... Mimic AI Desktop Assistant A privacy-first, AI-powered desktop assistant with voice synthesis, persistent memory, and local model inference. Mimic AI runs entirely on your local machine using Ollama for language models and supports Browser TTS and Qwen3-TTS for voice synthesis. Table of Contents Features System Requirements Installation Quick Start Architecture Overview Data Flow Component Interaction Configuration Usage Guide Troubleshooting Privacy & Security Features Core Capabilities Local AI Inference : Uses Ollama

... incredibly useful for interviews and high-stakes meetings, but the $60/month price point felt like a barrier for most people. I spent the last few months building MindWhisper AI to see if I could create a high-quality alternative that is actually affordable. The "Stealth" Hook: The hardest part was the overlay. I used a specific Electron configuration so that the UI is visible to you, but if you share your screen on Zoom, Teams, or Meet, the window ... ... hotkey to let the AI "see" a bug or a snippet on your screen and give you instant advice. Privacy Options: You can connect it to Google Gemini for speed, or run it locally via Ollama

... Netflix uses for recommendations). Here's the flow: USER FEEDBACK LOOP Write AI Suggests Accept/Deny/Retry System Learns Model Stats DB Model A: 85% Success rates Model B: 72% Model C: 91% Use this one! Thompson Sampling Algorithm Balances exploration vs exploitation Try new models Use proven models (10% of time) (90% of time) What's Thompson Sampling? Think of it like this: The Casino Analogy: You walk into a casino with 5 slot machines. Some pay out more than others ... ... accept/deny/retry) - Response time (how fast) - Endpoint type (suggestion, completion, etc.) NOT Tracked: - Your writing content - Document text - Personal information - What you're writing about 5. Works With All AI Models Cloud AI: OpenAI, Anthropic, Google, Mistral, Cohere Local AI: Ollama

... data to their office (the cloud). Dropstone is different. It s not just a wrapper; it s a Recursive Self-Improving Environment that lives locally on your machine. Why Dropstone still matters in the Gemini 3 era: Recursive Memory vs. Stateless Context Gemini 3 has a huge context window, but Dropstone has permanent memory. If Dropstone fixes a bug in your API today, it learns from that mistake and updates its own internal guidelines. It doesn't just generate code ... ... evolves with your codebase. cx Privacy is not a Feature, it's Architecture With Dropstone, you can run state-of-the-art open models (via Ollama