gt;Instead of scrolling a feed, you open a map, pick a place near you, and read what people have said about it. Visits are self-reported, so the app records that you went somewhere but never claims to verify it. The goal is to pull people toward the street they are standing on.&lt;/p&gt;

&lt;p&gt;It is for people who walk around cities and want more context about what they pass, and for writers and local historians who want to publish sourced stories about specific places.&lt;/p&gt;

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


&lt;div class="crayons-card c-embed text-styles text-styles--secondary"&gt;
    &lt;div class="c-embed__content"&gt;
      &lt;div class="c-embed__body flex items-center justify-between"&gt;
        &lt;a href="https://parallel-flame.vercel.app/" rel="noopener noreferrer" class="c-link fw-bold flex items-center"&gt;
          &lt;span class="mr-2"&gt;parallel-flame.vercel.app&lt;/span&gt;
          

        &lt;/a&gt;
      &lt;/div&gt;
    &lt;/div&gt;
&lt;/div&gt;


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


&lt;div class="ltag-github-readme-tag"&gt;
  &lt;div class="readme-overview"&gt;
    &lt;h2&gt;
      &lt;img src="https://assets.dev.to/assets/github-logo-5a155e1f9a670af7944dd5e12375bc76ed542ea80224905ecaf878b9157cdefc.svg" alt="GitHub logo"&gt;
      &lt;a href="https://github.com/asadalpha" rel="noopener noreferrer"&gt;
        asadalpha
      &lt;/a&gt; / &lt;a href="https://github.com/asadalpha/parallel" rel="noopener noreferrer"&gt;
        parallel
      &lt;/a&gt;
    &lt;/h2&gt;
    &lt;h3&gt;
      
    &lt;/h3&gt;
  &lt;/div&gt;
  &lt;div class="ltag-github-body"&gt;
    
&lt;div id="readme" class="md"&gt;&lt;div class="markdown-heading"&gt;
&lt;h1 class="heading-element"&gt;Parallel&lt;/h1&gt;
&lt;/div&gt;
&lt;p&gt;&lt;strong&gt;Every place has more than one story.&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;Parallel is a map-first storytelling platform for discovering and sharing stories connected to real
places. A location can hold many independent story chapters.&lt;/p&gt;
&lt;div class="markdown-heading"&gt;
&lt;h2 class="heading-element"&gt;Project structure&lt;/h2&gt;
&lt;/div&gt;
&lt;div class="snippet-clipboard-content notranslate position-relative overflow-auto"&gt;&lt;pre class="notranslate"&gt;&lt;code&gt;parallel/
├── apps/
│   ├── backend/       # FastAPI API (Python)
│   └── frontend/      # Next.js App Router (TypeScript)
├── docs/guide.md      # Development, configuration, and integration guide
├── .env.example
├── docker-compose.yml # Optional local PostGIS database
└── SETUP.md
&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;
&lt;div class="markdown-heading"&gt;
&lt;h2 class="heading-element"&gt;Quick start&lt;/h2&gt;
&lt;/div&gt;
&lt;p&gt;Prerequisites: Node.js 22+, npm, Python 3.12+, &lt;code&gt;uv&lt;/code&gt;, and Git. Docker Desktop is only needed if you
run the local PostGIS container.&lt;/p&gt;
&lt;ol&gt;
&lt;li&gt;Copy &lt;code&gt;.env.example&lt;/code&gt; to &lt;code&gt;.env&lt;/code&gt; and &lt;code&gt;apps/frontend/.env.local.example&lt;/code&gt; to &lt;code&gt;apps/frontend/.env.local&lt;/code&gt;.&lt;/li&gt;
&lt;li&gt;Start the API: in &lt;code&gt;apps/backend&lt;/code&gt;, run &lt;code&gt;uv sync --extra dev&lt;/code&gt;, &lt;code&gt;uv run alembic upgrade head&lt;/code&gt;, then &lt;code&gt;uv run uvicorn app.main:app --reload&lt;/code&gt;.&lt;/li&gt;
&lt;li&gt;Start the web app: in &lt;code&gt;apps/frontend&lt;/code&gt;, run &lt;code&gt;npm install&lt;/code&gt;, then &lt;code&gt;npm run dev&lt;/code&gt;.&lt;/li&gt;
&lt;li&gt;Open &lt;a href="http://localhost:3000" rel="nofollow noopener noreferrer"&gt;http://localhost:3000&lt;/a&gt;. The API health…&lt;/li&gt;
&lt;/ol&gt;&lt;/div&gt;
  &lt;/div&gt;
  &lt;div class="gh-btn-container"&gt;&lt;a class="gh-btn" href="https://github.com/asadalpha/parallel" rel="noopener noreferrer"&gt;View on GitHub&lt;/a&gt;&lt;/div&gt;
&lt;/div&gt;


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

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Frontend:&lt;/strong&gt; Next.js App Router, React, TypeScript, Tailwind CSS, MapLibre GL JS, and TanStack Query.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;API:&lt;/strong&gt; FastAPI, Pydantic, and SQLAlchemy 2 (async).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Database:&lt;/strong&gt; Neon PostgreSQL with PostGIS for geography.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Media:&lt;/strong&gt; Neon Object Storage (S3-compatible). Postgres stores object keys and metadata only, never the image or audio bytes.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Auth:&lt;/strong&gt; Neon Auth (managed Better Auth). The API verifies JWTs against the branch JWKS endpoint.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The design rule is that core browsing must keep working when AI, audio, or storage are unavailable. The AI-assisted discovery in the "concierge" feature has a deterministic, grounded fallback that needs no model key. Narration and map tiles are optional and configured through environment variables.&lt;/p&gt;

&lt;p&gt;AI model: Gemma4 32B&lt;/p&gt;

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

&lt;p&gt;Open source lets a platform like this run on tools anyone can inspect. The codebase, schema, migrations, and API contract are all public, so a neighbourhood historical society or a local writer can self-host it without a vendor relationship. The map uses OpenFreeMap tiles, which need no key or signup, so a new contributor can run the full stack locally.&lt;/p&gt;

&lt;p&gt;Keeping AI optional matters too. Because the deterministic ranking works without a model, the product is not tied to any single closed API, and a story about a place does not depend on a model being available.&lt;/p&gt;

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

&lt;p&gt;1.Best Use of Render&lt;br&gt;
2.Best Use of Render Gemma&lt;br&gt;
3.Best Use of Eleven Labs&lt;br&gt;
4.Best Use of Sentry&lt;/p&gt;

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