Front Geek

front-geekFront Geek Intelligence is an automated, AI-driven data aggregation and content curation platform built to filter out the noise of the tech industry. The core engine functions as a continuous, 24/7 live scraping and processing pipeline that extracts global technology, gaming, AI, and programming updates, normalizes raw data feeds, processes language translation and creative localization via multi-LLM AI agents, and instantly deploys ready-to-read articles onto a high-performance web dashboard.
Project Overview: Front Geek News Content Automation
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Project Name: Front Geek News Content Automation
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Client / Company: Independent / Personal Project
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Project Type: Autonomous Hobby / Experimental Systems
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Role: Fullstack & Automation Engineer
📌 Project Description
Front Geek Intelligence is an automated, AI-driven data aggregation and content curation platform built to filter out the noise of the tech industry. The core engine functions as a continuous, 24/7 live scraping and processing pipeline that extracts global technology, gaming, AI, and programming updates, normalizes raw data feeds, processes language translation and creative localization via multi-LLM AI agents, and instantly deploys ready-to-read articles onto a high-performance web dashboard.
💻 Tech Stack
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Framework: Next.js (React)
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Database & ORM: Supabase & Prisma
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Data Validation: Zod
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Form Management: React Hook Form
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Automation Engine: n8n Workflow Automation
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Development Methodology: AI-Accelerated / Vibe Coding
🛠️ Key Contributions & Responsibilities
As the sole architect of the platform, I developed both the background ingestion worker pipelines and the client-facing distribution hub:
1. 24/7 Autonomous Ingestion & Multi-LLM Orchestration
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Live Web Scraping Engine: Configured automated n8n workflows that run continuously to monitor and extract structured web data and raw HTML contents from high-authority global news domains.
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Advanced Language Processing Pipeline: Integrated complex AI Agent nodes within n8n utilizing distributed open-source large language models (such as Mistral and Groq setups) to handle programmatic content parsing, automated rewrite structuring, and localized Indonesian translation refinement.
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Intelligent Routing & Telemetry: Engineered complex routing condition loops to filter articles by specific categorical matrices (e.g., AI, Technology, Gaming, Programming, Sport, Hobby & Lifestyle) while setting up automated chat webhooks to provide real-time metrics on structural draft counts and publishing synchronizations.
2. High-Fidelity Frontend & Interactive Dashboard
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Cyber-Terminal Inspired UI: Crafted a responsive, ultra-clean dark mode terminal web interface under the "Front Geek Intelligence" visual design language to ensure maximum reading immersion across mobile and desktop devices.
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Dynamic Showcase & Feed Grid: Developed fluid frontend listing layouts characterized by custom operational badges (like Newest Transmission, Weekly High Traffic Signals, and System Live tickers) for live content indexing.
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Inline Editorial Management: Built client-side content mutation endpoints backed by React Hook Form to allow for seamless manually-driven overrides, text edits, or configuration updates to any automated draft safely.
3. Type-Safe Data Layer & Infrastructure
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Ironclad Data Validation Contracts: Implemented runtime payload defense layers using Zod schemas to ensure automated background inserts matching strict typography, time string generation parameters, and image URL formatting constraints.
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Optimized Persistence Layer: Utilized Prisma ORM linked to a Supabase PostgreSQL instance to handle simultaneous concurrent read/write locks generated from rapid bulk ingestions across thousands of automated articles.
🚀 Key Highlights & Engineering Impact
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Zero-Maintenance Publishing Pipeline: Replaced traditional manual content writing workflows entirely with a system that auto-generates, auto-translates, and self-publishes fully formed articles completely hands-free.
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Sub-Second Client Delivery: Leveraged the file-based rendering power of Next.js to display dense article arrays, enabling instant client search query processing and fluid category toggling.
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Cost-Efficient Distributed AI Routing: Optimized API runtime constraints by structuring specialized conditional node layers, evaluating token outputs seamlessly before execution loops update the live production environment.
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