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Zig for network daemons: MTProto and AI experience

https://sudonull.com/zig-for-network-daemons-mtproto-and-ai-experience

Zig analysis in real projects: zero-allocation proxy, vtable for AI, comptime TLS. Comparison with C/Rust, allocation-free architecture. For middle/senior dev.

FLUX.2-dev GGUF Q4_K_M: 29 GB VRAM on Apple Silicon

https://sudonull.com/flux-2-dev-gguf-q4-k-m-29-gb-vram-on-apple-silicon

Breakdown of 29 GB VRAM consumption by FLUX.2-dev GGUF model on M3 Pro. MPS-overhead, dequantization, optimizations reduce peak by 1.5 GB. Instructions for developers.

Paperclip: AI agents as dev-team

https://sudonull.com/paperclip-ai-agents-as-dev-team

Breakdown of the Paperclip framework for orchestrating LLM agents. Experiment with a real task: why the AI team consumed 79k tokens without code. Architecture, mechanisms, lessons for developers. Learn how to set it up.

Claude Cowork: automation of 10 dev tasks

https://sudonull.com/claude-cowork-automation-of-10-dev-tasks

Learn how Claude Cowork automates briefings, proposals, tickets and reports for developers. Save hours on routine with persistent context. Set up your workflow.

From other projects

Aave DAO Funding Plan: $25M Approved for DeFi Growth

https://ymaho.com/aave-dao-funding-plan-25m-approved-for-defi-growth

Aave DAO just approved major funding for its dev team. Learn what this means for decentralization, DeFi users, and the future of crypto governance.

From the web

What is /Dev/Null in Linux? - GeeksforGeeks

https://www.geeksforgeeks.org/linux-unix/what-is-dev-null-in-linux/

Jul 31, 2023 · In this article we discussed `/dev/null' in Linux is a virtual black hole where data disappears when written to it. It is …

Understanding `/dev/null` in Linux - linuxvox.com

https://linuxvox.com/blog/dev-null-in-linux/

Jan 16, 2026 · Understanding `/dev/null` in Linux In the vast landscape of Linux, /dev/null is a unique and incredibly useful device file. …

What is </dev/null in bash? - Stack Overflow

https://stackoverflow.com/questions/19955260/what-is-dev-null-in-bash

< /dev/null is used to instantly send EOF to the program, so that it doesn't wait for input (/dev/null, the null device, is a special file that …

command line - What does 2>/dev/null mean? - Ask Ubuntu

https://askubuntu.com/questions/350208/what-does-2-dev-null-mean

Sep 26, 2013 · I would like a brief explanation of the following command line: grep -i 'abc' content 2&gt;/dev/null

What is /dev/null in Linux?

https://linuxhandbook.com/dev-null/

Oct 19, 2023 · What is /dev/null in Linux? If you have been using Linux user for a while, you must have come across the term …

What Does 2>/dev/null Mean in Linux? - kodekloud.com

https://kodekloud.com/blog/what-does-2-dev-null-mean/

Aug 14, 2026 · So 2>/dev/null reads, left to right: take standard error, redirect it, destination /dev/null. The results still arrive on your …

Mastering `/dev/null` in Linux: An In-Depth Guide - linuxvox.com

https://linuxvox.com/blog/linux-dev-nul/

Sep 7, 2026 · Mastering `/dev/null` in Linux: An In-Depth Guide In the vast ecosystem of Linux, /dev/null is a special device file that …

What does "/dev/null" mean at the end of shell commands

https://stackoverflow.com/questions/13408619/what-does-dev-null-mean-at-the-end-of-shell-commands

what does 2> mean? what does /dev/null mean? I read somewhere that result of command will be write to file /dev/null instead of …

Shell Scripting - /dev/null - GeeksforGeeks

https://www.geeksforgeeks.org/linux-unix/shell-scripting-dev-null/

Aug 2, 2022 · As seen in the above output, /dev/null has a file type of ' c' which means a special file known as a character device file. …

/dev/null: Discarding Output in Linux

https://learn.programmingline.com/learn/linux/linux-dev-null

Aug 4, 2026 · Learn how /dev/null works under the hood, how to redirect stdout and stderr to it, common ordering mistakes, and best …

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