{"repo":"NucleoidAI/Nucleoid","free":true,"listed":false,"github":"https://github.com/NucleoidAI/Nucleoid","clone":"git clone https://github.com/NucleoidAI/Nucleoid.git","description":"Logic Language for LLMs 🌱🐋 Build World Models 🌍","language":"Rust","stars":767,"topics":["neuro-symbolic-ai","neuro-symbolic","reasoning","semantic-reasoning","reasoning-engine","semantic-reasoner","logic","logic-programming","expert-system","knowledge-base"],"license":"Apache-2.0","category":"productivity","readme_excerpt":"Nucleoid Logic Language for LLMs 🌱🐋 Build World Models 🌍 💭 Hallucinations are a major challenge in LLM reasoning because natural language is unstructured. By nature, LLMs are pattern engines that reason more effectively over structured entities and relationships, enabling more reliable, near-deterministic results. ⚡ Nucleoid is designed with a minimally tokenized syntax for logic representation and a declarative execution model, eliminating the need for LLMs to manually manage control flow, state propagation, and other imperative constructs. In addition, Nucleoid is a next-generation logic programming language built on structured objects and their relationships, extending the traditional Knowledge Graph. 🌍 This is Neuro-Symbolic AI in practice, and what the two halves build together is a World Model . The LLM reads the unstructured world and proposes what is true, and the runtime holds it as an explicit model of entities, relationships and the rules that govern them, then keeps that model consistent as it grows. - Near-Deterministic: Structured, reliable reasoning. - Logic Graph: Executable knowledge graph. - Minimum-Token Syntax: Token-efficient declarative syntax. Nucleoid Runtime 🦀 Rust-based ⚡ LLM-based Programming Language Runtime: Implements the language specification by executing declarative statements. Fine-Tuned LLM: Fine-tuned on synthesized datasets derived from the language specification. this repo huggingface.co/nucleoid Hello World :zap: Socrates is mortal","default_branch":null,"files":null,"tree":[],"storefront":"/r/NucleoidAI","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/NucleoidAI/Nucleoid/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}