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Diagram representing an example graph about the author Chinua Achebe, expressed in Onya

Diagram representing an example graph about the author Chinua Achebe, expressed in Onya

New Onya release, 0.2.0. Includes Mermaid and graphviz output. Onya is a #KnowledgeGraph format and toolkit with a literate bent for the #LLM world, based on my long-standing Versa work.
#Python #LLMstack #GenAI
github.com/OoriData/Onya

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GitHub - OoriData/Onya: Knowledge graph expression, serialization, and Python implementation Knowledge graph expression, serialization, and Python implementation - OoriData/Onya

Onya: an open source #KnowledgeGraph system with a literate bent for the #LLM world, based on my Versa work. In all my experience with #LLMOps, it benefits greatly from a more literate approach to supporting tech, hence Word Loom, Amara & Onya.
github.com/OoriData/Onya/
#Python #LLMstack #GenAI

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GitHub - OoriData/Amara: General-purpose web data processing library. URI/IRI handling, MicroXML, MicroXPath & HTML5. General-purpose web data processing library. URI/IRI handling, MicroXML, MicroXPath & HTML5. - OoriData/Amara

Next up in this interlocking series of updates for my #FLOSS data processing & #GenAI workflow projects: Amara. Around since the mid 2000s in various iterations, it's been re-consolidated & updated. URL/URI/IRI, #XML, #XPath etc.
github.com/OoriData/Amara
pypi.org/project/Amara/
#Python #LLMstack

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LangChain feels like overkill until it’s not.
The second you want your AI to talk to files, remember things, or make decisions based on user input, you’re going to wish you started learning it last week.
#langchain #llmstack #openai

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Cognee isn't just embedding chunks.
It creates connections + indexes + meaning.
Perfect for RAG setups with custom DBs.
Feels like bridging data and cognition.

#Cognee #RAG #LLMStack
#LLmZoomcamp

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Claude helps you reason.
GPT-4o helps you write.
Gemini simplifies.

But only Kynismos lets them work together — privately — for you.

🧠 One chat. Infinite power.

www.kynismos.ai

#MultiAI #BoundlessPotential #LLMstack #aitips

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2/ The model is just the engine. The real value comes from what wraps around it: context management, workflows, memory, tool integration, and intuitive UX. That’s where the difference is made.
#AIInfrastructure #ProductDesign #LLMStack

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