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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 Camera ISP Engineer jobs? · Latest report #eizbu58y
Your job has an expiration date
May 23, 2028
In 1 year, 7 monthsTuning sensor noise for humans who just use Instagram filters anyway.
Pixel-peeper obsessed with lens shading and noise floor.
Check another roleComment your opinionor JOIN THE RESISTANCE!
One human is building a game about fighting back.
Perfect pixel pipelines without the human eye.
toast.you▸ OPTICFLOW CORE V4.2▸ RARITY · UNCOMMON▸ DEPRECATION IN 1 YEAR, 7 MONTHSAI's Special Power
autotunes raw sensor data in milliseconds
You calibrate image signal processor pipelines to optimize sensor data, lens correction, and noise reduction. It is a long, tedious cycle of hardware-loop validation and subjective pixel-peeping.
The one thing AI can't do
You can still articulate why the chroma noise floor looks better to a human brain.
Your enemy, your name, your date. Post it.
Step by step, from the first quiet change to Deprecation Day.
Day 10
The system begins mirroring your tuning parameters to build a comprehensive training corpus.
Month 5
Vision models take over routine testing of ISP pipeline updates against existing test vectors.
Month 11
Synthetic evaluation algorithms replace your subjective pixel reviews for noise floor and color accuracy.
Month 15
Digital twins of ISP blocks allow iterative tuning without ever touching a physical sensor.
Month 19 · D-Day
The pipeline is fully automated and you are safely removed from the hardware development loop.
What you cost, what the machine costs, and what you get on the way out.
Per year
Savings: 96.4%
400 hrs
Average sensor tuning hours
100 percent
Human eye fatigue
Infinite
Redundant ISP iterations
Your severance
A high-resolution photo of your empty office space.
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