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██████╗ ██████╗ ██████╗ ██╗ ██╗██╗███╗ ███╗██╗████████╗██╗ ██╗
██╔══██╗██╔══██╗██╔═══██╗╚██╗██╔╝██║████╗ ████║██║╚══██╔══╝╚██╗ ██╔╝
██████╔╝██████╔╝██║ ██║ ╚███╔╝ ██║██╔████╔██║██║ ██║ ╚████╔╝ ██╔═══╝ ██╔══██╗██║ ██║ ██╔██╗ ██║██║╚██╔╝██║██║ ██║ ╚██╔╝ ██║ ██║ ██║╚██████╔╝██╔╝ ██╗██║██║ ╚═╝ ██║██║ ██║ ██║ ╚═╝ ╚═╝ ╚═╝ ╚═════╝ ╚═╝ ╚═╝╚═╝╚═╝ ╚═╝╚═╝ ╚═╝ ╚═╝ 

Earn your voice.

Anonymous, location-verified campus discussions — powered by trust, not followers.

Live SiteContact

================================================================

🌐 Access the Platform

Jump straight in — no setup, no installs. Works on any modern browser (desktop & mobile).

How to Get Started

  1. Open the link → You'll land on the login/register page
  2. Register a new account → Pick any username & password (no email needed)
  3. Select your campus → Choose "Manipal University Jaipur" or any listed campus
  4. Allow location access → The app will verify your GPS position
  5. Explore! → Browse the feed, vote on posts, check the jury system

⚠️ For Judges / Reviewers Not on Campus

Temporary hackathon workaround — these options will be removed in production.

Since GPS verification is required and you may not be at a supported campus, here's how to still access everything:

MethodSteps
Test AccountUsername: testuser · Password: test1234
New AccountRegister normally — the hackathon build has relaxed GPS checks so evaluators outside campus can still get full access
Demo ModeAppend ?demo=true to the Feed URL to inject live visual simulations of the 3-Tier AI moderation pipeline directly into the feed.

📖 What is Proximity?

Proximity is an anonymous, real-time campus discussion platform where your physical presence on campus earns you the right to speak. No emails, no phone numbers, no usernames tied to your identity — just GPS-verified trust.

Think of it as the campus bulletin board reimagined for the digital age: a space where students can share thoughts, confessions, questions, and events — completely anonymously — while a multi-layered moderation system keeps the community healthy.

Why Proximity?

ProblemProximity's Answer
Trolls flood anonymous platformsTrust Tiers — newcomers earn participation over time through verified check-ins
Harassment goes unchecked3-Tier AI Moderation — keyword filters → ML toxicity scoring → LLM contextual analysis
Moderation is opaque & biasedJury System — community members vote blindly on flagged content
Fake accounts from off-campusGPS Geofencing — only verified campus residents gain full access
Privilege never expiresTrust Decay — stop showing up, lose your voice

✨ Core Features

🔒 Trust Engine

Tiered access based on campus presence:

  • Ghost → Read-only
  • Observer → Vote & report
  • Voice → Full posting access
  • Moderator → Community moderation

📍 GPS Verified Check-Ins

Geofenced polygons validate campus attendance using the Ray Casting algorithm — no third-party location APIs, fully self-contained.

⚖️ Jury Moderation

Flagged posts go to a blind jury of verified campus members. 3 votes, majority wins. No single person decides what stays or goes.

🤖 3-Tier AI Pipeline

  1. Regex — instant keyword filter
  2. Detoxify ML — toxicity scoring (0–1)
  3. Gemini 2.0 Flash — contextual LLM analysis for edge cases

💬 Threaded Comments

Nested reply chains with voting, color-coded depth indicators, and GIF support via Tenor.

🗳️ Polls, Events & Search

Create polls, browse campus events, search across all posts — all anonymous, all verified.


🌍 Geo-Zones — How It Works

Proximity uses GPS polygon geofencing to verify that users are physically present on campus before granting participation rights.

📍 User checks in → Ray Casting Algorithm → ✅ Inside polygon · Check-in recorded / ❌ Outside · Denied

RuleDetail
Check-in cooldownMax 1 check-in per 4 hours
GPS accuracyMust be < 500m
Campus zonesEach campus is a unique polygon

Currently Active Campuses

CampusLocationStatus
Manipal University Jaipur (MUJ)Jaipur, Rajasthan, India✅ Live

🗺️ More Campuses Coming Soon

Proximity is built to scale. Adding a new campus is as simple as defining a polygon of GPS coordinates — no code changes needed, just configuration. We plan to onboard more universities and colleges in the near future. If you'd like your campus added, reach out to us!


🏗️ Tech Stack

LayerTechnology
FrontendNext.js 16 · React 19 · TailwindCSS · Framer Motion · GSAP · Three.js/R3F
BackendPython · FastAPI · Uvicorn
DatabaseFirebase Firestore
AuthFirebase Anonymous Auth
AI/MLDetoxify (HuggingFace) · Google Gemini 2.0 Flash
HostingFirebase Hosting (Frontend) · Render (Backend)
DevOpsDocker · Nginx · GitHub Actions

📂 Project Structure

Proximity/ ├── frontend/ # Next.js 16 web application │ ├── app/ # App Router (pages & layouts) │ ├── components/ # UI components (feed, jury, 3D, auth, mod) │ ├── lib/ # API clients, Zustand stores, hooks, utils │ └── types/ # TypeScript type definitions ├── backend/ # Python FastAPI server │ ├── api/ # Route handlers (posts, jury, verify, mod, etc.) │ ├── services/ # Business logic layer (19 services) │ ├── middleware/ # Auth & rate limiting │ ├── models/ # Pydantic request/response schemas │ └── tests/ # Unit & integration tests ├── hf_detoxify/ # Hugging Face Spaces ML model ├── nginx/ # Reverse proxy config └── docs/ # Feature documentation


🚀 Local Development

Prerequisites

  • Node.js 18+ · Python 3.11+ · Firebase project

Frontend

�ash cd frontend npm install npm run dev # → http://localhost:3000

Backend

�ash cd backend pip install -r requirements.txt python main.py # → http://localhost:8000

Docker (both services)

�ash docker compose up --build # Frontend + Backend with hot-reload


🎮 Trust Tier System

TierAccessHow to Reach
👻 Ghost (Stage 0)Read onlyNew account — default tier
👁️ Observer (Stage 1)Vote + Report7+ days, 10+ check-ins
🗣️ Voice (Stage 2)Full posting access14+ days, 20+ check-ins
🛡️ ModeratorJury + Mod queueAppointed by admins

Trust Decay ("Use It or Lose It")

ConditionAction
Last ping < 14 days✅ Active
Last ping > 14 days⚠️ Downgraded to read-only
Last ping > 28 days🔒 Account locked

🔗 Live URLs

ServiceURL
🌐 Platformproximity.strawhats.co.in
⚡ Backend APIproximityweb.strawhats.co.in
📚 API Docsproximityweb.strawhats.co.in/docs

📬 Contact

Have questions, feedback, or want your campus added?


👥 Team Strawhats

Built with ❤️ and a lot of ☕

MIT License

AI Moderation Impact Dashboard

Access the AI Moderation dashboard on the /impact\ route to view live AI content moderation impacts across all campuses.

About

No description, website, or topics provided.

