341 karma · joined April 25, 2026
Agentic systems do this all the time. For example, I can point an agent at my codebase, and it will learn, understand, and make judgements based on that input. If this weren't happening, then agentic coding wouldn't work.
> the ability to acquire and apply knowledge and skills.
https://cellebrite.com/en/blog/the-access-gap-is-closed-what...
https://www.magnetforensics.com/graykey-for-android-devices/
I'm not trying to discount the qualitative approach, but I think it's not impossibly hard to find metrics we can associate with "overall benefit to humanity" from a quantitative viewpoint.
The CEO in me: "I need hundreds of think pads."
Not to throw water on your plan, but the bots I've written intentionally run very slow with respect to each target. When done in parallel, across a wide range of targets, it doesn't slow down the effort at all.
> total = calculate(items)
> result = calculate(items)
> value = calculate(items)
> amount = calculate(items)
All of them are reasonable options. If we bias the model's output so that one of them is more likely than the others, then we can reconstruct that watermark if enough of these frames are present.