⚡️ A New Wave of #AI: WaveForms Aims to Revolutionize Voice Interaction

https://undercodenews.com/a-new-wave-of-ai-waveforms-aims-to-revolutionize-voice-interaction/

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⚡️ Anthropic's New Claude: A Step Towards Autonomous #AI

https://undercodenews.com/anthropics-new-claude-a-step-towards-autonomous-ai/

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#AI's Voice: #OpenAI's Advanced Voice Mode and the Future of #AI Interaction

https://undercodenews.com/ais-voice-openais-advanced-voice-mode-and-the-future-of-ai-interaction/

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🛡️ #OpenAI Bolsters Security with Former NSA Chief

https://undercodenews.com/openai-bolsters-security-with-former-nsa-chief/

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▁ ▂ ▄ U𝕟𝔻Ⓔ𝐫Ć𝔬𝓓ⓔ ▄ ▂ ▁

🦑 Hack GraphRAG implementation:

Nano-GraphRAG is a lightweight, efficient, and portable implementation of GraphRAG. It's designed to be more user-friendly and hackable than the official version while retaining the core features.

Key Features
- Small yet powerful: ~1100 lines of core code (excluding tests/prompts).
- Highly portable: Supports integrations with Faiss, Neo4j, Ollama, etc.
- Asynchronous and fully typed: Suitable for modern Python workflows.
- Flexible backends:
- LLM: OpenAI, Amazon Bedrock, Ollama, others.
- Vector DB: Built-in nano-vectordb, HNSWlib, Milvus-lite, Faiss.
- Graph Storage: NetworkX (default), Neo4j (optional).
- Incremental and batch data handling: Easy to scale as data grows.



Installation
From Source (Recommended)

 Clone the repository
git clone https://github.com/gusye1234/nano-graphrag.git
cd nano-graphrag
pip install -e .

From PyPI

pip install nano-graphrag

Quick Start
1. Set up API Keys:
- OpenAI API:

     export OPENAI_API_KEY="sk-..."
     

- For Azure OpenAI or Amazon Bedrock, refer to .env.example.

2. Download a sample text:

   curl https://raw.githubusercontent.com/gusye1234/nano-graphrag/main/tests/mock_data.txt > ./book.txt
   

3. Basic Usage:

   from nano_graphrag import GraphRAG, QueryParam

    Initialize GraphRAG
   graph_func = GraphRAG(working_dir="./dickens")

    Insert text data
   with open("./book.txt") as f:
       graph_func.insert(f.read())

    Perform a global search
   print(graph_func.query("What are the top themes in this story?"))

    Perform a local search for scalability
   print(graph_func.query("What are the top themes in this story?", param=QueryParam(mode="local")))
   

4. Reuse Stored Contexts:
- Reinitialize with the same working_dir to reload previous contexts.



Advanced Features
- Batch Insert:

  graph_func.insert(["TEXT1", "TEXT2", ...])
  

- Incremental Insert:

  graph_func.insert("New text to add")
  

- Async Support:

  await graph_func.ainsert("Async text")
  await graph_func.aquery("What is this text about?")
  

- Customizable Parameters:
- Use help(GraphRAG) and help(QueryParam) to explore.



Components and Extensibility
Built-in Components:
- LLM: OpenAI, Amazon Bedrock.
- Vector DB: Nano-vectordb, HNSWlib.
- Graph Storage: NetworkX, Neo4j.

Example Extensions:
- Embedding: Sentence-transformers, custom embeddings.
- Visualization: GraphML-based visualizations.
- Chunking: Token-based or custom splitters.



Benchmarking and Contributions
- Benchmarks for performance comparisons are available under examples/benchmarks.
- Contributions for new components and features are welcomed!

Nano-GraphRAG is ideal for developers seeking a nimble and efficient RAG solution, especially for those who want the flexibility to experiment or build on top of it.

