{"repo":"Denis2054/Context-Engineering-for-Multi-Agent-Systems","free":true,"listed":false,"github":"https://github.com/Denis2054/Context-Engineering-for-Multi-Agent-Systems","clone":"git clone https://github.com/Denis2054/Context-Engineering-for-Multi-Agent-Systems.git","description":"Save thousands of lines of code by building universal, domain-agnostic Multi-Agent Systems (MAS) through high-level semantic orchestration. This repository provides a production-ready blueprint for the Agentic Era, allowing you to replace rigid, hard-coded workflows with a dynamic transparent Context Engine that provides 100% transparency.","language":"Jupyter Notebook","stars":278,"topics":["context-engineering","gpt-5-api","multi-agent-systems","pinecone","rag","semantic-analysis","agentic-ai","agentic-rag","deterministic-ai","model-context-protocol"],"license":"MIT","category":"ai-agents","readme_excerpt":"Context Engineering for Multi-Agent Systems Move beyond prompting to build a Context Engine in a transparent architecture of context and reasoning 🎞️▶️ In 21st‑century Agentic AI, Natural‑Language‑Programmed LLMs are the execution agents, and the domain‑agnostic dual‑RAG MAS is the environment they operate in. This repository provides a production-ready blueprint for the Agentic Era, allowing you to replace rigid, hard-coded workflows with a dynamic, transparent , observable , and sovereign Context Engine . By building universal, domain-agnostic Multi-Agent Systems through high-level semantic orchestration, you can save thousands of lines of code while maintaining 100% observability. Copyright 2025-2026, Denis Rothman. Last updated: August 16, 2026 August 16, 2026 — The NVIDIA NIM NEMOTRON DAG Edition of the Context Engine: The NVIDIA NIM NEMOTRON Edition of the Context Engine adds a real-time DAG planner to the context engine:🐬 nim/Universal DAG Engine NIM.ipynb and 🐳☁️ Docker + Railway deployment resources added to the repo. August 14, 2026 — LangChain Edition of the Context Engine: The LangChain Edition of the Context Engine adds a Context Engine layer on a LangChain substrate:🐬 langchain/Universal Context Engine LangChain.ipynb June 3, 2026 — New Gradio Standalone UI: Chapter10/Universal Context Engine Gradio UI.ipynb now contains a deployable Gradio web app — live public URL in Colab, one-command deploy to Hugging Face Spaces. See the Changelog for updates, fixes, an","default_branch":null,"files":null,"tree":[],"storefront":"/r/Denis2054","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/Denis2054/Context-Engineering-for-Multi-Agent-Systems/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."}