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2026-04-28 18:52:06 -05:00

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# 🎙️ Project Summary: Self-Hosted High-Performance AI Assistant
### 🎯 The Ultimate Goal
To build a fully local, privacy-focused smart speaker/home automation engine that uses high-end hardware to achieve near-instantaneous response times (low latency) without relying on cloud-based processing.
### 🏗️ The Software Pipeline (The "Stack")
1. **Wake Word Detection:** Porcupine/Picovoice (Running on CPU, acting as the gatekeeper).
2. **ASR (Speech-to-Text):** `faster-whisper` (Running on **RTX 3080 Ti via CUDA** for high-speed transcription).
3. **NLU (The Brain):** Local LLM via **O/llama** (e.g., Llama 3 or Mistral) to parse intent from text into JSON commands.
4. **Execution Layer:** **Home Assistant** (Receiving JSON webhooks to trigger physical smart home devices).
### 🖥️ The Hardware & Infrastructure
* **Host Hypervisor:** Proxmox VE.
* **Physical Resources:** 32GB System RAM, NVIDIA RTX 3080 Ti (12GB VRAM), Intel CPU with VT-d enabled.
* **The "Brain" VM Configuration:**
* **OS:** Ubuntu 24.04 LTS (Regular version).
* **CPU:** 1 Socket, 4 Cores, **Type: Host** (Crucial for AI instructions).
* **Memory:** 16GB RAM, **KSM and Ballooning disabled** (To ensure stability and prevent latency jitter).
* **Storage:** VirtIO SCSI Single controller using `io_uring` for high-performance asynchronous I/O.
* **GPU Passthrough:** Completed. The GPU is isolated from Proxmox using `vfio-pci` (bypassing the `nouveau` driver) and passed directly to the Ubuntu VM.
* **Networking:** VirtIO (paravirtualized) for low-latency communication.
### 🚩 Current Progress & Status
* [x] Proxmox IOMMU/VT-d configuration finalized.
* [x] GPU Isolation and VFIO configuration completed.
* [x] Ubuntu VM creation and storage architecture (LVM) finalized.
* [x] Ubuntu installation completed.
* [ ] **CURRENT TASK:** Post-install "Day Zero" tasks: SSH access, system updates, and installing NVIDIA Drivers + Docker + NVIDIA Container Toolkit.
***
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