... Insecure Deserialization, and Remote Code Execution (RCE). System Design Audits: Identifies DRY violations, fragile error handling, and memory bloat. Privacy-First (BYOK): The tool is model-agnostic and OpenAI-API compatible. You can plug in a local instance (like Ollama) for 100% data privacy and zero compute cost. How it Works It generates structured Markdown reports in .pika-reports/, providing a syntax-highlighted, persistent audit trail directly in your project root. Community Feedback Needed I m curious about two things ...

... goal was simple: Your second brain should live on your hard drive, not a server. Today, I am shipping v1.0.5 , and we are taking that philosophy to its ultimate conclusion. What s New in v1.0.5: Local AI (Ollama) Integration: You can now connect BrainLoom directly to your local Ollama

... useful here. It's an open-source CLI tool called AI SOV Analyzer . The idea: AI models like ChatGPT are increasingly where buyers discover products. This tool lets you measure how often your brand shows up in AI responses vs your competitors

... 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

... 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