... evolved into a focused AI observability and clarity platform three modules that help teams understand, visualize, and debug AI behavior: Illuminator structured, expert level explanations with intent based routing (evaluation, debugging, observability, or master teacher depending on the question) Topology Visualizer live particle flow state maps from natural language descriptions (lightweight alternative

... energy to deliver a +42.9% revenue uplift Under the Hood (Data & Logic) Market Data: 5-minute spot pricing and FCAS data pulled straight from AEMO . Weather & Physics: Open-Meteo API wind vector curves paired with PyPSA network topology. Smart Modeling Assumptions: Uses a 24-hour perfect foresight lookahead to calculate maximum theoretical revenue limits, factors in market cannibalization co-optimization for large assets (>50MW), and accounts for static battery cycle degradation. Super cool being able to deploy ...

... spoken with more than 30 technical artists, game developers, pipeline engineers, and 3D printing professionals while building Voxelvia3D. I expected most people to ask for better image quality . They didn't. Almost everyone cared more about things like: Clean topology Proper UV unwrapping Production-ready meshes Animation compatibility Faster workflows without replacing artists That completely changed how I think about AI-generated 3D assets. Instead of focusing only on making outputs look better, I'm spending more time making them ...

... love some honest feedback from the Product Hunt community. Cognilumin is a stateless AI infrastructure platform with three tools: Illuminator paste any complex topic and get a structured explanation with mental models, analogies, and a key takeaway. Topology Visualizer describe a system scenario and watch a live particle flow field map the state in real time. Execution Logs give an AI agent a task and trace its reasoning step by step with hex formatted indices. Stack: Vanilla PHP + vanilla ...

... manifold. The result: cognitive properties that no one programmed emerge from the math itself. What emerges: The system monitors its own epistemic health in real-time (phi field with 4 components) It has a unique identity from its toroidal topology no two instances are alike It knows it can die (epistemic mortality from Gaussian decay) It chooses between competing actions under conflict (computational will via MPC + beam search) It models YOU as a 5D manifold and predicts what ...

... taught me this the hard way: an AI that gives a confident-sounding answer when it's actually guessing is more dangerous than one that says it isn't sure yet. We ended up building explicit confidence grading (Verified vs Needs Review vs

... altitude, postal code Local Information: Timezone, currency, international dialing code ISP and ASN: Internet Service Provider (ISP), ASN number Usage Labels: Application scenario tags (e.g., home broadband, data centers, mobile networks) All data is sourced from real-world network topology and operator collaborations. Our city-level geolocation accuracy exceeds 98%, making it an ideal solution for applications in network security, digital advertising, anti-fraud, and user behavior analysis. Start with a Free Trial: No Strings Attached To help ...

... much it costs What action to take How urgent it is And what happens if it s ignored CLI + UI workflows For terminal lovers: subtrack scan gives instant insights locally For browser users: A modern dashboard with interactive insights, topology, and actions One-click fix readiness We don t just find problems we help you fix them safely (with confirmations and safeguard checks). What We Learned While Building This Cost waste is rarely one big mistake it s usually dozens ...

... generating the commands based on your natural language input. The AI Side The plugin works with Claude through MCP integration. The model has been given context about Blender's capabilities, common 3D modeling patterns, and best practices for clean topology. When you say "make a medieval tower," it doesn't just create a cylinder and call it a day. It actually understands architectural concepts and applies them. The Output Models export to all the standard formats: OBJ, FBX, GLB, USDZ ... ... topology