Cognee: Under the Hood
📰 Medium · Python
Learn how Cognee works under the hood and its applications in AI and software engineering
Action Steps
- Read the Cognee documentation to understand its core components
- Explore the Cognee codebase to see how it implements AI and software engineering concepts
- Use Python to build a simple project using Cognee and its APIs
- Analyze the performance of Cognee in different scenarios and applications
- Compare Cognee with other similar technologies and frameworks
Who Needs to Know This
Developers and AI engineers can benefit from understanding Cognee's architecture and its potential use cases in their projects
Key Insight
💡 Cognee is an open-source technology that combines AI and software engineering concepts to provide a powerful tool for developers
Share This
🤖 Explore Cognee under the hood and discover its potential in AI and software engineering! #AI #SoftwareEngineering
Key Takeaways
Learn how Cognee works under the hood and its applications in AI and software engineering
Full Article
Title: Cognee: Under the Hood
URL Source: https://medium.com/@realsarthakkumar/cognee-under-the-hood-9ba0c01d4c2e?source=rss------python-5
Published Time: 2026-07-04T17:17:29Z
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1. [The document that started this](https://medium.com/?source=post_page-----9ba0c01d4c2e---------------------------------------#7793 "The document that started this")
2. [add() does almost nothing](https://medium.com/?source=post_page-----9ba0c01d4c2e---------------------------------------#7718 "add() does almost nothing")
3. [Three databases, one write, and a question](https://medium.com/?source=post_page-----9ba0c01d4c2e---------------------------------------#4f39 "Three databases, one write, and a question")
4. [The class that wouldn’t stop appearing](https://medium.com/?source=post_page-----9ba0c01d4c2e---------------------------------------#dd11 "The class that wouldn’t stop appearing")
5. [Watching the paper become a graph](https://medium.com/?source=post_page-----9ba0c01d4c2e---------------------------------------#01b3 "Watching the paper become a graph")
6. [The graph I thought was decoration](https://medium.com/?source=post_page-----9ba0c01d4c2e---------------------------------------#409a "The graph I thought was decoration")
7. [Chasing my own question through recall()](https://medium.com/?source=post_page-----9ba0c01d4c2e---------------------------------------#6f82 "Chasing my own question through recall()")
8. [The graph that grades its own edges](https://medium.com/?source=post_page-----9ba0c01d4c2e---------------------------------------#7a34 "The graph that grades its own edges")
9. [What actually costs money](https://medium.com/?source=post_page-----9ba0c01d4c2e---------------------------------------#0007 "What actually costs money")
10. [The mental model I left with](https://medium.com/?source=post_page-----9ba0c01d4c2e---------------------------------------#808c "The mental model I left with")
LLM
Open Source
Software Engineering
Python
AI
# Cognee: Under the Hood
[](https://medium.com/@realsarthakkumar?source=post_page---byline--9ba0c01d4c2e---------------------------------------)
[Realsarthakkumar](https://medium.com/@realsarthakkumar?source=post_page---byline--9ba0c01d4c2e---------------------------------------)
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8 min read
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4 days ago
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URL Source: https://medium.com/@realsarthakkumar/cognee-under-the-hood-9ba0c01d4c2e?source=rss------python-5
Published Time: 2026-07-04T17:17:29Z
Markdown Content:
[Sitemap](https://medium.com/sitemap/sitemap.xml)
[Open in app](https://play.google.com/store/apps/details?id=com.medium.reader&referrer=utm_source%3DmobileNavBar&source=post_page---top_nav_layout_nav-----------------------------------------)
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Get app
[Write](https://medium.com/m/signin?operation=register&redirect=https%3A%2F%2Fmedium.com%2Fnew-story&source=---top_nav_layout_nav-----------------------new_post_topnav------------------)
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1. [The document that started this](https://medium.com/?source=post_page-----9ba0c01d4c2e---------------------------------------#7793 "The document that started this")
2. [add() does almost nothing](https://medium.com/?source=post_page-----9ba0c01d4c2e---------------------------------------#7718 "add() does almost nothing")
3. [Three databases, one write, and a question](https://medium.com/?source=post_page-----9ba0c01d4c2e---------------------------------------#4f39 "Three databases, one write, and a question")
4. [The class that wouldn’t stop appearing](https://medium.com/?source=post_page-----9ba0c01d4c2e---------------------------------------#dd11 "The class that wouldn’t stop appearing")
5. [Watching the paper become a graph](https://medium.com/?source=post_page-----9ba0c01d4c2e---------------------------------------#01b3 "Watching the paper become a graph")
6. [The graph I thought was decoration](https://medium.com/?source=post_page-----9ba0c01d4c2e---------------------------------------#409a "The graph I thought was decoration")
7. [Chasing my own question through recall()](https://medium.com/?source=post_page-----9ba0c01d4c2e---------------------------------------#6f82 "Chasing my own question through recall()")
8. [The graph that grades its own edges](https://medium.com/?source=post_page-----9ba0c01d4c2e---------------------------------------#7a34 "The graph that grades its own edges")
9. [What actually costs money](https://medium.com/?source=post_page-----9ba0c01d4c2e---------------------------------------#0007 "What actually costs money")
10. [The mental model I left with](https://medium.com/?source=post_page-----9ba0c01d4c2e---------------------------------------#808c "The mental model I left with")
LLM
Open Source
Software Engineering
Python
AI
# Cognee: Under the Hood
[](https://medium.com/@realsarthakkumar?source=post_page---byline--9ba0c01d4c2e---------------------------------------)
[Realsarthakkumar](https://medium.com/@realsarthakkumar?source=post_page---byline--9ba0c01d4c2e---------------------------------------)
Follow
8 min read
·
4 days ago
[](https://medium.com/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fvote%2Fp%2F9ba0c01d4c2e&operation=register&redirect=https%3A%2F%2Fmedium.com%2F%40realsarthakkumar%2Fcognee-under-the-hood-9ba0c01d4c2e&user=Realsarthakkumar&userId=b0c428611e02&source=---header_actions--9ba0c01d4c2e---------------------cla
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