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Learn the free, open-source clipping workflow.
Turn long videos into polished Shorts, Reels, and TikToks with free tools for transcription, highlight selection, reframing, captions, and export.
Free tools•Open source•Local-first workflow

Turn podcasts, interviews, webinars, lessons, and creator videos into reusable short-form content.

Source recording, podcast episode, webinar, or client keynote in horizontal 16:9.
Word-level speech recognition timestamping every uttered sentence accurately.
Pinpointing high-retention moments, insightful hooks, and memorable answers.
Formatted 9:16 vertical video with dynamic captions ready for TikTok, Shorts & Reels.
Core Output Formats Taught in Course
Master the six fundamental operational stages that power every commercial clipping engine.

Turn speech into searchable text.
Deploy local Faster-Whisper models to generate high-accuracy transcripts with millisecond word timestamps without sending your audio to external servers.

Identify moments that work as standalone clips.
Learn the editorial heuristics and local prompt frameworks that spot complete conversational thoughts, punchy hooks, and self-contained insights.

Create clean start and end points.
Cut precisely at natural speech pauses and breath boundaries to eliminate awkward cuts and preserve the speaker's natural momentum.

Turn horizontal video into vertical content.
Apply 9:16 aspect ratio reframing using face-tracking and visual center heuristics so the subject remains comfortably composed.

Create readable short-form captions.
Generate synchronized, eye-tracking subtitle styles with word-by-word highlights and optimal screen placement for mobile feeds.

Prepare clips for publishing.
Render production-grade MP4 video files optimized for YouTube Shorts, Instagram Reels, and TikTok using hardware-accelerated FFmpeg.
The free lessons teach the basic workflow from start to finish.
Deconstructing speech tokenization and timestamp alignment
Hook density, structural retention, and standalone value
Understanding the open-source pipeline components
Bounding box tracking from 16:9 to 9:16 vertical coordinates
Selecting nuance that algorithms frequently misunderstand
Installing and verifying your local open-source environment
Preparing video tracks for clean audio extraction
Running local speech transcription with zero cloud latency
Marking in/out points and setting 9:16 speaker bounds
Burning stylized kinetic subtitles and final MP4 export
Walk away with a finished, high-definition vertical video ready to publish—and full ownership of the process.
For teams, studios, and high-output creators who need systematic volume, the full advanced curriculum expands into scalable infrastructure.
Understand the core mechanics, run the tools, and export your first polished vertical short.
Automate your entire media pipeline with batch processing, custom templates, and team workflows.
Understated, proven open-source technologies selected for stability, accuracy, and active maintenance.

Visual editing and reframing
Interactive visual environment for previewing 9:16 crops, scrubbing word cues, and adjusting speaker positioning.
Automated long-video-to-short workflow
Open orchestration tool connecting transcript indexing directly with automatic highlight extraction and video slicing.
Local speech transcription
Blazing-fast local CTranslate2 implementation of OpenAI Whisper delivering exact timestamps with minimal memory overhead.
Video processing and rendering
The universal video engineering backbone providing rock-solid frame slicing, filters, encoding, and hardware rendering.
Optional local AI analysis
Run open models like Llama or Mistral directly on your laptop for automated highlight scoring and title generation.
Commercial SaaS clipping tools
Principles-first capability
Designed for anyone sitting on hours of recorded video who wants to multiply reach without multiplying subscription bills.

Turn long recordings and YouTube videos into more content for Reels and TikTok.

Find useful moments and high-energy exchanges inside complete recorded episodes.

Convert lessons, guest lectures, and webinars into short educational clips for students.

Repurpose executive interviews, presentations, customer calls, and company all-hands.
How a single source video transforms into multi-platform distribution.
Multiple Vertical Clips Ready to Post
Practical AI education designed to help people understand, apply, and control modern AI workflows.
Realistic tools evaluated for reliability, not marketing theater.
Skills designed to survive software updates and market changes.
Local workflows that keep private source materials on your computer.
Yes. The introductory lessons are 100% free and walk you through the essential open-source clipping workflow from transcription to final export without requiring a credit card.
Learn How to Turn It Into More.
Free tools. Open source. A workflow you understand and own completely.
