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Case file 02 · Media AI · Automation

Why Pip?

A curious-facts Shorts channel run by an automated AI pipeline, from trending topic to daily upload.

File summary

Live
Filed under
Media AI, Automation
Built by
Varun Chennuri, with an AI engineering team

01

The problem

A daily Shorts channel is a daily production line: a sourced topic, a script, art in one consistent style, a voice, an edit synced to the words, a thumbnail and an upload. Every single day.

Why Pip? hands the whole line to an automated AI pipeline.

02

What I built

One automated pipeline, from trending topic to upload.

  • Picks a daily trending topic, with strict sourcing rules.
  • Writes the script.
  • Generates sketch-style images in one consistent style.
  • Voices it with ElevenLabs v3, using emotion tags.
  • Syncs every picture to the exact spoken word with a forced aligner.
  • Renders with ffmpeg.
  • Checks pronunciation with Whisper.
  • Makes the thumbnail.
  • Uploads to YouTube and Instagram on a daily schedule.

03

How AI agents built it

Here the AI agents are the production team.

  1. Checks are built into the line: strict sourcing rules before a topic is picked, word-level timing from a forced aligner, and a Whisper pronunciation check.
  2. One visual style for every image, so the channel looks like one hand drew it.
  3. The same pipeline makes brand explainers for Karkaana and Cyepro.
See the full method

04

Architecture sketch

Drawn the way it sits on my desk: boxes for the moving parts, arrows for the flow, dashed lines for what is wired in alongside.

  1. 01TRENDING TOPICpicked daily, strict sourcing rules
  2. 02SCRIPT
  3. 03SKETCH IMAGESone consistent style
  4. 04VOICEElevenLabs v3 + emotion tags
  5. 05FORCED ALIGNEReach picture on its spoken word
  6. 06RENDERffmpeg
  7. 07PRONUNCIATION CHECKWhisper
  8. 08THUMBNAIL
  9. 09YOUTUBE@whypip
  10. 10INSTAGRAM@whypip.daily
Why Pip? pipeline sketchEach day the pipeline picks a trending topic under strict sourcing rules, writes a script, generates sketch-style images in one style, voices it with ElevenLabs v3 and emotion tags, aligns every picture to its spoken word with a forced aligner, renders with ffmpeg, checks pronunciation with Whisper, makes a thumbnail and uploads to YouTube @whypip and Instagram @whypip.daily.TRENDING TOPICpicked daily,strict sourcing rulesSCRIPTSKETCH IMAGESone consistent styleVOICEElevenLabs v3 + emotion tagsFORCED ALIGNEReach picture on its spoken wordRENDERffmpegPRONUNCIATION CHECKWhisperTHUMBNAILYOUTUBE@whypipINSTAGRAM@whypip.dailyDAILY UPLOAD
Why Pip? pipeline sketch:Each day the pipeline picks a trending topic under strict sourcing rules, writes a script, generates sketch-style images in one style, voices it with ElevenLabs v3 and emotion tags, aligns every picture to its spoken word with a forced aligner, renders with ffmpeg, checks pronunciation with Whisper, makes a thumbnail and uploads to YouTube @whypip and Instagram @whypip.daily.

05

Results

Real numbers only. Anything not confirmed yet is marked as a placeholder.

  • 69Shorts produced since late October 2026Basis: Channel output
  • Dailyupload schedule on YouTube and InstagramBasis: Pipeline schedule
  • 2 brandsKarkaana and Cyepro also get explainers from itBasis: Pipeline output

06

Stack

  • ElevenLabs v3
  • Forced aligner
  • ffmpeg
  • Whisper
  • YouTube
  • Instagram
StatusLive

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