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Our Cognitive workfow: The only irreproducible outside technology is the actual language model, and while we explore many, we've foucused our development on the Llama 3.1 Models Instruct by [https://www.llama.com/ Meta] ([https://huggingface.co/lmstudio-community/Meta-Llama-3.1-8B-Instruct-GGUF Git]). We run the base weights in the Ollama Platform ([https://github.com/ollama/ollama Git], [https://ollama.com/ Website]), Using inexpensive GPUs to run multiple "Agents". To interact and deploy multiple agents we use "LM Studio" ([https://lmstudio.ai/ Website]) We expand the Agent's cognitive capabilities by contextualing information in the form of text using Retrieval-Augmented Generation "RAG". ([https://github.blog/ai-and-ml/generative-ai/what-is-retrieval-augmented-generation-and-what-does-it-do-for-generative-ai/ Reference]) and documents and expand the [https://python.langchain.com/docs/integrations/llms/ollama LangChain] and [https://github.com/crewAIInc/crewAI crewAI] libraries
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