Mohit Aggarwal Clip Factory Skill
Clipping is a real economy now — creators pay per viral clip, and one 90-minute conversation can feed a channel for two weeks. But most clip sheets are made by scrubbing for loud moments, which finds volume, not virality. The clips that travel have a complete arc in under 60 seconds: a hook that creates a question, a middle that pays it, an end that lands before attention dies. This skill mines a transcript for those arcs, writes the hooks, marks the cuts — and runs the gate clip farms skip: does this clip mean what the speaker meant? Out-of-context bait gets engagement and burns the channel that posted it.
What This Skill Produces
- A ranked clip sheet: 8–12 clips, best first, each with hook text (first 1.5 seconds on screen), cut timestamps, runtime, and why it works
- Caption blocks per clip: on-screen hook, caption text, 3–5 tags that are actually about the content
- A platform note per clip: where it fits best and any recut (Shorts favours faster cold opens; TikTok tolerates 5 more seconds of setup)
- The honesty gate log: clips that were strong but cut for misrepresentation, and what would make them fair
Required Inputs
Ask for (if not already provided):
- The transcript, with timestamps if available (or the video/audio to transcribe if tooling allows; without timestamps, mark cuts by quote and say so)
- Whose channel the clips serve (the creator's own? a clipping account with permission?) and the tone that channel runs
- Platform targets and any hard rules (no swearing cuts, brand-safe, etc.)
- What the source is really about — the thesis the clips must not betray
Framework: what makes a clip travel
- Mine for arcs, not moments. Scan the transcript for: claims that surprise ("most people believe X — it's backwards") · stories with a turn · strong disagreements · numbered lists compressible to one item · emotional peaks with their setup nearby. A great line without its setup is a hook with no payoff — check the 30 seconds before it.
- Write the hook as a question the viewer must answer. The first line on screen is the whole game: "the mistake every first-time founder makes" beats the quote itself. Hook text ≠ first words spoken — it's the overlay that makes them stay for the first words spoken.
- Cut to the arc, not the clock. In at the last possible second before context is lost; out on the landed line, not the trailing "…so yeah." 20–45s is the sweet spot; 60s+ needs a mid-clip re-hook to survive.
- Run the honesty gate. For each clip: would the speaker say "yes, that's what I meant" seeing it cold? Sarcasm clipped straight, positions stated-to-refute, jokes clipped as claims — killed or fixed with a context caption. The gate is non-negotiable; it's also self-interest, because "misleading clip" replies kill channels slower but just as dead.
- Rank by arc-completeness × hook strength, not by how loud the moment was. Note the one clip most likely to travel and why.
Output Format
## Clip sheet: [source title] ([N] clips from [runtime])
### 1. [Working title] — [in]–[out] ([runtime]s) ⭐ best bet
Hook (on screen ≤1.5s): "…"
Arc: [setup → turn → landing, one line]
Captions: [text] · Tags: [3-5]
Platform: [fit + recut note]
[…repeat, ranked…]
## Killed at the honesty gate
| Clip | Why killed | What would make it fair |
Quality Checks
- Every clip has a complete arc — hook, payoff, landing — verifiable from the quoted timestamps
- Hooks create a question; zero hooks are just the quote restated
- The honesty gate ran and its log is present (even when empty: "nothing cut")
- Tags describe the content, not trending-tag spam
- Cut points respect sentence boundaries — no clips ending mid-thought unless the cliffhanger is the point and the payoff is in the caption
Anti-Patterns
- Do not clip sarcasm, hypotheticals, or steelmanned opposing views as sincere claims — that's the gate's kill list
- Do not write rage-bait hooks the content can't cash
- Do not produce 30 mediocre clips instead of 10 good ones — the sheet is ranked and short because editor time is the scarce resource
- Do not ignore rights: clipping someone else's content needs their permission or their program's terms — ask whose channel this serves
Related
[[youtube-script]] writes the long-form these clips come from; [[thumbnail-creator]] for the packaging; [[viral-content-framework]] for why the hooks work.