AfroHax

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Canonical is Automating C-to-Rust Translation for Ubuntu (And It's Actually Legit) Forget simple "ChatGPT, rewrite this in Rust" prompts. Canonical just partnered with the University of Bristol for a 3-year PhD project to build a rigorous, enterprise-grade C-to-Rust translation pipeline. Instead of relying on standard LLMs that hallucinate memory dependencies, they are using a "neurosymbolic" approach combining AI with hardcore mathematical verification. 4-stage pipeline work : 🧩 Dependency-Aware Chunking : Breaks massive C codebases into manageable, context-aware pieces without losing global dependencies. 🤖 Idiomatic Translation : Uses models trained specifically on real-world C-to-Rust conversions to write safe, idiomatic Rust (not just C syntax dressed up in Rust keywords). 🛡️ Formal Verification : Uses aggressive fuzzing and mathematical equivalence checks to guarantee the Rust code behaves exactly like the C original. 🔧 Symbolic Program Repair : Automatically patches semantic mismatches if the verification phase detects a failure. 🎯 The Test Subjects? They are playing on hard mode. The initial targets are AppArmor and snap-confine two deeply complex, security-critical components of Ubuntu. While this is a research project and won't replace production code tomorrow, if this pipeline holds up, it could create a massive shift in how we modernize legacy Linux infrastructure. 💬 What do you think? Will automated neurosymbolic translation eventually be reliable enough for the Linux kernel, or is manual rewriting the only safe way? Drop your thoughts in the comments! @AfroHax

Upgrade your terminal : Stop staring at raw ping output Ever stared at scrolling lines of ICMP text trying to spot an intermittent network spike or packet drop? Meet prettyping - a lightweight, zero-dependency Bash/AWK wrapper that turns raw ping streams into real-time graphical latency monitors directly in your terminal. Why switch to prettyping? Unicode Sparklines : Plots latency jitter visually using colored block characters along a single horizontal line. Instant Loss Flagging : Flags dropped packets with a bright red ! instead of leaving you to manually scan missing sequence numbers. Live Rolling Stats : Shows continuously updated aggregates alongside a rolling 60-packet window without waiting for Ctrl+C. Zero Compilation : Pure shell script running on top of native ping no root privileges or heavy runtimes required. Quick Install macOS :

brew install prettyping

Linux / macOS (One-liner) :

curl -O https://raw.githubusercontent.com/denilsonsa/prettyping/master/prettyping && chmod +x prettyping && sudo mv prettyping /usr/local/bin/

Pro Tip : Set it as your default ping in ~/.bashrc or ~/.zshrc: alias ping='prettyping --nolegend' (Bypass anytime for raw output using \ping target.com) What are your must-have CLI tool upgrades? Drop your favorite terminal utilities below! @AfroHax

How to Limit CPU & RAM Usage for Any Linux Process Is a heavy backup job or runaway application consuming 99% of your server's resources? Instead of killing the process, you can throttle its CPU and RAM usage. 4 practical ways to control resource hogging in Linux : 1️⃣ Quick CPU Cap : cpulimit Great for temporary throttling of background tasks (e.g., video rendering or database backups). # Limit process PID 3271 to max 30% CPU usage

sudo cpulimit --pid 3271 --limit 30 &

# Launch a new heavy job directly with a 40% CPU limit

sudo cpulimit --limit 40 -e make -- make -j4

2️⃣ Persistent Limits for Services : systemd The best & cleanest method for production services like Nginx or MySQL. # Create a drop-in override for a service

sudo systemctl edit nginx

Add these lines : [Service] CPUQuota=50% MemoryMax=1G Apply the changes :

sudo systemctl daemon-reload sudo systemctl restart nginx

3️⃣ Hard Kernel-Level Limits : cgroups (v2) Enforces hard ceilings directly in the Linux kernel. If memory limit is exceeded, the kernel OOM killer stops it. # Limit memory to 512MB & CPU to 20% of 1 core

echo "536870912" | sudo tee /sys/fs/cgroup/mygroup/memory.max

echo "200000 1000000" | sudo tee /sys/fs/cgroup/mygroup/cpu.max

# Attach process PID 3271 to this group

echo 3271 | sudo tee /sys/fs/cgroup/mygroup/cgroup.procs

4️⃣ Adjust Priority : nice & renice Lower priority doesn't set a hard cap, but tells Linux to give other processes priority when CPU load is high. # Start a process with lower priority (+19 is lowest, -20 is highest)

nice -n 10 ./script.sh

# Change priority of an already running PID

sudo renice 15 -p 3271

💡 Rule of Thumb : * Use systemd for long-term server services. * Use cpulimit for quick, temporary tasks. * Use nice for non-urgent background scripts. @AfroHax

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🪟 Windows : "Minimum 16GB RAM required." 😭 🍎 MacOS : "Only runs on our hardware." 🍎 🐧Linux : "Unsupported? Never heard of it." 💀 @AfroHax