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Learn Linux, networking, containers, and Kubernetes by solving hands-on problems 🛠️ A curated collection of over 100 carefully crafted challenges - with interactive checks, clear diagrams, and helpful theoretical references. Like LeetCode but for DevOps labs.iximiuz.com/challenges
Google DeepMind just published the most important AI safety paper of 2026. And almost nobody is talking about it. "Intelligent AI Delegation" - a framework for how AI agents should hand off work to other agents and humans. Why does this matter? AI agents are getting more
We could do with these on the Cape Flats.
China’s Unitree Robotics humanoid robots have the capability to fire assault rifles. Terrifying…
This guy built GPT from scratch in pure C. No PyTorch. No TensorFlow. No libraries. Just raw C code. What he implemented: → Custom random number generator (xorshift) → Character-level tokenizer → Multi-head self-attention → RMS normalization → Softmax from scratch → Full
Harvard made its Senior Engineer roadmap available to the public at no cost. Stop paying for $2,000 bootcamps. Prof. Vijay Janapa Reddi just put the entire ML Systems (CS249r) curriculum on GitHub. If you master these 6 pillars, you're ahead of 99% of the field: 🏛️ Architecture
OpenClaw's success sparked an explosion of alternatives. 6 different implementations. 6 different philosophies. Same core inspiration. Here's the breakdown: 𝗡𝗮𝗻𝗼𝗯𝗼𝘁 (Python) → ~4,000 lines of code (99% smaller than OpenClaw) → Research-ready, clean, readable → MCP
Institutional Money Managers DUMPED 2nd MOST Stocks In HISTORY Last Week! Full 12 Minute Video: youtu.be/e5L0QvOmQ7g
JSON is Dead 🤯 A new format called TOON is going viral for its ability to cut token usage in half without losing data integrity. Clear like YAML, compact like CSV: - 30–60% fewer tokens. - Up to 50% lower costs. 100% Free and Open source.
Computer scientist Judea Pearl: There are mathematical limits to LLMs that cannot be crossed by scaling alone LLMs don't discover world models from raw data; they merely summarize the interpretations humans have already written down "this path is not the way to get AGI"
Found a GOATED read on internals of Postgres percona.com/blog/postgresq…
Building A CPU From Scratch
Built a simple FTP server/client in C Features: - Upload / Download files - Easy commands: ls, get, put, quit Learn how sockets transfer files across a network
United States 트렌드
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