#python#brain_inspired_ai#deep_learning#large_language_models#reasoning
The Hierarchical Reasoning Model (HRM) is a new type of AI that reasons more like a human brain, using a fast part for quick details and a slow part for big-picture planning. It solves hard logic tasks like Sudoku, mazes, and IQ-style puzzles very well, even though it is tiny (only 27 million parameters) and learns from very little data (just 1,000 examples). Unlike most large language models, it does not need long chains of written reasoning steps or huge amounts of training, which makes it much faster, cheaper, and more efficient. For the user, this means powerful reasoning in a small, fast system that can run on ordinary hardware and still beat much larger models on tough problems.
https://github.com/sapientinc/HRM
📰 Nginx 1.31 Released with HTTP Forward Proxy Support
Nginx 1.31 introduces HTTP forward proxy support and addresses security vulnerabilities in HTTP/2, HTTP/3, OCSP, and core modules.
🔗 Source: https://linuxiac.com/nginx-1-31-released-with-http-forward-proxy-support/
#nginx
📰 Kubernetes sets a new standard for release notes, also kills Ingress NGINX
Release team explains links between Version 1.36 and classic print The Great Wave off Kanagawa Kubernetes issued a new release called “Haru” on Wednesday, and the release notes and logo might be more interesting than the software.…
🔗 Source: https://go.theregister.com/feed/www.theregister.com/2026/04/23/kubernetes_1_36_haru/
#nginx
📰 I don't use Tailscale or Nginx to access my home lab remotely, here's what I use instead
One of the most useful services to any home labber is a VPN, so that you can access your home network from anywhere and browse as if you're at home. That not only lets you use any self-hosted services you have on your NAS without having to open ports to the wider internet, but it also circumvents any geo-blocked services and nicely encrypts your data, so nobody can snoop in.
🔗 Source: https://www.xda-developers.com/i-dont-use-tailscale-or-nginx-to-access-my-home-lab-remotely-heres-what-i-use-instead/
#nginx
📰 Nginx 1.30 Released With Multipath TCP, ECH & More
Nginx 1.30 was just released as the newest stable version of this popular web server. Nginx 1.30 incorporates all of the changes from the Nginx 1.29.x mainline branch to provide a lot of new functionality like Multipath TCP (MPTCP)...
🔗 Source: https://www.phoronix.com/news/Nginx-1.30-Released
#nginx
📰 Nginx 1.29.7 Delivers Multipath TCP Support
Released this week was Nginx 1.29.7 as the newest mainline version of this HTTP(S) web server. Releasing alongside Nginx 1.28.3 stable, it fixed buffer overflow vulnerabilities and some other vulnerabilities. Making Nginx 1.29.7 more exciting though is that it landed Multipath TCP support...
🔗 Source: https://www.phoronix.com/news/Nginx-1.29.7-Multipath-TCP
#nginx
http://blog.povilasb.com/posts/python-asyncio-vs-nginx-performance/
While I was playing with Python #asyncio I got interested in how well it performs serving data over TLS compared to #Nginx. So I implemented a small HTTPS server with asyncio:
👩💻 Nginx Path Configuration Pitfalls.
• Nginx — это веб-сервер, на котором работает треть всех сайтов в мире. Но если забыть или проигнорировать некоторые ошибки в настройках, можно стать отличной мишенью для атакующих. Благодаря этому материалу, можно понять какие ошибки в конфигурациях встречаются чаще всего и как их исправить.
Attacks:
• Nginx Configuration Vulnerability;
• Exploiting Trailing Slash Misconfiguration;
• Exploiting Parent Directory Access;
• Impact Without Trailing Slash on Alias;
• Combined Impact.
Defend Against Attacks:
• Update Nginx;
• Configuration Check;
• Use Configuration Management;
• Security Headers;
• Access Control;
• Directory Listing;
• Alias Traversal Protection;
• HTTP to HTTPS Redirect;
• SSL Configuration;
• Rate Limiting;
• Connection Limits;
• Custom Error Pages;
• Gzip Compression;
• Client-Side Caching;
• HTTP2 Protocol;
• Secure File Permissions;
• Web Application Firewall (WAF);
• Monitoring and Logging;
• SSH Hardening;
• Firewall Configuration;
• Two-Factor Authentication;
• Regular Backups;
• Deny Hidden Files;
• IP Whitelisting;
• Disable Unused Modules;
• Use Trailing Slash in Alias Directives;
• Regular Expression Matching;
• Implement Strict Location Paths.
#Nginx#devsecops