... SPNET.ai routes each professional query to a specialized council (Medical, Legal, Finance, Technology, Business, Education). Within each council: Multiple models debate For each question, three optimized models (from GPT, Claude, Gemini, etc.) independently reason, then cross check each other. Consensus over single answers Instead of trusting one model, SPNET looks for agreement and flags disagreements so users can see why an answer is recommended. Domain-tuned guidelines Councils are aligned to professional guidelines and literature, not just generic web text ... ... Transparent reasoning Users can inspect how the consensus

... manipulate the market. That's the one thing no algorithm can predict. What I built: An AI platform that combines 7 different machine learning models. Instead of relying on a single algorithm, our models "vote" together - when they reach consensus, you get actionable insights. Real results, real money: I've been testing the system with my own capital: - Long predictions: 85% accuracy - Short predictions: 65% accuracy (actively improving) - Works for both scalping and long-term strategies Why I'm sharing ... ... built Forlyze for myself first. But I believe retail traders deserve access to the same AI-powered tools that institutions use. That's why I'm launching it publicly. What makes us different: - 7 ML models working in consensus

... more agents have focused expertise. Reusable Workflows Code review, debugging, implementation, testing which have built-in patterns you can run with a single command. Multi-Model Discussions Ask multiple AIs (Claude, Gemini, Codex, Grok) together and get a consensus result. Governance & Traceability Guard checks, audit trails, execution traces, and policy enforcement so you can trust what s generated. Persistent Memory Context is preserved across sessions so your assistant gets smarter over time. Real-Time Dashboard Monitor runs, providers, agent ... ... outputs across models, and enforces guardrails which makes AI outputs more reliable, explainable, and repeatable for real projects. Get started npm install -g @defai.digital/automatosx ax setup ax init CLI Commands # Multi-model discussion with synthesis ax discuss "REST vs

... critical decisions? And what if they disagree? What is CrowdAI? CrowdAI is a multi-AI consensus platform that helps you make smarter, more confident decisions by: Running tasks across multiple AI models simultaneously (Claude, GPT-4, Gemini, and more) Getting consensus