Resources

Contributing

Stars

0 stars

Watchers

0 watching

Forks

Releases

Packages

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Add copy buttons to all
 blocks\n(function() {\n function addCopyButtons() {\n document.querySelectorAll('pre code').forEach(function(codeBlock) {\n if (codeBlock.parentElement.hasAttribute('data-copy-added')) return;\n codeBlock.parentElement.setAttribute('data-copy-added', 'true');\n \n var btn = document.createElement('button');\n btn.textContent = 'Copy';\n btn.style.cssText = 'position:absolute;top:4px;right:4px;padding:2px 8px;font-size:11px;background:#4ecdc4;border:none;border-radius:4px;color:#1a1a2e;cursor:pointer;opacity:0.7;transition:opacity 0.2s;';\n btn.onmouseover = function() { this.style.opacity = '1'; };\n btn.onmouseout = function() { this.style.opacity = '0.7'; };\n btn.onclick = function() {\n navigator.clipboard.writeText(codeBlock.textContent).then(function() {\n btn.textContent = 'Copied!';\n setTimeout(function() { btn.textContent = 'Copy'; }, 1500);\n });\n };\n codeBlock.parentElement.style.position = 'relative';\n codeBlock.parentElement.appendChild(btn);\n });\n }\n \n addCopyButtons();\n \n // Re-run on dynamic content\n var observer = new MutationObserver(addCopyButtons);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Add Copy Buttons to Code Blocks");
}
} catch(__e) { console.warn('[Userscript:Add Copy Buttons to Code Blocks]', __e); }
})();
(function(){
try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '
Skip to content

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██████╗ ██████╗ ██████╗ ██╗ ██╗██╗███╗ ███╗██╗████████╗██╗ ██╗
██╔══██╗██╔══██╗██╔═══██╗╚██╗██╔╝██║████╗ ████║██║╚══██╔══╝╚██╗ ██╔╝
██████╔╝██████╔╝██║ ██║ ╚███╔╝ ██║██╔████╔██║██║ ██║ ╚████╔╝ ██╔═══╝ ██╔══██╗██║ ██║ ██╔██╗ ██║██║╚██╔╝██║██║ ██║ ╚██╔╝ ██║ ██║ ██║╚██████╔╝██╔╝ ██╗██║██║ ╚═╝ ██║██║ ██║ ██║ ╚═╝ ╚═╝ ╚═╝ ╚═════╝ ╚═╝ ╚═╝╚═╝╚═╝ ╚═╝╚═╝ ╚═╝ ╚═╝ 

Earn your voice.

Anonymous, location-verified campus discussions — powered by trust, not followers.

Live SiteContact

================================================================

🌐 Access the Platform

Jump straight in — no setup, no installs. Works on any modern browser (desktop & mobile).

How to Get Started

  1. Open the link → You'll land on the login/register page
  2. Register a new account → Pick any username & password (no email needed)
  3. Select your campus → Choose "Manipal University Jaipur" or any listed campus
  4. Allow location access → The app will verify your GPS position
  5. Explore! → Browse the feed, vote on posts, check the jury system

⚠️ For Judges / Reviewers Not on Campus

Temporary hackathon workaround — these options will be removed in production.

Since GPS verification is required and you may not be at a supported campus, here's how to still access everything:

MethodSteps
Test AccountUsername: testuser · Password: test1234
New AccountRegister normally — the hackathon build has relaxed GPS checks so evaluators outside campus can still get full access
Demo ModeAppend ?demo=true to the Feed URL to inject live visual simulations of the 3-Tier AI moderation pipeline directly into the feed.

📖 What is Proximity?

Proximity is an anonymous, real-time campus discussion platform where your physical presence on campus earns you the right to speak. No emails, no phone numbers, no usernames tied to your identity — just GPS-verified trust.

Think of it as the campus bulletin board reimagined for the digital age: a space where students can share thoughts, confessions, questions, and events — completely anonymously — while a multi-layered moderation system keeps the community healthy.

Why Proximity?

ProblemProximity's Answer
Trolls flood anonymous platformsTrust Tiers — newcomers earn participation over time through verified check-ins
Harassment goes unchecked3-Tier AI Moderation — keyword filters → ML toxicity scoring → LLM contextual analysis
Moderation is opaque & biasedJury System — community members vote blindly on flagged content
Fake accounts from off-campusGPS Geofencing — only verified campus residents gain full access
Privilege never expiresTrust Decay — stop showing up, lose your voice

✨ Core Features

🔒 Trust Engine

Tiered access based on campus presence:

  • Ghost → Read-only
  • Observer → Vote & report
  • Voice → Full posting access
  • Moderator → Community moderation

📍 GPS Verified Check-Ins

Geofenced polygons validate campus attendance using the Ray Casting algorithm — no third-party location APIs, fully self-contained.

⚖️ Jury Moderation

Flagged posts go to a blind jury of verified campus members. 3 votes, majority wins. No single person decides what stays or goes.

🤖 3-Tier AI Pipeline

  1. Regex — instant keyword filter
  2. Detoxify ML — toxicity scoring (0–1)
  3. Gemini 2.0 Flash — contextual LLM analysis for edge cases

💬 Threaded Comments

Nested reply chains with voting, color-coded depth indicators, and GIF support via Tenor.

🗳️ Polls, Events & Search

Create polls, browse campus events, search across all posts — all anonymous, all verified.


🌍 Geo-Zones — How It Works

Proximity uses GPS polygon geofencing to verify that users are physically present on campus before granting participation rights.

📍 User checks in → Ray Casting Algorithm → ✅ Inside polygon · Check-in recorded / ❌ Outside · Denied

RuleDetail
Check-in cooldownMax 1 check-in per 4 hours
GPS accuracyMust be < 500m
Campus zonesEach campus is a unique polygon

Currently Active Campuses

CampusLocationStatus
Manipal University Jaipur (MUJ)Jaipur, Rajasthan, India✅ Live

🗺️ More Campuses Coming Soon

Proximity is built to scale. Adding a new campus is as simple as defining a polygon of GPS coordinates — no code changes needed, just configuration. We plan to onboard more universities and colleges in the near future. If you'd like your campus added, reach out to us!


🏗️ Tech Stack

LayerTechnology
FrontendNext.js 16 · React 19 · TailwindCSS · Framer Motion · GSAP · Three.js/R3F
BackendPython · FastAPI · Uvicorn
DatabaseFirebase Firestore
AuthFirebase Anonymous Auth
AI/MLDetoxify (HuggingFace) · Google Gemini 2.0 Flash
HostingFirebase Hosting (Frontend) · Render (Backend)
DevOpsDocker · Nginx · GitHub Actions

📂 Project Structure

Proximity/ ├── frontend/ # Next.js 16 web application │ ├── app/ # App Router (pages & layouts) │ ├── components/ # UI components (feed, jury, 3D, auth, mod) │ ├── lib/ # API clients, Zustand stores, hooks, utils │ └── types/ # TypeScript type definitions ├── backend/ # Python FastAPI server │ ├── api/ # Route handlers (posts, jury, verify, mod, etc.) │ ├── services/ # Business logic layer (19 services) │ ├── middleware/ # Auth & rate limiting │ ├── models/ # Pydantic request/response schemas │ └── tests/ # Unit & integration tests ├── hf_detoxify/ # Hugging Face Spaces ML model ├── nginx/ # Reverse proxy config └── docs/ # Feature documentation


🚀 Local Development

Prerequisites

  • Node.js 18+ · Python 3.11+ · Firebase project

Frontend

�ash cd frontend npm install npm run dev # → http://localhost:3000

Backend

�ash cd backend pip install -r requirements.txt python main.py # → http://localhost:8000

Docker (both services)

�ash docker compose up --build # Frontend + Backend with hot-reload


🎮 Trust Tier System

TierAccessHow to Reach
👻 Ghost (Stage 0)Read onlyNew account — default tier
👁️ Observer (Stage 1)Vote + Report7+ days, 10+ check-ins
🗣️ Voice (Stage 2)Full posting access14+ days, 20+ check-ins
🛡️ ModeratorJury + Mod queueAppointed by admins

Trust Decay ("Use It or Lose It")

ConditionAction
Last ping < 14 days✅ Active
Last ping > 14 days⚠️ Downgraded to read-only
Last ping > 28 days🔒 Account locked

🔗 Live URLs

ServiceURL
🌐 Platformproximity.strawhats.co.in
⚡ Backend APIproximityweb.strawhats.co.in
📚 API Docsproximityweb.strawhats.co.in/docs

📬 Contact

Have questions, feedback, or want your campus added?


👥 Team Strawhats

Built with ❤️ and a lot of ☕

MIT License

AI Moderation Impact Dashboard

Access the AI Moderation dashboard on the /impact\ route to view live AI content moderation impacts across all campuses.

About

No description, website, or topics provided.

