... sound like themselves again especially in places where self-presentation has become tense, filtered, or oddly generic. The work sits at the intersection of language, presence, and honest self-expression. Less generate, more  clarify . Less polish, more coherence. The goal isn t to impress strangers it s to remove the static that creeps in when people stop trusting their own voice. If you re curious, reflective, articulate, and willing to give real feedback (not just click around ...

... software. Why? Because over the last year, I've been building something even better. And today @natdelnova & I are officially launching it: Its called Intangle. It's an AI assistant & memory system, a first of its kind "coherence engine" for busy, curious & data concerned individuals & businesses that: Remembers everything you tell it, web digs you ask it to do, docs you attach, remembering conversations and aggregating them into topics for effortless interactions Keeps your data private ... ... inferencing, neither us or AI corporations see it when using our default "Tan" provider in the model dropdown Organizes everything intelligently for you; archiving old stuff, linking clearly related memory items, merging things with clear duplication & maintaining overall coherence

... 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 ... ... Your feedback (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

... every generation inside Magic Canvas from text to visuals to structured layouts now feels more immediate, natural, and intelligent. You will notice Smoother and faster responses Sharper contextual understanding Real-time UI, logic, and script generation More aesthetic and coherent front-end code Higher fidelity in tone and design Why Kimi K2 Turbo matters K2 Turbo is based on a one trillion parameter Mixture-of-Experts (MoE) architecture, activating around 32 billion parameters per inference for efficiency. The Turbo version ... ... Inside Trickle, you can type, draw, or drop ideas directly into the Canvas, and the AI responds in real time. With Turbo enabled Texts, designs, and scripts appear instantly as you ideate Long and multi-modal prompts process more coherently

... asked: How do you track and improve your brand s visibility inside these AI black boxes? What MentionedBy AI does: Tracks how often and how positively your brand is mentioned across top AI models Compares you with competitors on visibility, sentiment, and hallucination risk Flags sudden drops (e.g., if Claude stops mentioning you overnight) Sends real-time alerts when you re misrepresented or omitted Gives you an AI visibility score across platforms (we call it AEO: Answer Engine Optimization) Under ... ... hood: We query models via OpenRouter & native APIs on a schedule Analyze responses with OpenAI + Cohere