Kaseddie-Labs-LTD/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. # 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. --- ## 🚀 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 --- ## 🛡️ 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. --- ## 🛠️ 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) …