← AYAN.WTF \ PROJECTS \ QUICKVID
Summarize, verify, and chat with any YouTube video. You paste a link and get a summary with notes in about 10 seconds. Then you can check the video's claims against the web, or ask it questions.
I started with Whisper and GPT in 2023. That version downloaded each video's audio and ran it through speech-to-text, which took minutes.
I rebuilt it around YouTube's own transcripts and Gemini. QuickVid splits a transcript into 5,000-token pieces, has Gemini 1.5 Flash summarize the pieces in parallel, then merges them into one summary with bullet-point notes. Long videos work the same way as short ones, there are just more pieces.
A summary of a wrong video is still wrong. So QuickVid can fact-check one.
Gemini writes five search queries from the summary and Tavily pulls web results for each. The model then compares the summary with those sources and returns a verdict, accurate or not, with an explanation of how it got there.
For chat, QuickVid cuts the transcript into 250-token chunks, embeds them and stores the vectors in Postgres on Neon. Each question pulls the closest chunks by cosine similarity and hands them to Gemini, so answers come from what was said in the video.
LangChain featured it. 174 GitHub stars, 15 forks, 100+ active users. Summarization went from minutes to about 10 seconds.
In August 2024 the deployed app started failing on YouTube requests. I tried YouTube cookies, then proxies, then swapped ytdl for youtubei.js.
YouTube ToS and crawler blocking made the workflow unsustainable, so I shut it down. Still the most successful side project I've shipped.
AI WORKSPACE
A durable AI coding workspace on the web. Each GitHub repo gets its own sandbox with parallel sessions: isolated git worktrees, resumable agent runs over SSE, and a real commit-to-PR workflow shared by agents and humans. Still in active development.
SEO + GEO AGENTS
An autonomous SEO and AI-search visibility engine: agents audit, fix, write and publish while people review and approve. Multi-service FastAPI backend, Celery/Redis jobs with Claude and Codex runners, and a Next.js panel. This is what I ship day to day.
AI RESEARCH APP
Self-hostable, open-source AI research and chat app in the spirit of NotebookLM: 6+ LLM providers, RAG research spaces, cross-chat memory, configurable MCP servers, web and academic search, and a versioned artifact workspace.