#python#agentic_ai#agents#memory
Hindsight is a top agent memory system that helps AI agents learn over time by storing facts, experiences, and mental models like human memory, beating rivals on LongMemEval benchmarks with 91.4% accuracy. Add it easily with 2 lines of code via Python or Node.js clients, using simple retain, recall, and reflect operations for Docker or embedded setups. You benefit by building smarter, consistent agents that reduce errors, cut hallucinations, handle long-term tasks, and personalize chats—saving time and boosting performance in production.
https://github.com/vectorize-io/hindsight
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.