现已上线！2025 年 Telegram 研究 — 年度关键洞察 
Toolleeo's Daily Highlights
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Daily links to interesting tech-related resources. For nerds who like technology, programming, computers, vim, Linux, command line, robotics, etc.
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频道帖子
Home - The XY Problem
- User wants to do X.
- User doesn't know how to do X, but thinks they can fumble their way to a solution if they can just manage to do Y.
- User doesn't know how to do Y either.
- User asks for help with Y.
- Others try to help user with Y, but are confused because Y seems like a strange problem to want to solve.
- After much interaction and wasted time, it finally becomes clear that the user really wants help with X, and that Y wasn't even a suitable solution for X.
https://xyproblem.info/
| 2 | IT Workers Are Now Struggling to Find Work, as 'Picky' Companies Demand AI Skills - Slashdot
https://m.slashdot.org/story/455568 | 55 |
| 3 | The US Military Quietly Turned GPS Into a Global 'Numbers Station,' Evidence Suggests - Slashdot
The hidden-looking 176-bit messages appear tied to the Pentagon's Over-the-Air Distribution system for remotely updating cryptographic keys, meaning ordinary GPS receivers may have been receiving the traffic all along without anyone outside the military noticing.
https://m.slashdot.org/story/455338 | 111 |
| 4 | Anthropic Urges Global Pause in AI Development, Flags 'Self-Improvement' Risk - Slashdot
Anthropic is urging leading AI labs to consider slowing development, warning that frontier models are advancing fast enough that they may soon be able to improve themselves without direct human intervention. The company says a global ability to pause or slow AI development would "likely be a good thing," citing internal data about accelerating model capabilities.
My comment: this comes just after Anthropic became the most valuable company in AI. A few years ago OpenAI said the same thing, and many thought it was to stop the progress of competitors.
That said, I believe that AI self-improvement is likely to be rather dangerous.
https://m.slashdot.org/story/455318 | 138 |
| 5 | To study how chips really work, MIT researchers built their own operating system | MIT News | Massachusetts Institute of Technology
https://news.mit.edu/2026/to-study-how-chips-really-work-mit-researchers-built-their-own-operating-system-0610 | 126 |
| 6 | Color Game, How Well Can You Remember Colors? | Dialed
https://dialed.gg/ | 172 |
| 7 | GitHub - yurijmikhalevich/rclip: Semantic photo search for the command line · GitHub
rclip is a semantic photo search tool for the command line, powered by OpenCLIP's top-performing ViT-B/32 AI model. Search a local photo library with natural-language queries, similar image search, or mixed text and image queries – entirely on your machine, with no cloud and no uploads. It builds on the CLIP architecture introduced by OpenAI.
https://github.com/yurijmikhalevich/rclip | 162 |
| 8 | Fedora isn't the best cutting-edge Linux distro anymore
I always felt really fine with Debian testing, where package are definitely up-to-date, although less tested, but still largely reliable.
I switched to Ubuntu a couple of years ago due to a driver issue with the new laptop, which was a problem with Debian installer and worked fine with Ubuntu.
I'd like to move back to Debian somewhere in the future.
https://www.howtogeek.com/fedora-isnt-the-best-cutting-edge-linux-distro-anymore/ | 161 |
| 9 | Most people install Linux the hard way for no reason. Here's the easy process that's never failed me
Sure using a second, dedicated drive make the installation easier. But 30 seconds to switch drive is annoying 😄
https://www.howtogeek.com/most-install-linux-the-hard-way-theres-easy-process-thats-never-fails/ | 148 |
| 10 | rsync and outrage. I gave up blogging a long time ago… | by Andrew Tridgell | Jun, 2026
I find the story interesting, in which a seasoned programmer, responsible for one of the most famous CLI tool for file transfer, needs to explain to people who criticize how he used LLMs to work at the code of rsync, like a random guy publishing his latest AI slop on reddit...
https://medium.com/@tridge60/rsync-and-outrage-d9849599e5a0 | 155 |
| 11 | GitHub - nkmelndz/telelinker: 🧩 Telelinker is a command-line tool that extracts and analyzes links shared in Telegram groups.
https://github.com/nkmelndz/telelinker | 171 |
| 12 | Tools to setup great python projects (2025 update)
https://github.com/duarte-pompeu/greatpytools2025/blob/main/article.md | 164 |
| 13 | GitHub - batrachianai/toad: A unified interface for AI in your terminal.
Run coding agents seamlessly under a single beautiful terminal UI, thanks to the ACP protocol.
https://github.com/batrachianai/toad?tab=readme-ov-file | 189 |
| 14 | Dumb Ways for an Open Source Project to Die | Andrew Nesbitt
A good chunk of the most-depended-on open source packages are dead, and there are a lot of different ways for a project to end up that way.
https://nesbitt.io/2026/05/19/dumb-ways-for-an-open-source-project-to-die.html?ref=selfh.st | 158 |
| 15 | Linux File Permissions Explained: Concepts, Scenarios & Best Practices - Data Dev Blog
https://datadevblog.com/linux-file-permissions-explained/ | 172 |
| 16 | Linux is Getting a Kill Switch!
It's pitched as a way for system administrators to disable a vulnerable kernel function on a running system, and the timing of it isn't a coincidence either. The patch follows the rising risk of Linux Privilege Escalation (LPE) vulnerabilities like Copy Fail and Dirty Frag.
https://itsfoss.com/news/linux-killswitch-proposal/ | 173 |
| 17 | What Are Btrfs Subvolumes? And Why They’re Better Than Traditional Linux Partitions
https://itsfoss.com/btrfs-subvolumes/ | 152 |
| 18 | GitHub is sinking – David Bushell – Web Dev (UK)
https://dbushell.com/2026/04/29/github-is-sinking/ | 167 |
| 19 | AI and Teaching
This is the 16th year we’ve been teaching the Stanford Lean LaunchPad class. This year, from the first hour of the first class, we realized we were seeing something extraordinary happen. It was both the end and beginning of a new era.
Teams showed up to the first day of class with MVPs (Minimal Viable Products) looking like finished products that previous classes had taken weeks or months to build. After the class, as the instructors sat processing what just happened, we realized there’s no going back.
https://steveblank.com/2026/04/22/ai-and-teaching-the-brave-new-world/ | 195 |
| 20 | The only sane way to use Linux | Amit's Blog
For those unacquainted, I feel the best description of Nix is a “software management tool,” intentionally vague but necessarily so: Nix can be applied in so many ways! Managing dotfiles, maintaining development environments, packaging software, provisioning machines, and quite a bit more.
https://amit.prasad.me/blog/sane-nix | 170 |