Resources

Contributing

Stars

0 stars

Watchers

0 watching

Forks

Releases

Packages

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Force GitHub README to respect dark mode\n(function() {\n var style = document.createElement('style');\n style.textContent = '\n .markdown-body {\n color-scheme: dark light;\n }\n .markdown-body pre { background: #161b22 !important; }\n .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; }\n .markdown-body table th, .markdown-body table td { border-color: #30363d !important; }\n .markdown-body img { background: #0d1117; }\n .markdown-body blockquote { border-left-color: #8b949e; }\n .markdown-body hr { border-color: #30363d; }\n ';\n document.head.appendChild(style);\n})();", "GitHub Dark Mode README Fix"); } } catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
Skip to content

Latest commit

History

248 Commits

Folders and files

NameName
Last commit message
Last commit date

Repository files navigation

██████╗ ██████╗ ██████╗ ██╗ ██╗██╗███╗ ███╗██╗████████╗██╗ ██╗
██╔══██╗██╔══██╗██╔═══██╗╚██╗██╔╝██║████╗ ████║██║╚══██╔══╝╚██╗ ██╔╝
██████╔╝██████╔╝██║ ██║ ╚███╔╝ ██║██╔████╔██║██║ ██║ ╚████╔╝ ██╔═══╝ ██╔══██╗██║ ██║ ██╔██╗ ██║██║╚██╔╝██║██║ ██║ ╚██╔╝ ██║ ██║ ██║╚██████╔╝██╔╝ ██╗██║██║ ╚═╝ ██║██║ ██║ ██║ ╚═╝ ╚═╝ ╚═╝ ╚═════╝ ╚═╝ ╚═╝╚═╝╚═╝ ╚═╝╚═╝ ╚═╝ ╚═╝ 

Earn your voice.

Anonymous, location-verified campus discussions — powered by trust, not followers.

Live SiteContact

================================================================

🌐 Access the Platform

Jump straight in — no setup, no installs. Works on any modern browser (desktop & mobile).

How to Get Started

  1. Open the link → You'll land on the login/register page
  2. Register a new account → Pick any username & password (no email needed)
  3. Select your campus → Choose "Manipal University Jaipur" or any listed campus
  4. Allow location access → The app will verify your GPS position
  5. Explore! → Browse the feed, vote on posts, check the jury system

⚠️ For Judges / Reviewers Not on Campus

Temporary hackathon workaround — these options will be removed in production.

Since GPS verification is required and you may not be at a supported campus, here's how to still access everything:

MethodSteps
Test AccountUsername: testuser · Password: test1234
New AccountRegister normally — the hackathon build has relaxed GPS checks so evaluators outside campus can still get full access
Demo ModeAppend ?demo=true to the Feed URL to inject live visual simulations of the 3-Tier AI moderation pipeline directly into the feed.

📖 What is Proximity?

Proximity is an anonymous, real-time campus discussion platform where your physical presence on campus earns you the right to speak. No emails, no phone numbers, no usernames tied to your identity — just GPS-verified trust.

Think of it as the campus bulletin board reimagined for the digital age: a space where students can share thoughts, confessions, questions, and events — completely anonymously — while a multi-layered moderation system keeps the community healthy.

Why Proximity?

ProblemProximity's Answer
Trolls flood anonymous platformsTrust Tiers — newcomers earn participation over time through verified check-ins
Harassment goes unchecked3-Tier AI Moderation — keyword filters → ML toxicity scoring → LLM contextual analysis
Moderation is opaque & biasedJury System — community members vote blindly on flagged content
Fake accounts from off-campusGPS Geofencing — only verified campus residents gain full access
Privilege never expiresTrust Decay — stop showing up, lose your voice

✨ Core Features

🔒 Trust Engine

Tiered access based on campus presence:

  • Ghost → Read-only
  • Observer → Vote & report
  • Voice → Full posting access
  • Moderator → Community moderation

📍 GPS Verified Check-Ins

Geofenced polygons validate campus attendance using the Ray Casting algorithm — no third-party location APIs, fully self-contained.

⚖️ Jury Moderation

Flagged posts go to a blind jury of verified campus members. 3 votes, majority wins. No single person decides what stays or goes.

🤖 3-Tier AI Pipeline

  1. Regex — instant keyword filter
  2. Detoxify ML — toxicity scoring (0–1)
  3. Gemini 2.0 Flash — contextual LLM analysis for edge cases

💬 Threaded Comments

Nested reply chains with voting, color-coded depth indicators, and GIF support via Tenor.

🗳️ Polls, Events & Search

Create polls, browse campus events, search across all posts — all anonymous, all verified.


🌍 Geo-Zones — How It Works

Proximity uses GPS polygon geofencing to verify that users are physically present on campus before granting participation rights.

📍 User checks in → Ray Casting Algorithm → ✅ Inside polygon · Check-in recorded / ❌ Outside · Denied

RuleDetail
Check-in cooldownMax 1 check-in per 4 hours
GPS accuracyMust be < 500m
Campus zonesEach campus is a unique polygon

Currently Active Campuses

CampusLocationStatus
Manipal University Jaipur (MUJ)Jaipur, Rajasthan, India✅ Live

🗺️ More Campuses Coming Soon

Proximity is built to scale. Adding a new campus is as simple as defining a polygon of GPS coordinates — no code changes needed, just configuration. We plan to onboard more universities and colleges in the near future. If you'd like your campus added, reach out to us!


🏗️ Tech Stack

LayerTechnology
FrontendNext.js 16 · React 19 · TailwindCSS · Framer Motion · GSAP · Three.js/R3F
BackendPython · FastAPI · Uvicorn
DatabaseFirebase Firestore
AuthFirebase Anonymous Auth
AI/MLDetoxify (HuggingFace) · Google Gemini 2.0 Flash
HostingFirebase Hosting (Frontend) · Render (Backend)
DevOpsDocker · Nginx · GitHub Actions

📂 Project Structure

Proximity/ ├── frontend/ # Next.js 16 web application │ ├── app/ # App Router (pages & layouts) │ ├── components/ # UI components (feed, jury, 3D, auth, mod) │ ├── lib/ # API clients, Zustand stores, hooks, utils │ └── types/ # TypeScript type definitions ├── backend/ # Python FastAPI server │ ├── api/ # Route handlers (posts, jury, verify, mod, etc.) │ ├── services/ # Business logic layer (19 services) │ ├── middleware/ # Auth & rate limiting │ ├── models/ # Pydantic request/response schemas │ └── tests/ # Unit & integration tests ├── hf_detoxify/ # Hugging Face Spaces ML model ├── nginx/ # Reverse proxy config └── docs/ # Feature documentation


🚀 Local Development

Prerequisites

  • Node.js 18+ · Python 3.11+ · Firebase project

Frontend

�ash cd frontend npm install npm run dev # → http://localhost:3000

Backend

�ash cd backend pip install -r requirements.txt python main.py # → http://localhost:8000

Docker (both services)

�ash docker compose up --build # Frontend + Backend with hot-reload


🎮 Trust Tier System

TierAccessHow to Reach
👻 Ghost (Stage 0)Read onlyNew account — default tier
👁️ Observer (Stage 1)Vote + Report7+ days, 10+ check-ins
🗣️ Voice (Stage 2)Full posting access14+ days, 20+ check-ins
🛡️ ModeratorJury + Mod queueAppointed by admins

Trust Decay ("Use It or Lose It")

ConditionAction
Last ping < 14 days✅ Active
Last ping > 14 days⚠️ Downgraded to read-only
Last ping > 28 days🔒 Account locked

🔗 Live URLs

ServiceURL
🌐 Platformproximity.strawhats.co.in
⚡ Backend APIproximityweb.strawhats.co.in
📚 API Docsproximityweb.strawhats.co.in/docs

📬 Contact

Have questions, feedback, or want your campus added?


👥 Team Strawhats

Built with ❤️ and a lot of ☕

MIT License

AI Moderation Impact Dashboard

Access the AI Moderation dashboard on the /impact\ route to view live AI content moderation impacts across all campuses.

About

No description, website, or topics provided.

