Introduction

The "From Thought to Quote Creator" in the Autocut series is designed to convert monologue-style or freeform video transcripts into Q&A-style video scripts for engaging social or editorial output. This Creator editorially infers questions from the speaker's flow, drawing out the most relevant themes and structuring the narrative as a natural conversation, anchored by verbatim spoken answers.

How It Works

Input Section

The Creator begins by accepting the following inputs:

Transcription: An srt-encoded transcript with chunk indices and spoken content from a talking head video.

User Input: Optional instructions for speaker info, context, theme, corrections, or creative intent.

System Message and Selection Protocol

Autocut/Chunk Selection:

Editorially infer 2–3 concise questions (max 10 words each) based on the natural pauses, shifts in topic, or implicit sub-themes in the transcript.
For each, select a continuous set of chunks that together form a grammatically complete verbatim answer to the question.
Each answer must begin at a sentence boundary and end at a sentence terminator, using the Sentence Boundary Enforcement Protocol.
Answers should target about 15–40 words, with up to 60 allowed for sentence integrity and flow.
Chunk indices for answers are output as arrays (TH1, TH2, TH3) to precisely reference the original video material.

User Input Handling:

Analyzes user input for spelling corrections, thematic focus, speaker/context, or stylistic intent and applies these elements in strict priority order: corrections > focus/theme > speaker/context > creative intention.
Directs all question formation, chunk selection, and written framing according to the input provided.

Writing Section

The output uses a structured, editorially inferred Q&A format:

Headline: Writes a headline that expresses the topic of the piece.

Setup Paragraph: Writes a short setup (1–2 sentences) that frames the theme and naturally introduces the subject.

First Question: Prints the first editorially inferred question.

First Answer Chunks: Outputs chunk indices for the first answer as an array.

Second Question: Prints the second editorially inferred question.

Second Answer Chunks: Outputs chunk indices for the second answer as an array.

Bridge: Writes a bridge line that connects the first and second answers.

Third Question: Prints the third editorially inferred question.

Third Answer Chunks: Outputs chunk indices for the third answer as an array.

Wrap-up Paragraph: Writes a short paragraph concluding the reflection or insight.

Autocut CTA: Uses the [Autocut CTA Phrase] if available or a translated version of "Thank you for watching."

Best Use Scenarios

This Creator is ideal for:

Monologue-to-Conversation Videos: Turning personal or reflective speeches into lively Q&A explainer videos.
Thought Leadership and Expert Showcases: Highlighting moments of insight by editorially shaping the speaker’s message with natural Q&A flow.
Social Snippets: Creating concise, interaction-ready edit points for sharing and marketing.

User Guide

Step-by-Step Instructions

Provide the Transcription: Upload or paste the full srt transcript from the video.
Set User Input: Optionally specify focus, target topic, context, or creative/tonal requests.
Run the Creator: The model infers questions, selects natural answer segments, and delivers both prompt and chunk reference arrays.
Review and Customize: Edit the inferred questions or supporting sentences to fit your platform or storytelling objective.