Quillo - Content Creation for Builders

About the Project

• Built a platform that helps builders turn their daily work updates into social media posts without starting from a blank page.
• Designed a project-based workflow where users organize their work into projects and log daily progress before generating content.
• Developed support for generating posts for X, LinkedIn, Reddit, and blogs with customizable tone, perspective, and content length.
• Implemented Preference Memory using Gemini embeddings and MongoDB Atlas Vector Search to retrieve semantically similar approved posts and keep future content aligned with each user's writing style.
• Built a context retrieval pipeline that combines project details, daily updates, previous posts, and writing preferences to generate more relevant content.
• Added support for managing projects, tracking daily updates, saving drafts, and scheduling posts from a single dashboard.
• Integrated Gemini with structured outputs and custom prompt engineering to generate consistent content based on the user's actual work instead of generic prompts.
• Built a responsive interface using Next.js, TypeScript, Tailwind CSS, and Shadcn UI with server actions and a scalable backend architecture.