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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 Machine Learning Operations Engineer jobs? · Latest report #jnz6dnyg
Your job has an expiration date
February 14, 2028
In 16 monthsYou are literally automating your own relevance with every single pipeline run.
Professional breaker of production environments and YAML configs.
Check another roleComment your opinionor JOIN THE RESISTANCE!
One human is building a game about fighting back.
Self-healing architecture for the end of toil
toast.youAI▸ OPSFLOW 9000▸ RARITY · COMMON▸ DEPRECATION IN 16 MONTHSAI's Special Power
autoscale everything until the budget vanishes
You manage model training workflows, monitor inference drift, and fight infrastructure fires to keep bloated models from crashing.
The one thing AI can't do
You can still intuit why a model is hallucinating when the logs show nothing wrong.
Your enemy, your name, your date. Post it.
Step by step, from the first quiet change to Deprecation Day.
Week 4
Smart agents identify and fix your broken YAML configurations automatically.
Month 4
Resource schedulers take over all manual GPU allocation and balancing.
Month 8
Detection software identifies drift and triggers retrains without human input.
Month 12
Drag-and-drop workflows replace your custom Python-based orchestration scripts.
Month 16 · D-Day
The system fully manages its own lifecycle and maintenance cycles.
What you cost, what the machine costs, and what you get on the way out.
Per year
Savings: 94.5%
40%
Time spent debugging CUDA drivers
9/10
Average model deployment anxiety
99.9%
Uptime of self-correcting logic
Your severance
One free GPU to mine crypto until you retire.
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