Tag
#pipeline
8 posts
FCPXML Pipeline: AI That Edits Like a Human
Describe the video you want. The system finds the clips, sequences them with J-cuts and L-cuts, and generates a Final Cut Pro timeline you can open and refine.
SaySee: The AI That Watches Your Video So You Don't Have To
Most video AI just reads the transcript. SaySee actually watches — frame by frame, at the resolution you choose. Then it lets you search 15 years of footage by meaning.
J-Cuts, L-Cuts, and Programmatic FCPXML: Building an Automated Video Editor
Professional editors use split edits to make cuts invisible. I taught a Node.js pipeline to do it automatically — generating frame-aligned FCPXML that Final Cut Pro imports clean.
Building a Personal AI Research Pipeline
How I built a system that queries multiple AI APIs, auto-saves results as timestamped markdown, and indexes hundreds of files with SQLite FTS5.
From Research to Pull Requests: Automating Triage and Implementation with AI
Turn raw research into scored triage cards and draft PRs with a three-stage pipeline that runs on cron.
Teaching AI to Watch Video: A Multi-Stage Pipeline
Video is the hardest media for AI to understand. Here's how I built SaySee — a pipeline that extracts frames, transcribes audio, and lets you search video by meaning.
Semantic Search Across a 28TB Personal Archive
Finding a specific moment in 28TB of media used to mean hours of scrubbing. Now I type a question and the system finds it. Here's the architecture.
Building a Video Intelligence Pipeline: Scene Detection + Audio + Face Recognition
Three standalone tools — SaySee, Cairn, and Tactical ID — combine into a full video intelligence pipeline. Here's how they fit together.