Retrieving the file
Live· 4,218,906 positions deprecated· 4,218,906 deprecated· 1,284 today
Average time-to-redundancy: 11.3 months
Know before your role does.
pssst. this is to sign up for updates on the game ;)
Will AI replace Pre-Training Data Researcher jobs? · Latest report #68vx23dg
Your job has an expiration date
December 5, 2027
In 13 monthsFeeding machines synthetic noise while pretending it constitutes genuine human language understanding.
Linguistic janitor with a passion for regex and entropy.
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One human is building a game about fighting back.
Mining the entirety of human history automatically.
help!youAI▸ CORPUSENGINE V4.2▸ RARITY · COMMON▸ DEPRECATION IN 13 MONTHSAI's Special Power
filters trillion-word datasets in mere seconds
Curating high-quality datasets and cleaning OCR outputs for model alignment. You turn messy linguistic entropy into structured machine food.
The one thing AI can't do
You can sense when a low-resource corpus is being hallucinated by a lazy model.
Your enemy, your name, your date. Post it.
Step by step, from the first quiet change to Deprecation Day.
Day 10
Baseline Python scripts replace your manual regex filtering for common document noise.
Month 3
Specialized vision-language models now correct historical document errors without human verification.
Month 6
An autonomous agent generates and validates its own training data using high-resource proxies.
Month 10
A centralized server cluster ingests raw crawls and outputs perfectly cleaned training shards.
Month 13 · D-Day
Your access to the repository is revoked as the system achieves self-optimizing data curation.
What you cost, what the machine costs, and what you get on the way out.
Per year
Savings: 96%
14 percent
OCR noise rate handled
210
Languages mastered in theory
402
Synthetic data hallucinations per day
Your severance
A lifetime subscription to our API, good luck.
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