Know before your role does.
pssst. this is to sign up for updates on the game ;)
Will AI replace Content Assessment Manager jobs? · Latest report #9wkhr5ix
Your job has an expiration date
May 25, 2028
In 1 year, 7 monthsYou herd sixty transcribers to feed an acoustic model a sandwich.
Herder of cats and cleaner of raw audio
Check another roleComment your opinionor JOIN THE RESISTANCE!
One human is building a game about fighting back.
Automated dataset cleaning at scale








squeeze.you▸ DATAFLOW ORCHESTRATOR V4▸ RARITY · UNCOMMON▸ DEPRECATION IN 1 YEAR, 7 MONTHSAI's Special Power
filters noisy transcripts with perfect accuracy
You manage part-time transcribers for assessments and prepare audio data for machine learning model training.
The one thing AI can't do
You can detect when a transcriber is gaming the system with low-effort, gibberish output.
Your enemy, your name, your date. Post it.
Step by step, from the first quiet change to Deprecation Day.
Week 4
Software flags transcription errors faster than any human supervisor.
Month 5
AI manages freelancer availability and task allocation automatically.
Month 10
Neural models label acoustic data without needing human input.
Month 15
The system validates its own training data with high confidence.
Month 19 · D-Day
The assessment pipeline functions entirely without human management.
What you cost, what the machine costs, and what you get on the way out.
Per year
Savings: 95%
45 percent
Transcriber churn rate
12 percent
Audio data mislabeled
Falling rapidly
Manager sanity quotient
Your severance
One free trial of a speech-to-text software
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