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
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
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
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
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
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
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
