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Why does reward hacking lead to worse behaviors?

These results are an example of generalization. Generalization occurs in benign ways in the training of all AI models: training a model to solve math problems turns out to make it better at, say, planning vacations and a whole range of other useful tasks. But as we show here, it can happen for more concerning behaviors, too: when we accidentally reward the model for one kind of “bad thing” (cheating), this makes it more likely to do other “bad things” (deceiving, aligning itself with malicious actors, planning to exfiltrate its own weights, and more). As in previous work studying emergent misa

From shortcuts to sabotage: natural emergent misalignment from reward hacking

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r/docker · u/zdkaster · 4w ago

Docker hello-world, but in half-size image with Matrix digital rain

I often run `docker run hello-world` after setup to do the basic check. But I am getting bored. Here's what I hack on and do instead: docker run --rm -it warachet/hello-world You get Matrix digital rain, lmao. Benefits a…

Hacker News · u/rajaniraiyn · 1d ago

Show HN: CefSwift, a SwiftUI-first wrapper around Chromium Embedded Framework

Embed real Chromium (CEF) in SwiftUI apps on macOS with a single package. No WKWebView hacks. No manual CEF setup. Just Swift Package Manager.

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r/unRAID · u/AudioslaveXXL · 1w ago

How does one configure Tailscale with internal domains

Hello people, I need some help with my current unraid server, it's driving me mad. What I have: A custom domain registered with cloudflare Nginx-proxy-manager Tailscale installed What I'd like: To setup something like `n…

r/Windows11 · u/Potatolemono · 3w ago

[Fix] Finally fixed the DWM dual-monitor stutter bug (without disabling HAGS)

I’ve been dealing with a massive headache for a long time: video on my second monitor would constantly stutter or lose smoothness when I was gaming. It’s that classic Windows bug that hits when you have a large gap in re…

r/homelab · u/Calapal · 1w ago

Don't be dumb like me

Received my new mini PC yesterday to move my World of Warcraft server over from my Raspberry Pi5. Everything setup nice and clean, working locally but for whatever reason my EE smart hub would not forward the ports no ma…