ruvnet

Design of a Self-Improving Gödel Agent with CrewAI and LangGraph

Introduction:
The Gödel Agent is a theoretical AI that can recursively self-improve, inspired by the Gödel Machine concept ([cs/0309048] Goedel Machines: Self-Referential Universal Problem Solvers Making Provably Optimal Self-Improvements). Our design combines the CrewAI framework (for orchestrating multiple role-based AI agents) with LangGraph (for structured reasoning workflows) to create a provably self-enhancing agent. The agent leverages Generalized Policy Optimization (GSPO) and other reinforcement learning techniques (PPO, A3C, etc.) for policy improvement, while employing formal verification (using tools like Coq, Lean, or Z3) to ensure each self-modification is correct and beneficial. The architecture is modular and state-of-the-art, emphasizing configurability, verifiability, and c

flipeador

Asynchrony - Concurrency - Simultaneity

🔄 Synchrony

Synchrony implies that the execution of multiple tasks occurs sequentially one after the other. Tasks are like steps that are executed in order, each operation blocks the others until completion.

Task #1   ├───────────┤............................
Task #2   .............├────────────┤..............

bitsnaps

Bootstrap v5 Cheat Sheet:

This cheat sheet provides a comprehensive overview of the Bootstrap v5 CSS framework, including its layout system, typography, colors, components, utilities, JavaScript plugins, customization options, accessibility considerations, responsive utilities, and RTL support.

It also demonstrates with some code usage examples how to use various features in your HTML and CSS code.

1. Layout

• Container: .container, .container-fluid, .container-{breakpoint}
• Grid system: .row, .col, .col-{breakpoint}-{size}
• Responsive breakpoints: sm, md, lg, xl, xxl

en0ndev

How to Remove "Open in Visual Studio" in the Context Menu

Also you can watch the video.
https://www.youtube.com/watch?v=8S7s-p_enSY

---

STEP 1

• Press Win+S keys, and search regedit then open Regedit (Registry Editor).

STEP 2

mrkwatz

As far as I am aware the time has come and as of Firefox 72 XUL has been stripped from firefox and so the method used to inject this scrollbar theme is no longer supported -- reference the following for future scroll themes:

Mozilla is currently working to phase out the APIs used to make this theme work. I will try to maintain each version until that time but eventually there will be no workaround. When that time comes there is a new, but more limited api for applying simple themes to scrollbars. In nightly I am currently using the following userContent.css

:root{
	scrollbar-width: thin;
	scrollbar-color: rgb(82, 82, 82) rgb(31, 31, 31);
}

willurd

Each of these commands will run an ad hoc http static server in your current (or specified) directory, available at http://localhost:8000. Use this power wisely.

Discussion on reddit.

Python 2.x

$ python -m SimpleHTTPServer 8000