Incorrect Notebook Paths in README — Missing `part1/` Directory Prefix

[Samruddhi-jadh]

📄 Issue Description

The README file currently contains incorrect paths for multiple notebooks listed under the “Libraries and Corresponding Notebooks” section.

All the notebook links are missing the part1/ directory prefix, causing them to return 404 – Page Not Found errors when accessed directly from the README.

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❌ Current (Broken) Notebook Paths

Library/Approach	Notebook	Description
Information Retrieval	information_retrieval/zero_to_hero_with_genai_with_mongodb_openai.ipynb	Zero to hero guide using MongoDB and OpenAI for generative AI applications
LangMem	langmem/memory_augmented_agent_with_mongodb.ipynb	Memory-augmented agent implementation using MongoDB
Mem0	mem0/memory_augmented_agent_with_mem0_mongodb.ipynb	Memory-augmented agent using Mem0 library with MongoDB
Memory Bank	memory_bank/memory_augmented_agent_with_local_memory.ipynb	Memory-augmented agent with local memory implementation
MemoRizz	memorizz/memagent_single_agent.ipynb	Single agent memory implementation with MemoRizz framework

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✅ Corrected Notebook Paths (with part1/ Prefix)

Library/Approach	Notebook	Description
Information Retrieval	part1/information_retrieval/zero_to_hero_with_genai_with_mongodb_openai.ipynb	Zero to hero guide using MongoDB and OpenAI for generative AI applications
LangMem	part1/langmem/memory_augmented_agent_with_mongodb.ipynb	Memory-augmented agent implementation using MongoDB
Mem0	part1/mem0/memory_augmented_agent_with_mem0_mongodb.ipynb	Memory-augmented agent using Mem0 library with MongoDB
Memory Bank	part1/memory_bank/memory_augmented_agent_with_local_memory.ipynb	Memory-augmented agent with local memory implementation
MemoRizz	part1/memorizz/memagent_single_agent.ipynb	Single agent memory implementation with MemoRizz framework

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🧠 Example of the 404 Error

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📂 Example of Actual File Path

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🛠 Suggested Fix

Update all notebook links in the README to include the missing part1/ directory prefix to ensure that all notebook links are valid and accessible.

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✅ Impact

• Fixes all broken notebook links in the README
• Improves accessibility and learner experience for the O’Reilly AI Memory Management in Agentic Systems course
• Maintains consistency with the current repo folder structure

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[Samruddhi-jadh]

Thank you for this excellent course repository!
I noticed that the README notebook links are missing the part1/ prefix, which leads to 404 errors. So I raised this issue to help ensure learners can easily access all notebooks without broken links.
I’d be happy to fix this by updating the README links — please let me know if I can be assigned or if it’s okay for me to open a PR to address it.