3 posts tagged with "python"

Build a ChatGPT-style loop with retain(), recall(), and reflect(). No vector DB, no embedding pipeline, no custom RAG.

atulya-litellm intercepts LiteLLM completions: recall before the call, retain after. Works across OpenAI, Anthropic, Groq, Azure, Bedrock, Vertex, and 100+ providers with one bank.

CrewAI's built-in memory works inside one kickoff(). When the process exits, context is gone. atulya-crewai implements CrewAI's Storage interface on top of Atulya banks so knowledge compounds across runs.