The fastest transcription is the one that never runs.
My community AI agent The Undertaker handles media now, and every design decision in it is about avoiding work rather than doing it faster.
telegram.me/harecrypta_diges…
1. Someone drops a YouTube link and wants the text:
✅ first move is checking whether the video already has captions. If it does, there is no transcription. No audio pulled, no model called, no quota spent, text in a second
✅ no captions? Then only the audio track gets downloaded. Nobody needs 600 megabytes of pixels to read what was said
✅ the audio gets split on silence, not on a timer, so words don't get cut in half at chunk boundaries and stitched back wrong
2. Someone wants 45 seconds from the middle of an hour long video
✅ the cut happens at the source. Three seconds, a 3 megabyte file, and the other 59 minutes were never touched
3. The boring constraint everyone hits:
most Telegram bots die at 20 megabytes. Mine goes to 2 gigabytes, so an hour and 48 minute recording comes back as a full transcript with timecodes instead of an error.
The cheapest call is the one you skip for media influencers.
(my own AI agent backed by any LLM Claude, ChatGPT or Deepseek)