Resources

Contributing

Stars

0 stars

Watchers

0 watching

Forks

Releases

Packages

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Highlight search terms from Google/DuckDuckGo/Bing referrer\n(function() {\n var ref = document.referrer;\n var terms = [];\n \n if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) {\n var url = new URL(ref);\n var q = url.searchParams.get('q') || url.searchParams.get('p');\n if (q) {\n terms = q.split(/\\s+/).filter(function(t) { return t.length > 2; });\n }\n }\n \n if (terms.length === 0) return;\n \n var style = document.createElement('style');\n style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }';\n document.head.appendChild(style);\n \n function highlight(node) {\n if (node.nodeType === 3) { // text node\n var text = node.textContent;\n var found = false;\n terms.forEach(function(term) {\n var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\\]\\\\]/g, '\\\\') + ')', 'gi');\n if (regex.test(text)) {\n found = true;\n var frag = document.createDocumentFragment();\n var parts = text.split(regex);\n parts.forEach(function(part, i) {\n if (i % 2 === 0) {\n frag.appendChild(document.createTextNode(part));\n } else {\n var span = document.createElement('span');\n span.className = 'userscript-highlight';\n span.textContent = part;\n frag.appendChild(span);\n }\n });\n node.parentNode.replaceChild(frag, node);\n }\n });\n } else if (node.nodeType === 1 && node.childNodes) { // element\n var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT'];\n if (!skipTags.includes(node.tagName)) {\n Array.from(node.childNodes).forEach(highlight);\n }\n }\n }\n \n highlight(document.body);\n \n // Re-highlight on dynamic content\n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1 || node.nodeType === 3) highlight(node);\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Highlight Search Terms"); } } catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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██████╗ ██████╗ ██████╗ ██╗ ██╗██╗███╗ ███╗██╗████████╗██╗ ██╗
██╔══██╗██╔══██╗██╔═══██╗╚██╗██╔╝██║████╗ ████║██║╚══██╔══╝╚██╗ ██╔╝
██████╔╝██████╔╝██║ ██║ ╚███╔╝ ██║██╔████╔██║██║ ██║ ╚████╔╝ ██╔═══╝ ██╔══██╗██║ ██║ ██╔██╗ ██║██║╚██╔╝██║██║ ██║ ╚██╔╝ ██║ ██║ ██║╚██████╔╝██╔╝ ██╗██║██║ ╚═╝ ██║██║ ██║ ██║ ╚═╝ ╚═╝ ╚═╝ ╚═════╝ ╚═╝ ╚═╝╚═╝╚═╝ ╚═╝╚═╝ ╚═╝ ╚═╝ 

Earn your voice.

Anonymous, location-verified campus discussions — powered by trust, not followers.

Live SiteContact

================================================================

🌐 Access the Platform

Jump straight in — no setup, no installs. Works on any modern browser (desktop & mobile).

How to Get Started

  1. Open the link → You'll land on the login/register page
  2. Register a new account → Pick any username & password (no email needed)
  3. Select your campus → Choose "Manipal University Jaipur" or any listed campus
  4. Allow location access → The app will verify your GPS position
  5. Explore! → Browse the feed, vote on posts, check the jury system

⚠️ For Judges / Reviewers Not on Campus

Temporary hackathon workaround — these options will be removed in production.

Since GPS verification is required and you may not be at a supported campus, here's how to still access everything:

MethodSteps
Test AccountUsername: testuser · Password: test1234
New AccountRegister normally — the hackathon build has relaxed GPS checks so evaluators outside campus can still get full access
Demo ModeAppend ?demo=true to the Feed URL to inject live visual simulations of the 3-Tier AI moderation pipeline directly into the feed.

📖 What is Proximity?

Proximity is an anonymous, real-time campus discussion platform where your physical presence on campus earns you the right to speak. No emails, no phone numbers, no usernames tied to your identity — just GPS-verified trust.

Think of it as the campus bulletin board reimagined for the digital age: a space where students can share thoughts, confessions, questions, and events — completely anonymously — while a multi-layered moderation system keeps the community healthy.

Why Proximity?

ProblemProximity's Answer
Trolls flood anonymous platformsTrust Tiers — newcomers earn participation over time through verified check-ins
Harassment goes unchecked3-Tier AI Moderation — keyword filters → ML toxicity scoring → LLM contextual analysis
Moderation is opaque & biasedJury System — community members vote blindly on flagged content
Fake accounts from off-campusGPS Geofencing — only verified campus residents gain full access
Privilege never expiresTrust Decay — stop showing up, lose your voice

✨ Core Features

🔒 Trust Engine

Tiered access based on campus presence:

  • Ghost → Read-only
  • Observer → Vote & report
  • Voice → Full posting access
  • Moderator → Community moderation

📍 GPS Verified Check-Ins

Geofenced polygons validate campus attendance using the Ray Casting algorithm — no third-party location APIs, fully self-contained.

⚖️ Jury Moderation

Flagged posts go to a blind jury of verified campus members. 3 votes, majority wins. No single person decides what stays or goes.

🤖 3-Tier AI Pipeline

  1. Regex — instant keyword filter
  2. Detoxify ML — toxicity scoring (0–1)
  3. Gemini 2.0 Flash — contextual LLM analysis for edge cases

💬 Threaded Comments

Nested reply chains with voting, color-coded depth indicators, and GIF support via Tenor.

🗳️ Polls, Events & Search

Create polls, browse campus events, search across all posts — all anonymous, all verified.


🌍 Geo-Zones — How It Works

Proximity uses GPS polygon geofencing to verify that users are physically present on campus before granting participation rights.

📍 User checks in → Ray Casting Algorithm → ✅ Inside polygon · Check-in recorded / ❌ Outside · Denied

RuleDetail
Check-in cooldownMax 1 check-in per 4 hours
GPS accuracyMust be < 500m
Campus zonesEach campus is a unique polygon

Currently Active Campuses

CampusLocationStatus
Manipal University Jaipur (MUJ)Jaipur, Rajasthan, India✅ Live

🗺️ More Campuses Coming Soon

Proximity is built to scale. Adding a new campus is as simple as defining a polygon of GPS coordinates — no code changes needed, just configuration. We plan to onboard more universities and colleges in the near future. If you'd like your campus added, reach out to us!


🏗️ Tech Stack

LayerTechnology
FrontendNext.js 16 · React 19 · TailwindCSS · Framer Motion · GSAP · Three.js/R3F
BackendPython · FastAPI · Uvicorn
DatabaseFirebase Firestore
AuthFirebase Anonymous Auth
AI/MLDetoxify (HuggingFace) · Google Gemini 2.0 Flash
HostingFirebase Hosting (Frontend) · Render (Backend)
DevOpsDocker · Nginx · GitHub Actions

📂 Project Structure

Proximity/ ├── frontend/ # Next.js 16 web application │ ├── app/ # App Router (pages & layouts) │ ├── components/ # UI components (feed, jury, 3D, auth, mod) │ ├── lib/ # API clients, Zustand stores, hooks, utils │ └── types/ # TypeScript type definitions ├── backend/ # Python FastAPI server │ ├── api/ # Route handlers (posts, jury, verify, mod, etc.) │ ├── services/ # Business logic layer (19 services) │ ├── middleware/ # Auth & rate limiting │ ├── models/ # Pydantic request/response schemas │ └── tests/ # Unit & integration tests ├── hf_detoxify/ # Hugging Face Spaces ML model ├── nginx/ # Reverse proxy config └── docs/ # Feature documentation


🚀 Local Development

Prerequisites

  • Node.js 18+ · Python 3.11+ · Firebase project

Frontend

�ash cd frontend npm install npm run dev # → http://localhost:3000

Backend

�ash cd backend pip install -r requirements.txt python main.py # → http://localhost:8000

Docker (both services)

�ash docker compose up --build # Frontend + Backend with hot-reload


🎮 Trust Tier System

TierAccessHow to Reach
👻 Ghost (Stage 0)Read onlyNew account — default tier
👁️ Observer (Stage 1)Vote + Report7+ days, 10+ check-ins
🗣️ Voice (Stage 2)Full posting access14+ days, 20+ check-ins
🛡️ ModeratorJury + Mod queueAppointed by admins

Trust Decay ("Use It or Lose It")

ConditionAction
Last ping < 14 days✅ Active
Last ping > 14 days⚠️ Downgraded to read-only
Last ping > 28 days🔒 Account locked

🔗 Live URLs

ServiceURL
🌐 Platformproximity.strawhats.co.in
⚡ Backend APIproximityweb.strawhats.co.in
📚 API Docsproximityweb.strawhats.co.in/docs

📬 Contact

Have questions, feedback, or want your campus added?


👥 Team Strawhats

Built with ❤️ and a lot of ☕

MIT License

AI Moderation Impact Dashboard

Access the AI Moderation dashboard on the /impact\ route to view live AI content moderation impacts across all campuses.

About

No description, website, or topics provided.

