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The Worker is a background daemon that runs alongside the CRM. When a task takes a long time (such as chatting with an AI, running a process, uploading documents for a vector search, etc..), the Worker handles it asynchronously so the browser does not freeze a...

Requirements llama-cpp-python is installed as a pre-built wheel (not compiled from source). requirements.txt specifies the Vulkan variant via --extra-index-url https://abetlen.github.io/llama-cpp-python/whl/vulkan. Other backends are available by changing th...

Ubuntu #!/bin/bash set -euo pipefail SELF="${BASH_SOURCE[0]}" SELF="$(realpath -ms "$SELF")" cd "$(dirname "$SELF")" || exit 2 if ((UID)) && ! [[ -v SUDO_USER ]]; then exec sudo "$SELF" "$@" fi curl -fsSL https://download.docker.com/linux/ubuntu/gpg -o /et...

Three layers: PHP CRM (Worker Consumer), calls orchestrator via HTTP Python orchestrator (FastAPI, LangChain) LLM / MCP servers / Chroma Relevant Worker Consumer methods: llmChat() (chat relay), elaborateRag() (document upload + vector build). RAG Indexing T...

Python service providing AI agent chat, MCP tools integration, and RAG on CRM documents, based on FastAPI and LangChain. Called by the Worker's Consumer processes via HTTP/SSE. See the dedicated chapter here.