#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
https://pypi.python.org/pypi/oauthlib
A generic, spec-compliant, thorough implementation of the #OAuth request-signing logic for python
OAuth often seems complicated and difficult-to-implement. There are several prominent libraries for handling OAuth requests, but they all suffer from one or both of the following:
They predate the OAuth 1.0 spec, AKA RFC 5849.
They predate the OAuth 2.0 spec, AKA RFC 6749.
They assume the usage of a specific HTTP request library.
OAuthLib is a generic utility which implements the logic of OAuth without assuming a specific HTTP request object or web framework. Use it to graft OAuth client support onto your favorite HTTP library, or provide support onto your favourite web framework. If you’re a maintainer of such a library, write a thin veneer on top of OAuthLib and get OAuth support for very little effort.
https://aaronparecki.com/2012/07/29/2/oauth2-simplified#others
OAuth 2 Simplified
Sun, Jul 29, 2012 9:30am -07:00
Many services such as #Facebook, #Github, and #Google have already deployed OAuth 2 servers, and deployed implementations win.
The #OAuth 2 spec itself leaves many decisions up to the implementor. Instead of describing all possible decisions that need to be made to successfully implement OAuth 2, this post makes decisions that are appropriate for most implementations.
This post is an attempt to describe OAuth 2 in a simplified format to help developers and service providers implement the protocol.