Resources

Contributing

Stars

0 stars

Watchers

0 watching

Forks

Releases

Packages

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Strip utm_, fbclid, gclid, etc. from all links on page\n(function() {\n var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content',\n 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid',\n 'ref', 'ref_src', 'source', 'medium', 'campaign'];\n \n function cleanUrl(url) {\n try {\n var u = new URL(url, window.location.origin);\n var changed = false;\n trackingParams.forEach(function(p) {\n if (u.searchParams.has(p)) {\n u.searchParams.delete(p);\n changed = true;\n }\n });\n return changed ? u.toString() : url;\n } catch (e) {\n return url;\n }\n }\n \n function cleanLinks() {\n document.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n \n cleanLinks();\n \n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1) {\n if (node.tagName === 'A') cleanLinks();\n node.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Remove Tracking Parameters from Links"); } } catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); } })(); (function(){ try { var __m = "youtube.com"; var __re = new RegExp('^' + "youtube\\.com" + '
Skip to content

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██████╗ ██████╗ ██████╗ ██╗ ██╗██╗███╗ ███╗██╗████████╗██╗ ██╗
██╔══██╗██╔══██╗██╔═══██╗╚██╗██╔╝██║████╗ ████║██║╚══██╔══╝╚██╗ ██╔╝
██████╔╝██████╔╝██║ ██║ ╚███╔╝ ██║██╔████╔██║██║ ██║ ╚████╔╝ ██╔═══╝ ██╔══██╗██║ ██║ ██╔██╗ ██║██║╚██╔╝██║██║ ██║ ╚██╔╝ ██║ ██║ ██║╚██████╔╝██╔╝ ██╗██║██║ ╚═╝ ██║██║ ██║ ██║ ╚═╝ ╚═╝ ╚═╝ ╚═════╝ ╚═╝ ╚═╝╚═╝╚═╝ ╚═╝╚═╝ ╚═╝ ╚═╝ 

Earn your voice.

Anonymous, location-verified campus discussions — powered by trust, not followers.

Live SiteContact

================================================================

🌐 Access the Platform

Jump straight in — no setup, no installs. Works on any modern browser (desktop & mobile).

How to Get Started

  1. Open the link → You'll land on the login/register page
  2. Register a new account → Pick any username & password (no email needed)
  3. Select your campus → Choose "Manipal University Jaipur" or any listed campus
  4. Allow location access → The app will verify your GPS position
  5. Explore! → Browse the feed, vote on posts, check the jury system

⚠️ For Judges / Reviewers Not on Campus

Temporary hackathon workaround — these options will be removed in production.

Since GPS verification is required and you may not be at a supported campus, here's how to still access everything:

MethodSteps
Test AccountUsername: testuser · Password: test1234
New AccountRegister normally — the hackathon build has relaxed GPS checks so evaluators outside campus can still get full access
Demo ModeAppend ?demo=true to the Feed URL to inject live visual simulations of the 3-Tier AI moderation pipeline directly into the feed.

📖 What is Proximity?

Proximity is an anonymous, real-time campus discussion platform where your physical presence on campus earns you the right to speak. No emails, no phone numbers, no usernames tied to your identity — just GPS-verified trust.

Think of it as the campus bulletin board reimagined for the digital age: a space where students can share thoughts, confessions, questions, and events — completely anonymously — while a multi-layered moderation system keeps the community healthy.

Why Proximity?

ProblemProximity's Answer
Trolls flood anonymous platformsTrust Tiers — newcomers earn participation over time through verified check-ins
Harassment goes unchecked3-Tier AI Moderation — keyword filters → ML toxicity scoring → LLM contextual analysis
Moderation is opaque & biasedJury System — community members vote blindly on flagged content
Fake accounts from off-campusGPS Geofencing — only verified campus residents gain full access
Privilege never expiresTrust Decay — stop showing up, lose your voice

✨ Core Features

🔒 Trust Engine

Tiered access based on campus presence:

  • Ghost → Read-only
  • Observer → Vote & report
  • Voice → Full posting access
  • Moderator → Community moderation

📍 GPS Verified Check-Ins

Geofenced polygons validate campus attendance using the Ray Casting algorithm — no third-party location APIs, fully self-contained.

⚖️ Jury Moderation

Flagged posts go to a blind jury of verified campus members. 3 votes, majority wins. No single person decides what stays or goes.

🤖 3-Tier AI Pipeline

  1. Regex — instant keyword filter
  2. Detoxify ML — toxicity scoring (0–1)
  3. Gemini 2.0 Flash — contextual LLM analysis for edge cases

💬 Threaded Comments

Nested reply chains with voting, color-coded depth indicators, and GIF support via Tenor.

🗳️ Polls, Events & Search

Create polls, browse campus events, search across all posts — all anonymous, all verified.


🌍 Geo-Zones — How It Works

Proximity uses GPS polygon geofencing to verify that users are physically present on campus before granting participation rights.

📍 User checks in → Ray Casting Algorithm → ✅ Inside polygon · Check-in recorded / ❌ Outside · Denied

RuleDetail
Check-in cooldownMax 1 check-in per 4 hours
GPS accuracyMust be < 500m
Campus zonesEach campus is a unique polygon

Currently Active Campuses

CampusLocationStatus
Manipal University Jaipur (MUJ)Jaipur, Rajasthan, India✅ Live

🗺️ More Campuses Coming Soon

Proximity is built to scale. Adding a new campus is as simple as defining a polygon of GPS coordinates — no code changes needed, just configuration. We plan to onboard more universities and colleges in the near future. If you'd like your campus added, reach out to us!


🏗️ Tech Stack

LayerTechnology
FrontendNext.js 16 · React 19 · TailwindCSS · Framer Motion · GSAP · Three.js/R3F
BackendPython · FastAPI · Uvicorn
DatabaseFirebase Firestore
AuthFirebase Anonymous Auth
AI/MLDetoxify (HuggingFace) · Google Gemini 2.0 Flash
HostingFirebase Hosting (Frontend) · Render (Backend)
DevOpsDocker · Nginx · GitHub Actions

📂 Project Structure

Proximity/ ├── frontend/ # Next.js 16 web application │ ├── app/ # App Router (pages & layouts) │ ├── components/ # UI components (feed, jury, 3D, auth, mod) │ ├── lib/ # API clients, Zustand stores, hooks, utils │ └── types/ # TypeScript type definitions ├── backend/ # Python FastAPI server │ ├── api/ # Route handlers (posts, jury, verify, mod, etc.) │ ├── services/ # Business logic layer (19 services) │ ├── middleware/ # Auth & rate limiting │ ├── models/ # Pydantic request/response schemas │ └── tests/ # Unit & integration tests ├── hf_detoxify/ # Hugging Face Spaces ML model ├── nginx/ # Reverse proxy config └── docs/ # Feature documentation


🚀 Local Development

Prerequisites

  • Node.js 18+ · Python 3.11+ · Firebase project

Frontend

�ash cd frontend npm install npm run dev # → http://localhost:3000

Backend

�ash cd backend pip install -r requirements.txt python main.py # → http://localhost:8000

Docker (both services)

�ash docker compose up --build # Frontend + Backend with hot-reload


🎮 Trust Tier System

TierAccessHow to Reach
👻 Ghost (Stage 0)Read onlyNew account — default tier
👁️ Observer (Stage 1)Vote + Report7+ days, 10+ check-ins
🗣️ Voice (Stage 2)Full posting access14+ days, 20+ check-ins
🛡️ ModeratorJury + Mod queueAppointed by admins

Trust Decay ("Use It or Lose It")

ConditionAction
Last ping < 14 days✅ Active
Last ping > 14 days⚠️ Downgraded to read-only
Last ping > 28 days🔒 Account locked

🔗 Live URLs

ServiceURL
🌐 Platformproximity.strawhats.co.in
⚡ Backend APIproximityweb.strawhats.co.in
📚 API Docsproximityweb.strawhats.co.in/docs

📬 Contact

Have questions, feedback, or want your campus added?


👥 Team Strawhats

Built with ❤️ and a lot of ☕

MIT License

AI Moderation Impact Dashboard

Access the AI Moderation dashboard on the /impact\ route to view live AI content moderation impacts across all campuses.

About

No description, website, or topics provided.

Resources

Contributing

Stars

0 stars

Watchers

0 watching

Forks

Releases

Packages

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Auto-enable theater mode on YouTube\n(function() {\n function tryTheater() {\n var btn = document.querySelector('button[aria-label=\"Theater mode\"], ytd-player #player button[title=\"Theater mode\"]');\n if (btn && !btn.classList.contains('activated')) {\n btn.click();\n }\n }\n \n // Try immediately\n tryTheater();\n \n // Try after navigation (SPA)\n var lastUrl = location.href;\n setInterval(function() {\n if (location.href !== lastUrl) {\n lastUrl = location.href;\n setTimeout(tryTheater, 500);\n }\n }, 1000);\n \n // Also try on player load\n var observer = new MutationObserver(tryTheater);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "YouTube Theater Mode Default"); } } catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
Skip to content

Latest commit

History

248 Commits

Folders and files

NameName
Last commit message
Last commit date

Repository files navigation

██████╗ ██████╗ ██████╗ ██╗ ██╗██╗███╗ ███╗██╗████████╗██╗ ██╗
██╔══██╗██╔══██╗██╔═══██╗╚██╗██╔╝██║████╗ ████║██║╚══██╔══╝╚██╗ ██╔╝
██████╔╝██████╔╝██║ ██║ ╚███╔╝ ██║██╔████╔██║██║ ██║ ╚████╔╝ ██╔═══╝ ██╔══██╗██║ ██║ ██╔██╗ ██║██║╚██╔╝██║██║ ██║ ╚██╔╝ ██║ ██║ ██║╚██████╔╝██╔╝ ██╗██║██║ ╚═╝ ██║██║ ██║ ██║ ╚═╝ ╚═╝ ╚═╝ ╚═════╝ ╚═╝ ╚═╝╚═╝╚═╝ ╚═╝╚═╝ ╚═╝ ╚═╝ 

Earn your voice.

