Kaseddie-Labs-LTD/globalpath-kaseddie-agent-2026
Domain:
socioeconomicRecord type:
software
Creator:
Kas
Host:
An AI-native recruitment node matching underemployed talent in international corridors (Uganda–Canada–UAE–EU) with B2B supply chain and technical trade placement using Qdrant vector memory, Gemini optimization, and Groq programmatic healing.
# GlobalPath Kaseddie Agent 2026
An AI-native recruitment node matching underemployed talent in international corridors (Uganda–Canada–UAE–EU) with B2B supply chain and technical trade placement using Qdrant vector memory, Gemini optimization, and Groq programmatic healing.
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## 🚀 Tech Stack
* **Frontend:** React (Vite) + TypeScript + TailwindCSS + SWR
* **Backend:** FastAPI (Python 3) + Gunicorn/Uvicorn
* **Vector Database:** Qdrant Vector DB (persistent semantic memory)
* **AI Engine:** Gemini API (contextual grounding & proposal generation)
* **Performance Layer:** Groq API (real-time Title Healer)
* **Data Ingestion:** Apify Scraper Integration
* **Validation:** End-to-end runtime protection with Zod schemas
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## 🛡️ Key Features
* **Zero-Trust Data Sanitization:** Programmatically scrubs raw scraper mock data (fake `hr@slug.com` emails and generic placeholder titles) on the fly before surfacing them to the UI.
* **Groq-Powered Title Healer:** Backend validation that catches and corrects ambiguous or incomplete raw job titles.
* **Failsafe Queuing System:** When the title healer fails or API limits are hit, leads are automatically offloaded to a local queue (`pending_review.json`) for human review, keeping the primary pipeline crash-proof.
* **Vector Memory Vault:** High-dimensional semantic indexing using Qdrant to ensure fast, context-aware talent matching.
* **Agentic Pitch Generator:** Multi-jurisdiction compliance-aware B2B pitch drafts optimized with Gemini.
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## 🛠️ Local Development Setup
### 1. Frontend Setup (React/Vite)
Navigate to the root directory and install dependencies:
```bash
npm install
npm run dev
- Reliability: A built‑in retry (3 attempts with backoff) mitigates wake‑up latency and transient network errors.
Backend Setup (FastAPI)
Navigate to the /backend directory, set up your environment, and spin up the server:
Bash
cd backend
python -m venv venv
source venv/Scripts/activate # Windows (PowerShell) …