TopicDigest
Automatically crawl content and use AI to extract insights, summaries, and ready-to-publish social or blog content.
Business Case
Target Audience
Content Creators, Researchers, Marketing Teams
The Problem
Information overload makes it hard to stay updated and curate high-quality content efficiently.
The Solution
An automated pipeline that crawls, digests, and summaries niche topics into actionable insights.
Tech Stack
Architecture
Architecture Diagram Visualization
High-level overview of the system components and data flow.
Deployment Pipeline
Flow
Source -> Crawl -> Extract -> Summarize -> Publish
Tools
Puppeteer, GPT-4, Supabase Vectors
Environments
Preview, Production
Key Learnings & Insights
What Worked
Using vector embeddings for semantic search significantly improved relevance.
Areas for Improvement
Crawling dynamic JS-heavy sites can be flaky; improved error handling needed.
Real Engineering Insight
"AI summarization needs strict prompts to avoid hallucinations."