Anonymous, location-verified campus discussions — powered by trust, not followers.

Live SiteContact

================================================================

🌐 Access the Platform

Jump straight in — no setup, no installs. Works on any modern browser (desktop & mobile).

How to Get Started

  1. Open the link → You'll land on the login/register page
  2. Register a new account → Pick any username & password (no email needed)
  3. Select your campus → Choose "Manipal University Jaipur" or any listed campus
  4. Allow location access → The app will verify your GPS position
  5. Explore! → Browse the feed, vote on posts, check the jury system

⚠️ For Judges / Reviewers Not on Campus

Temporary hackathon workaround — these options will be removed in production.

Since GPS verification is required and you may not be at a supported campus, here's how to still access everything:

MethodSteps
Test AccountUsername: testuser · Password: test1234
New AccountRegister normally — the hackathon build has relaxed GPS checks so evaluators outside campus can still get full access
Demo ModeAppend ?demo=true to the Feed URL to inject live visual simulations of the 3-Tier AI moderation pipeline directly into the feed.

📖 What is Proximity?

Proximity is an anonymous, real-time campus discussion platform where your physical presence on campus earns you the right to speak. No emails, no phone numbers, no usernames tied to your identity — just GPS-verified trust.

Think of it as the campus bulletin board reimagined for the digital age: a space where students can share thoughts, confessions, questions, and events — completely anonymously — while a multi-layered moderation system keeps the community healthy.

Why Proximity?

ProblemProximity's Answer
Trolls flood anonymous platformsTrust Tiers — newcomers earn participation over time through verified check-ins
Harassment goes unchecked3-Tier AI Moderation — keyword filters → ML toxicity scoring → LLM contextual analysis
Moderation is opaque & biasedJury System — community members vote blindly on flagged content
Fake accounts from off-campusGPS Geofencing — only verified campus residents gain full access
Privilege never expiresTrust Decay — stop showing up, lose your voice

✨ Core Features

🔒 Trust Engine

Tiered access based on campus presence:

  • Ghost → Read-only
  • Observer → Vote & report
  • Voice → Full posting access
  • Moderator → Community moderation

📍 GPS Verified Check-Ins

Geofenced polygons validate campus attendance using the Ray Casting algorithm — no third-party location APIs, fully self-contained.

⚖️ Jury Moderation

Flagged posts go to a blind jury of verified campus members. 3 votes, majority wins. No single person decides what stays or goes.

🤖 3-Tier AI Pipeline

  1. Regex — instant keyword filter
  2. Detoxify ML — toxicity scoring (0–1)
  3. Gemini 2.0 Flash — contextual LLM analysis for edge cases

💬 Threaded Comments

Nested reply chains with voting, color-coded depth indicators, and GIF support via Tenor.

🗳️ Polls, Events & Search

Create polls, browse campus events, search across all posts — all anonymous, all verified.


🌍 Geo-Zones — How It Works

Proximity uses GPS polygon geofencing to verify that users are physically present on campus before granting participation rights.

📍 User checks in → Ray Casting Algorithm → ✅ Inside polygon · Check-in recorded / ❌ Outside · Denied

RuleDetail
Check-in cooldownMax 1 check-in per 4 hours
GPS accuracyMust be < 500m
Campus zonesEach campus is a unique polygon

Currently Active Campuses

CampusLocationStatus
Manipal University Jaipur (MUJ)Jaipur, Rajasthan, India✅ Live

🗺️ More Campuses Coming Soon

Proximity is built to scale. Adding a new campus is as simple as defining a polygon of GPS coordinates — no code changes needed, just configuration. We plan to onboard more universities and colleges in the near future. If you'd like your campus added, reach out to us!


🏗️ Tech Stack

LayerTechnology
FrontendNext.js 16 · React 19 · TailwindCSS · Framer Motion · GSAP · Three.js/R3F
BackendPython · FastAPI · Uvicorn
DatabaseFirebase Firestore
AuthFirebase Anonymous Auth
AI/MLDetoxify (HuggingFace) · Google Gemini 2.0 Flash
HostingFirebase Hosting (Frontend) · Render (Backend)
DevOpsDocker · Nginx · GitHub Actions

📂 Project Structure

Proximity/ ├── frontend/ # Next.js 16 web application │ ├── app/ # App Router (pages & layouts) │ ├── components/ # UI components (feed, jury, 3D, auth, mod) │ ├── lib/ # API clients, Zustand stores, hooks, utils │ └── types/ # TypeScript type definitions ├── backend/ # Python FastAPI server │ ├── api/ # Route handlers (posts, jury, verify, mod, etc.) │ ├── services/ # Business logic layer (19 services) │ ├── middleware/ # Auth & rate limiting │ ├── models/ # Pydantic request/response schemas │ └── tests/ # Unit & integration tests ├── hf_detoxify/ # Hugging Face Spaces ML model ├── nginx/ # Reverse proxy config └── docs/ # Feature documentation


🚀 Local Development

Prerequisites

  • Node.js 18+ · Python 3.11+ · Firebase project

Frontend

�ash cd frontend npm install npm run dev # → http://localhost:3000

Backend

�ash cd backend pip install -r requirements.txt python main.py # → http://localhost:8000

Docker (both services)

�ash docker compose up --build # Frontend + Backend with hot-reload


🎮 Trust Tier System

TierAccessHow to Reach
👻 Ghost (Stage 0)Read onlyNew account — default tier
👁️ Observer (Stage 1)Vote + Report7+ days, 10+ check-ins
🗣️ Voice (Stage 2)Full posting access14+ days, 20+ check-ins
🛡️ ModeratorJury + Mod queueAppointed by admins

Trust Decay ("Use It or Lose It")

ConditionAction
Last ping < 14 days✅ Active
Last ping > 14 days⚠️ Downgraded to read-only
Last ping > 28 days🔒 Account locked

🔗 Live URLs

ServiceURL
🌐 Platformproximity.strawhats.co.in
⚡ Backend APIproximityweb.strawhats.co.in
📚 API Docsproximityweb.strawhats.co.in/docs

📬 Contact

Have questions, feedback, or want your campus added?


👥 Team Strawhats

Built with ❤️ and a lot of ☕

MIT License

AI Moderation Impact Dashboard

Access the AI Moderation dashboard on the /impact\ route to view live AI content moderation impacts across all campuses.

About

No description, website, or topics provided.

Resources

Contributing

Stars

0 stars

Watchers

0 watching

Forks

Releases

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Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Remove or un-stick sticky/fixed headers that block content\n(function() {\n function unstick() {\n document.querySelectorAll('header, nav, [role=\"banner\"], .header, .navbar, .sticky, .fixed-top, [style*=\"position: fixed\"], [style*=\"position:sticky\"]').forEach(function(el) {\n if (el.style.position === 'fixed' || el.style.position === 'sticky' || \n getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') {\n el.style.position = 'static';\n el.style.top = 'auto';\n el.style.zIndex = 'auto';\n }\n });\n }\n \n unstick();\n \n var observer = new MutationObserver(unstick);\n observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] });\n})();", "Kill Sticky Headers"); } } catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
Skip to content

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██████╗ ██████╗ ██████╗ ██╗ ██╗██╗███╗ ███╗██╗████████╗██╗ ██╗
██╔══██╗██╔══██╗██╔═══██╗╚██╗██╔╝██║████╗ ████║██║╚══██╔══╝╚██╗ ██╔╝
██████╔╝██████╔╝██║ ██║ ╚███╔╝ ██║██╔████╔██║██║ ██║ ╚████╔╝ ██╔═══╝ ██╔══██╗██║ ██║ ██╔██╗ ██║██║╚██╔╝██║██║ ██║ ╚██╔╝ ██║ ██║ ██║╚██████╔╝██╔╝ ██╗██║██║ ╚═╝ ██║██║ ██║ ██║ ╚═╝ ╚═╝ ╚═╝ ╚═════╝ ╚═╝ ╚═╝╚═╝╚═╝ ╚═╝╚═╝ ╚═╝ ╚═╝ 

Earn your voice.

