A high-performance AI-powered filtering system designed to protect content creators and streamers from donation spam, illegal gambling promotions, predatory loans, and malicious bots. Built with a Triple-Layer Shield architecture and a real-time OBS Overlay Integration.
Click the image below to watch the demo video:
Phylaxify moves away from traditional monolithic models in favor of a Distributed approach (leveraging specialized cloud services) to ensure high scalability and performance.
graph LR
subgraph Client_Tier [Client]
A["React Dashboard"]
B["OBS Live Overlay"]
end
subgraph Infrastructure_Tier [Infrastructure & Logic Tier]
subgraph Supabase_Infra [Supabase Cloud]
C["Auth Service (GoTrue)"]
D["PostgreSQL Database"]
E["Realtime Engine (WebSockets)"]
end
subgraph Vercel_Edge [Vercel]
F["Webhook Receiver API"]
G["Protection Orchestrator"]
end
subgraph AI_Microservice [Hugging Face]
H["Shield BERT"]
end
end
%% Communication Flows
A --> C
A --> D
B --> E
D --> E
F --> G
G --> D
G --> H
%% Styling to remove yellow and keep boxes consistent
style Client_Tier fill:none
style Supabase_Infra fill:none
style Vercel_Edge fill:none
style AI_Microservice fill:none
style Infrastructure_Tier fill:none,stroke:none
Phylaxify's distributed model ensures that each component can scale independently:
- Cloud Infrastructure: Supabase handles Auth and DB management, providing a secure, auto-scaling data layer.
- Microservice Isolation: The AI Inference Engine (Shield BERT) is isolated as a dedicated microservice, allowing it to scale independently on GPU-optimized hardware.
- Event-Driven Webhooks: High-performance Vercel functions orchestrate the "Shield Logic" only when a donation event is triggered.
graph TD
A[Incoming Donation: Webhook/API] --> B[Inference Gate]
B --> C{Shield Logic Consensus}
C --> D[Layer 1: Smart Blocklist]
C --> E[Layer 2: Shield BERT Neural Net]
C --> F[Layer 3: Linguistic Heuristics]
D & E & F --> G[Consensus Verdict]
G --> H[Supabase Realtime Engine]
H --> I[OBS Live Overlay]
H --> J[Guardian Dashboard]
# Clone the repository
git clone https://github.com/AxelS27/Phylaxify.git
cd Phylaxify
# Install dependencies
npm install
# Launch development server
npm run devCreate a .env file in the root directory with your Supabase credentials:
VITE_SUPABASE_URL=your_supabase_url
VITE_SUPABASE_ANON_KEY=your_anon_key- Triple-Layer Defense: Combines deterministic Regex/Keyword matching with probabilistic Neural Analysis (BERT) and linguistic heuristics.
- Sub-second Latency: Engineered for live environments, ensuring protection decisions are made in under 200ms to maintain stream flow.
- OBS Real-time Overlay: Dynamic overlay system that broadcasts "Passed" or "Blocked" status instantly to your production software.
- Smart Analytics Hub: Comprehensive dashboard to monitor protection logs, confidence scores, and spam trends.
- Proactive Blocklist: Pre-configured filters specifically tuned for regional "Judol" (gambling) and predatory loan patterns.
- Framework: React 19 with TypeScript and Vite.
- Styling: Vanilla CSS : a custom framework focused on cinematic aesthetics, glassmorphism, and responsive layouts.
- Motion Engine: Framer Motion for micro-animations and fluid section transitions.
- Infrastructure: Supabase handles all persistent data, including protection logs, user profiles, and custom blocklists.
- Auth Service: Managed GoTrue via Supabase for secure, encrypted user authentication.
- Model Architecture: Based on the BERT (Bidirectional Encoder Representations from Transformers) model.
- Fine-tuning: Specifically trained on a custom dataset of regional spam patterns, "leetspeak" gambling promotions, and predatory loan messages.
- Inference: Optimized for sub-second responses using ONNX Runtime or specialized serverless workers.
- Dashboard Hosting: Vercel (Global Edge Network) for maximum frontend performance.
- API Layer: Vercel Serverless Functions (Node.js/Python) for handling webhooks and shield logic.
- Inference Hosting: Hugging Face Spaces (Dockerized) for heavy-duty AI processing or Vercel Edge Functions for lightweight heuristics.
- Database: Supabase Cloud (AWS Infrastructure).
- Shield BERT: Context-aware neural network for detecting "hidden" spam patterns.
- Smart Filter Engine: High-performance Regex and Keyword processing.
- Consensus Logic: Weighted voting mechanism between AI and rule-based layers.
- Frontend: React 19, TypeScript, Vite.
- Styling & Motion: Custom CSS + Framer Motion for rich, cinematic aesthetics.
- Database & Realtime: Supabase.
Our protection framework is designed to eliminate both obvious spam and sophisticated, context-dependent malicious messages.
To ensure absolute security, every incoming message passes through a 3-stage validation gate:
- Smart Blocklist (Layer 1): Immediate rejection of known blacklisted terms, domains, and regex patterns.
- Shield BERT (Layer 2): Analyzes the semantic intent of the message. This catches spam that uses "leetspeak" or creative spacing to bypass traditional filters.
- Linguistic Heuristics (Layer 3): Examines character distributions, URL density, and suspicious patterns common in automated bot attacks.
| Layer | Type | Detects | Latency |
|---|---|---|---|
| Smart Filter | Deterministic | Known Keywords / Domains | < 10ms |
| Shield BERT | Neural | Contextual & Hidden Spam | ~150ms |
| Heuristics | Statistical | Bot Patterns & Repetitions | < 30ms |
Phylaxify is optimized for high-traffic environments, maintaining a 99.7% Accuracy Rate in identifying malicious donation payloads while ensuring legitimate viewer interaction remains uninterrupted.
- src/pages/: Core functional views (Dashboard, Test Lab, Settings).
- src/components/: Reusable UI components built with "Rich Aesthetics" principles.
- src/lib/: Integration logic for Supabase, Auth, and Profile management.
- src/overlay/: (Planned) Dedicated logic for OBS browser source integration.
© 2026 AxelS27 | Guardian of Digital Integrity