▁ ▂ ▄ U𝕟𝔻Ⓔ𝐫Ć𝔬𝓓ⓔ ▄ ▂ ▁

🚨 A Critical Vulnerability in #Windows Common Log File System Driver

https://undercodenews.com/a-critical-vulnerability-in-windows-common-log-file-system-driver/

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⚡️ #Windows 11 Build 261002605: A Closer Look at the Latest Patch Tuesday #Update

https://undercodenews.com/windows-11-build-261002605-a-closer-look-at-the-latest-patch-tuesday-update/

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⚡️ #Windows 11's Final 2024 Security #Update: A Closer Look

https://undercodenews.com/windows-11s-final-2024-security-update-a-closer-look/

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⚡️ #Microsoft Releases Final #Windows 10 Security #Update for 2024

https://undercodenews.com/microsoft-releases-final-windows-10-security-update-for-2024/

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🛡️ #Microsoft Purview: Your Comprehensive Data Protection and Governance Solution

https://undercodenews.com/microsoft-purview-your-comprehensive-data-protection-and-governance-solution/

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#NASA's Lucy Spacecraft Prepares for a Gravity Assist

https://undercodenews.com/nasas-lucy-spacecraft-prepares-for-a-gravity-assist/

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🔋 #Samsung's The Frame: Art Mode Meets QLED Excellence

https://undercodenews.com/samsungs-the-frame-art-mode-meets-qled-excellence/

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⚡️ Informative #Samsung's Tough New Phone: #Galaxy Xcover 8 Pro Battery Details Revealed

https://undercodenews.com/informative-samsungs-tough-new-phone-galaxy-xcover-8-pro-battery-details-revealed/

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▁ ▂ ▄ U𝕟𝔻Ⓔ𝐫Ć𝔬𝓓ⓔ ▄ ▂ ▁

🦑Google Dork : intext:"siemens" & inurl:"/portal/portal.mwsl"

locate Siemens S7 PLC (Programmable Logic Controller) web interfaces through publicly accessible search

This Google dork, intext:"siemens" & inurl:"/portal/portal.mwsl", reveals
the web interfaces of Siemens S7 series PLC controllers. These interfaces
provide access to critical control and monitoring functions of industrial
systems. Unauthorized access can lead to significant operational
disruptions and security risks in industrial environments.

Proof Of Concept (PoC):
Steps to Reproduce:
1.Open Google Search.
2.Enter the dork query: intext:"siemens" & inurl:"/portal/portal.mwsl".
3.Review the search results to find URLs of Siemens S7 PLC web interfaces.
4. Click on a search result to access the web interface of the PLC.
5.Attempt to log in using default or commonly known credentials (if login
is required).

▁ ▂ ▄ U𝕟𝔻Ⓔ𝐫Ć𝔬𝓓ⓔ ▄ ▂ ▁

🛡️ #Tesla's Self-Driving Taxi Might Get a Remote Control Safety Net

https://undercodenews.com/teslas-self-driving-taxi-might-get-a-remote-control-safety-net/

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🚨 Patch Your WPForms Now: Millions of Sites Vulnerable to Payment Fraud (#CVE-2024-11205)

https://undercodenews.com/patch-your-wpforms-now-millions-of-sites-vulnerable-to-payment-fraud-cve-2024-11205/

@Undercode_News

🦑CSP Bypass Search:

https://cspbypass.com/

▁ ▂ ▄ U𝕟𝔻Ⓔ𝐫Ć𝔬𝓓ⓔ ▄ ▂ ▁

🚀 Support & Share: t.me/undercodecommunity

This is the hub for developers and tech enthusiasts:
💻 Topics We Cover:

🔐 CVE News & Databases
📰 Hacker & Tech News
🛡 Cybersecurity, Hacking, and Secret Methods
🌟 Our Mission:
Share your knowledge, collaborate, and grow together in a community designed for innovation and learning.

🔗 Join now: Let's build the future together!

@UndercodeCommunity
▁ ▂ ▄ U𝕟𝔻Ⓔ𝐫Ć𝔬𝓓ⓔ ▄ ▂ ▁

⚠️ #Alphabet's CapitalG Invests in Insider Risk Firm Dtex Systems

https://undercodenews.com/alphabets-capitalg-invests-in-insider-risk-firm-dtex-systems/

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🛡️ Fortifying the Telecom Fortress: Wyden's Proposal to Bolster Cybersecurity

https://undercodenews.com/fortifying-the-telecom-fortress-wydens-proposal-to-bolster-cybersecurity/

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