Anonymous, location-verified campus discussions — powered by trust, not followers.

Live SiteContact

================================================================

🌐 Access the Platform

Jump straight in — no setup, no installs. Works on any modern browser (desktop & mobile).

How to Get Started

  1. Open the link → You'll land on the login/register page
  2. Register a new account → Pick any username & password (no email needed)
  3. Select your campus → Choose "Manipal University Jaipur" or any listed campus
  4. Allow location access → The app will verify your GPS position
  5. Explore! → Browse the feed, vote on posts, check the jury system

⚠️ For Judges / Reviewers Not on Campus

Temporary hackathon workaround — these options will be removed in production.

Since GPS verification is required and you may not be at a supported campus, here's how to still access everything:

MethodSteps
Test AccountUsername: testuser · Password: test1234
New AccountRegister normally — the hackathon build has relaxed GPS checks so evaluators outside campus can still get full access
Demo ModeAppend ?demo=true to the Feed URL to inject live visual simulations of the 3-Tier AI moderation pipeline directly into the feed.

📖 What is Proximity?

Proximity is an anonymous, real-time campus discussion platform where your physical presence on campus earns you the right to speak. No emails, no phone numbers, no usernames tied to your identity — just GPS-verified trust.

Think of it as the campus bulletin board reimagined for the digital age: a space where students can share thoughts, confessions, questions, and events — completely anonymously — while a multi-layered moderation system keeps the community healthy.

Why Proximity?

ProblemProximity's Answer
Trolls flood anonymous platformsTrust Tiers — newcomers earn participation over time through verified check-ins
Harassment goes unchecked3-Tier AI Moderation — keyword filters → ML toxicity scoring → LLM contextual analysis
Moderation is opaque & biasedJury System — community members vote blindly on flagged content
Fake accounts from off-campusGPS Geofencing — only verified campus residents gain full access
Privilege never expiresTrust Decay — stop showing up, lose your voice

✨ Core Features

🔒 Trust Engine

Tiered access based on campus presence:

  • Ghost → Read-only
  • Observer → Vote & report
  • Voice → Full posting access
  • Moderator → Community moderation

📍 GPS Verified Check-Ins

Geofenced polygons validate campus attendance using the Ray Casting algorithm — no third-party location APIs, fully self-contained.

⚖️ Jury Moderation

Flagged posts go to a blind jury of verified campus members. 3 votes, majority wins. No single person decides what stays or goes.

🤖 3-Tier AI Pipeline

  1. Regex — instant keyword filter
  2. Detoxify ML — toxicity scoring (0–1)
  3. Gemini 2.0 Flash — contextual LLM analysis for edge cases

💬 Threaded Comments

Nested reply chains with voting, color-coded depth indicators, and GIF support via Tenor.

🗳️ Polls, Events & Search

Create polls, browse campus events, search across all posts — all anonymous, all verified.


🌍 Geo-Zones — How It Works

Proximity uses GPS polygon geofencing to verify that users are physically present on campus before granting participation rights.

📍 User checks in → Ray Casting Algorithm → ✅ Inside polygon · Check-in recorded / ❌ Outside · Denied

RuleDetail
Check-in cooldownMax 1 check-in per 4 hours
GPS accuracyMust be < 500m
Campus zonesEach campus is a unique polygon

Currently Active Campuses

CampusLocationStatus
Manipal University Jaipur (MUJ)Jaipur, Rajasthan, India✅ Live

🗺️ More Campuses Coming Soon

Proximity is built to scale. Adding a new campus is as simple as defining a polygon of GPS coordinates — no code changes needed, just configuration. We plan to onboard more universities and colleges in the near future. If you'd like your campus added, reach out to us!


🏗️ Tech Stack

LayerTechnology
FrontendNext.js 16 · React 19 · TailwindCSS · Framer Motion · GSAP · Three.js/R3F
BackendPython · FastAPI · Uvicorn
DatabaseFirebase Firestore
AuthFirebase Anonymous Auth
AI/MLDetoxify (HuggingFace) · Google Gemini 2.0 Flash
HostingFirebase Hosting (Frontend) · Render (Backend)
DevOpsDocker · Nginx · GitHub Actions

📂 Project Structure

Proximity/ ├── frontend/ # Next.js 16 web application │ ├── app/ # App Router (pages & layouts) │ ├── components/ # UI components (feed, jury, 3D, auth, mod) │ ├── lib/ # API clients, Zustand stores, hooks, utils │ └── types/ # TypeScript type definitions ├── backend/ # Python FastAPI server │ ├── api/ # Route handlers (posts, jury, verify, mod, etc.) │ ├── services/ # Business logic layer (19 services) │ ├── middleware/ # Auth & rate limiting │ ├── models/ # Pydantic request/response schemas │ └── tests/ # Unit & integration tests ├── hf_detoxify/ # Hugging Face Spaces ML model ├── nginx/ # Reverse proxy config └── docs/ # Feature documentation


🚀 Local Development

Prerequisites

  • Node.js 18+ · Python 3.11+ · Firebase project

Frontend

�ash cd frontend npm install npm run dev # → http://localhost:3000

Backend

�ash cd backend pip install -r requirements.txt python main.py # → http://localhost:8000

Docker (both services)

�ash docker compose up --build # Frontend + Backend with hot-reload


🎮 Trust Tier System

TierAccessHow to Reach
👻 Ghost (Stage 0)Read onlyNew account — default tier
👁️ Observer (Stage 1)Vote + Report7+ days, 10+ check-ins
🗣️ Voice (Stage 2)Full posting access14+ days, 20+ check-ins
🛡️ ModeratorJury + Mod queueAppointed by admins

Trust Decay ("Use It or Lose It")

ConditionAction
Last ping < 14 days✅ Active
Last ping > 14 days⚠️ Downgraded to read-only
Last ping > 28 days🔒 Account locked

🔗 Live URLs

ServiceURL
🌐 Platformproximity.strawhats.co.in
⚡ Backend APIproximityweb.strawhats.co.in
📚 API Docsproximityweb.strawhats.co.in/docs

📬 Contact

Have questions, feedback, or want your campus added?


👥 Team Strawhats

Built with ❤️ and a lot of ☕

MIT License

AI Moderation Impact Dashboard

Access the AI Moderation dashboard on the /impact\ route to view live AI content moderation impacts across all campuses.

About

No description, website, or topics provided.

Resources

Contributing

Stars

0 stars

Watchers

0 watching

Forks

Releases

Packages

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Universal Dark Mode - works on any site\n(function() {\n var enabled = true;\n \n function applyDarkMode() {\n if (!enabled) return;\n \n // Create style element if it doesn't exist\n var style = document.getElementById('universal-dark-mode-style');\n if (!style) {\n style = document.createElement('style');\n style.id = 'universal-dark-mode-style';\n document.head.appendChild(style);\n }\n \n // Dark mode CSS - inverts colors but preserves images/video\n style.textContent = '\n /* Invert everything except media */\n html {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #1a1a2e !important;\n }\n \n /* Restore images, videos, iframes, canvas */\n img, video, iframe, canvas, svg, picture, [style*=\"background-image\"] {\n filter: invert(1) hue-rotate(180deg) !important;\n }\n \n /* Preserve specific elements that should not be inverted */\n .no-dark-mode, .no-dark-mode *,\n [data-theme=\"light\"], [data-theme=\"light\"],\n .ace_editor, .ace_editor *,\n .CodeMirror, .CodeMirror *,\n .monaco-editor, .monaco-editor *,\n .markdown-body pre, .markdown-body pre *,\n .highlight, .highlight *,\n pre code, pre code * {\n filter: none !important;\n }\n \n /* Fix common UI elements */\n .modal, .popup, .dropdown-menu, .tooltip, .popover {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #2d2d44 !important;\n border-color: #444 !important;\n }\n \n /* Scrollbars */\n ::-webkit-scrollbar { background: #1a1a2e !important; }\n ::-webkit-scrollbar-thumb { background: #444 !important; }\n ::-webkit-scrollbar-thumb:hover { background: #555 !important; }\n \n /* Selection */\n ::selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ';\n }\n \n function removeDarkMode() {\n var style = document.getElementById('universal-dark-mode-style');\n if (style) style.remove();\n }\n \n // Toggle with Alt+Shift+D\n document.addEventListener('keydown', function(e) {\n if (e.altKey && e.shiftKey && e.key === 'D') {\n e.preventDefault();\n enabled = !enabled;\n if (enabled) {\n applyDarkMode();\n console.log('[Universal Dark Mode] Enabled');\n } else {\n removeDarkMode();\n console.log('[Universal Dark Mode] Disabled');\n }\n }\n });\n \n // Apply on load\n applyDarkMode();\n \n // Re-apply on dynamic content\n var observer = new MutationObserver(function(mutations) {\n if (enabled && !document.getElementById('universal-dark-mode-style')) {\n applyDarkMode();\n }\n });\n observer.observe(document.head, { childList: true });\n \n console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle');\n})();", "Universal Dark Mode"); } } catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); } })(); })();
Skip to content

