Why aren't we recording pre-AI content using a PoE (Proof of Existence) protocol?
AI-generated images, audio, and video are only going to get better, eventually making it impossible to distinguish from pre-AI content. It's not too late to prove the authenticity of pre-AI content, but it seems that this window is closing rapidly.Are there any efforts to record PoE (Proof of Existence) records with centralized or decentralized services/ A centralized service could store and serve an HMACs (timestamp + content hash) of anonymous uploads. A decentralized service (like blockchain) can also store content hashes along with transaction time.I would have expected one of these services to gain popularity as AI generated content is increasing, but this doesn't seem to be the case, and I'm wondering what the reason could be.
via by amoffat
AI-generated images, audio, and video are only going to get better, eventually making it impossible to distinguish from pre-AI content. It's not too late to prove the authenticity of pre-AI content, but it seems that this window is closing rapidly.Are there any efforts to record PoE (Proof of Existence) records with centralized or decentralized services/ A centralized service could store and serve an HMACs (timestamp + content hash) of anonymous uploads. A decentralized service (like blockchain) can also store content hashes along with transaction time.I would have expected one of these services to gain popularity as AI generated content is increasing, but this doesn't seem to be the case, and I'm wondering what the reason could be.
via by amoffat
lobste.rs
Why aren't we recording pre-AI content using a PoE (Proof of Existence) protocol?
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lavandula: A fast, lightweight web framework in C for building modern web applications
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via github.com via mpweiher
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via github.com via mpweiher
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GitHub - ashtonjamesd/lavandula: A intuitive, lightweight web framework in C for building modern web applications
A intuitive, lightweight web framework in C for building modern web applications - ashtonjamesd/lavandula
DebDroid - Debian on Android (v1.1)
Hello guys! I'm happy to share DebDroid, a free and open-source project that aims to bring a real Debian environment to Android devices. It is not Termux-based, nor a simple proot-based wrapper, but a real, near-native chroot environment running on top of the Android kernel.The project is built around a heavily modified version of the Kali Nethunter's script I've developed 3 years ago. This new version (DebDroid) brings greatly improved security, isolation and additional compatibility patches. It's a project meant for tinkerers, hobbyists and power users.Why not Termux?Unlike Termux or Proot, which run Linux tools via Android-compiled binaries or user-space emulation, DebDroid runs a real Debian chroot directly on Android. It ships its own programs, libraries, patches and links key Android filesystems into the Debian environment, providing near-native Linux functionality and the ability to run almost any Debian-compatible program.What for?With DebDroid, you can repurpose an older Android device into an raspberry pi-style lightweight Debian server with near-native performance:Run a network-level NAT/adblockerRun web servers like
via github.com by NICUP14
Hello guys! I'm happy to share DebDroid, a free and open-source project that aims to bring a real Debian environment to Android devices. It is not Termux-based, nor a simple proot-based wrapper, but a real, near-native chroot environment running on top of the Android kernel.The project is built around a heavily modified version of the Kali Nethunter's script I've developed 3 years ago. This new version (DebDroid) brings greatly improved security, isolation and additional compatibility patches. It's a project meant for tinkerers, hobbyists and power users.Why not Termux?Unlike Termux or Proot, which run Linux tools via Android-compiled binaries or user-space emulation, DebDroid runs a real Debian chroot directly on Android. It ships its own programs, libraries, patches and links key Android filesystems into the Debian environment, providing near-native Linux functionality and the ability to run almost any Debian-compatible program.What for?With DebDroid, you can repurpose an older Android device into an raspberry pi-style lightweight Debian server with near-native performance:Run a network-level NAT/adblockerRun web servers like
nginx or lighttpdHost a small ssh or sftp serviceUse it for automation with cron or shell scriptsExperiment with Debian packages in a isolated environmentRun a X11 vnc server (WIP!)Features:glibc-based.Small and portable.No external dependencies.Runs a minimal Debian Linux userland in a isolated chroot environment.Mounts key Android system paths to provide near-native Linux functionality.Employs unshare to isolate Android mountpoints from the chroot environment.Supports /dev overlayfs, creating a writable layer over device files without modifying the real /dev.Notes:Works best on older Android versions (6–12).DebDroid is still experimental and intended for exploration, learning, and hobby use.GPU acceleration is currently not supported. (and might not even be possible)Do not run DebDroid on your main (daily driver) phone!Contributors and testers are always welcome!Commentsvia github.com by NICUP14
GitHub
GitHub - NICUP14/DebDroid: DebDroid - Debian on Android
DebDroid - Debian on Android. Contribute to NICUP14/DebDroid development by creating an account on GitHub.
Async Rust with Tokio I/O Streams: Backpressure, Concurrency, and Ergonomics
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via biriukov.dev via robinhundt
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via biriukov.dev via robinhundt
Viacheslav Biriukov
Async Rust with Tokio I/O Streams: Backpressure, Concurrency, and Ergonomics
Async Rust with Tokio I/O Streams: Backpressure, Concurrency, and Ergonomics # Last updated: Oct 2025 Contents
1 Async Rust with Tokio IO Streams: Backpressure, Concurrency, and Ergonomics Backpressure Cancellation 2. I/O loop Backpressure propagation Concurrency…
1 Async Rust with Tokio IO Streams: Backpressure, Concurrency, and Ergonomics Backpressure Cancellation 2. I/O loop Backpressure propagation Concurrency…