From e169bc9e394ce003d02fae1bba291446ab761da7 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?=D0=9C=D0=B0=D1=80=D0=B0=D1=82=20=D0=A4=D0=B0=D0=B7=D1=8B?=
 =?UTF-8?q?=D0=BB=D0=BE=D0=B2?= <maratfazylov19@gmail.com>
Date: Tue, 12 May 2026 19:59:49 +0000
Subject: [PATCH] add README

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 README.md | 21 +++++++++++++++++++++
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 create mode 100644 README.md

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+# Агент с RAG‑памятью
+
+Практическое задание по созданию AI‑агента с локальным RAG‑хранилищем знаний на базе Qdrant и Ollama.
+
+## Стек
+- Python 3.10+
+- Qdrant
+- Ollama (`llama3`, `nomic-embed-text`)
+- LangChain
+
+## Структура проекта
+```
+├── README.md
+├── requirements.txt
+├── qdrant_client.py
+├── rag_tools.py
+├── agent.py
+├── init_loader.py
+├── cli.py
+└── tests/
+```