Latest commit

History

248 Commits

Folders and files

NameName
Last commit message
Last commit date

Repository files navigation

██████╗ ██████╗ ██████╗ ██╗ ██╗██╗███╗ ███╗██╗████████╗██╗ ██╗
██╔══██╗██╔══██╗██╔═══██╗╚██╗██╔╝██║████╗ ████║██║╚══██╔══╝╚██╗ ██╔╝
██████╔╝██████╔╝██║ ██║ ╚███╔╝ ██║██╔████╔██║██║ ██║ ╚████╔╝ ██╔═══╝ ██╔══██╗██║ ██║ ██╔██╗ ██║██║╚██╔╝██║██║ ██║ ╚██╔╝ ██║ ██║ ██║╚██████╔╝██╔╝ ██╗██║██║ ╚═╝ ██║██║ ██║ ██║ ╚═╝ ╚═╝ ╚═╝ ╚═════╝ ╚═╝ ╚═╝╚═╝╚═╝ ╚═╝╚═╝ ╚═╝ ╚═╝ 

Earn your voice.

Anonymous, location-verified campus discussions — powered by trust, not followers.

Live SiteContact

================================================================

🌐 Access the Platform

Jump straight in — no setup, no installs. Works on any modern browser (desktop & mobile).

How to Get Started

  1. Open the link → You'll land on the login/register page
  2. Register a new account → Pick any username & password (no email needed)
  3. Select your campus → Choose "Manipal University Jaipur" or any listed campus
  4. Allow location access → The app will verify your GPS position
  5. Explore! → Browse the feed, vote on posts, check the jury system

⚠️ For Judges / Reviewers Not on Campus

Temporary hackathon workaround — these options will be removed in production.

Since GPS verification is required and you may not be at a supported campus, here's how to still access everything:

MethodSteps
Test AccountUsername: testuser · Password: test1234
New AccountRegister normally — the hackathon build has relaxed GPS checks so evaluators outside campus can still get full access
Demo ModeAppend ?demo=true to the Feed URL to inject live visual simulations of the 3-Tier AI moderation pipeline directly into the feed.

📖 What is Proximity?

Proximity is an anonymous, real-time campus discussion platform where your physical presence on campus earns you the right to speak. No emails, no phone numbers, no usernames tied to your identity — just GPS-verified trust.

Think of it as the campus bulletin board reimagined for the digital age: a space where students can share thoughts, confessions, questions, and events — completely anonymously — while a multi-layered moderation system keeps the community healthy.

Why Proximity?

ProblemProximity's Answer
Trolls flood anonymous platformsTrust Tiers — newcomers earn participation over time through verified check-ins
Harassment goes unchecked3-Tier AI Moderation — keyword filters → ML toxicity scoring → LLM contextual analysis
Moderation is opaque & biasedJury System — community members vote blindly on flagged content
Fake accounts from off-campusGPS Geofencing — only verified campus residents gain full access
Privilege never expiresTrust Decay — stop showing up, lose your voice

✨ Core Features

🔒 Trust Engine

Tiered access based on campus presence:

  • Ghost → Read-only
  • Observer → Vote & report
  • Voice → Full posting access
  • Moderator → Community moderation

📍 GPS Verified Check-Ins

Geofenced polygons validate campus attendance using the Ray Casting algorithm — no third-party location APIs, fully self-contained.

⚖️ Jury Moderation

Flagged posts go to a blind jury of verified campus members. 3 votes, majority wins. No single person decides what stays or goes.

🤖 3-Tier AI Pipeline

  1. Regex — instant keyword filter
  2. Detoxify ML — toxicity scoring (0–1)
  3. Gemini 2.0 Flash — contextual LLM analysis for edge cases

💬 Threaded Comments

Nested reply chains with voting, color-coded depth indicators, and GIF support via Tenor.

🗳️ Polls, Events & Search

Create polls, browse campus events, search across all posts — all anonymous, all verified.


🌍 Geo-Zones — How It Works

Proximity uses GPS polygon geofencing to verify that users are physically present on campus before granting participation rights.

📍 User checks in → Ray Casting Algorithm → ✅ Inside polygon · Check-in recorded / ❌ Outside · Denied

RuleDetail
Check-in cooldownMax 1 check-in per 4 hours
GPS accuracyMust be < 500m
Campus zonesEach campus is a unique polygon

Currently Active Campuses

CampusLocationStatus
Manipal University Jaipur (MUJ)Jaipur, Rajasthan, India✅ Live

🗺️ More Campuses Coming Soon

Proximity is built to scale. Adding a new campus is as simple as defining a polygon of GPS coordinates — no code changes needed, just configuration. We plan to onboard more universities and colleges in the near future. If you'd like your campus added, reach out to us!


🏗️ Tech Stack

LayerTechnology
FrontendNext.js 16 · React 19 · TailwindCSS · Framer Motion · GSAP · Three.js/R3F
BackendPython · FastAPI · Uvicorn
DatabaseFirebase Firestore
AuthFirebase Anonymous Auth
AI/MLDetoxify (HuggingFace) · Google Gemini 2.0 Flash
HostingFirebase Hosting (Frontend) · Render (Backend)
DevOpsDocker · Nginx · GitHub Actions

📂 Project Structure

Proximity/ ├── frontend/ # Next.js 16 web application │ ├── app/ # App Router (pages & layouts) │ ├── components/ # UI components (feed, jury, 3D, auth, mod) │ ├── lib/ # API clients, Zustand stores, hooks, utils │ └── types/ # TypeScript type definitions ├── backend/ # Python FastAPI server │ ├── api/ # Route handlers (posts, jury, verify, mod, etc.) │ ├── services/ # Business logic layer (19 services) │ ├── middleware/ # Auth & rate limiting │ ├── models/ # Pydantic request/response schemas │ └── tests/ # Unit & integration tests ├── hf_detoxify/ # Hugging Face Spaces ML model ├── nginx/ # Reverse proxy config └── docs/ # Feature documentation


🚀 Local Development

Prerequisites

  • Node.js 18+ · Python 3.11+ · Firebase project

Frontend

�ash cd frontend npm install npm run dev # → http://localhost:3000

Backend

�ash cd backend pip install -r requirements.txt python main.py # → http://localhost:8000

Docker (both services)

�ash docker compose up --build # Frontend + Backend with hot-reload


🎮 Trust Tier System

TierAccessHow to Reach
👻 Ghost (Stage 0)Read onlyNew account — default tier
👁️ Observer (Stage 1)Vote + Report7+ days, 10+ check-ins
🗣️ Voice (Stage 2)Full posting access14+ days, 20+ check-ins
🛡️ ModeratorJury + Mod queueAppointed by admins

Trust Decay ("Use It or Lose It")

ConditionAction
Last ping < 14 days✅ Active
Last ping > 14 days⚠️ Downgraded to read-only
Last ping > 28 days🔒 Account locked

🔗 Live URLs

ServiceURL
🌐 Platformproximity.strawhats.co.in
⚡ Backend APIproximityweb.strawhats.co.in
📚 API Docsproximityweb.strawhats.co.in/docs

📬 Contact

Have questions, feedback, or want your campus added?


👥 Team Strawhats

Built with ❤️ and a lot of ☕

MIT License

AI Moderation Impact Dashboard

Access the AI Moderation dashboard on the /impact\ route to view live AI content moderation impacts across all campuses.

About

No description, website, or topics provided.

Resources

Contributing

Stars

0 stars

Watchers

0 watching

Forks

Releases

Packages

Contributors

Languages