{"slug": "konjugate-graph-native-visual-simulation-with-ai-modeling-workflows", "title": "Konjugate: Graph-native visual simulation with AI modeling workflows", "summary": "Konjugate, a graph-native visual simulation engine with AI modeling workflows, is now available in alpha, enabling users to compose stateful nodes, define relationships, and run simulations with local or hosted AI assistants from providers including OpenAI, NVIDIA, Hugging Face, and Gemini. The software supports offline execution, live interaction, and permissioned visualizers, with the model assistant proposing versioned changes that remain previews until applied as undoable transactions.", "body_md": "### Compose visually\n\nCreate stateful nodes, connect them with relationships and define equations against explicit state and parameter references, then disable or delete any entity in place.\n\nKonjugate is a visual modelling environment and native simulation engine. Components contain state, relationships define how they interact and results can be explored over time.\n\nDirect downloads:\n\nThe model\n\nInstead of assembling one monolithic system equation, describe the state owned by each component and the smaller interactions between components.\n\nState evolution at node *i*\n\n**Practically speaking:** a battery can own temperature and charge, a coolant reservoir can own temperature and fill level and their relationships can describe heat transfer or signals between them. The engine combines those local contributions at every synchronization step.\n\nAvailable in the alpha\n\nThe current application already covers the complete path from a graph model to time-dependent results.\n\nCreate stateful nodes, connect them with relationships and define equations against explicit state and parameter references, then disable or delete any entity in place.\n\nUse the same C++ validator from the desktop application or command line to reject structurally invalid or non-executable models.\n\nExecute offline at maximum speed or pace an online simulation for live interaction, pausing and continuing at synchronization boundaries.\n\nScrub through results, inspect node values, compare signals on plots and extend a completed simulation from its final checkpoint.\n\nRepresent components with built-in forms, a searchable library of bundled STL and STEP shapes, or your own imported geometry. Appearance stays decoupled from model semantics.\n\nOpen live and completed results in permissioned visualizers contributed through a general add-on interface.\n\nModel assistant\n\nUse a local or hosted model to prepare structured changes, then inspect every assumption and operation before anything reaches the workbench.\n\nAdd hot and cold water vessels, then connect them with a steel thermal path.\n\nStructure and native model validation passed\n\nRun models locally through Ollama or configure OpenAI, NVIDIA, Hugging Face and Gemini providers.\n\nThe assistant proposes versioned nodes, states, relationships, parameters and equations instead of driving the interface opaquely.\n\nInvalid output is repaired or rejected. Valid changes remain a preview until the user explicitly applies one undoable transaction.\n\nDirection\n\nKonjugate is early-stage software. These are directions under exploration, not release promises.\n\nBroaden solver capabilities, diagnostics and reproducible command-line workflows around the `.kjt` model.\n\nDevelop libraries of components, equations and examples without giving up the domain-agnostic data model.\n\nLet specialised add-ons turn the same simulation data into plots, spatial scenes and domain-specific analysis experiences.\n\nOpen development\n\nFollow the alpha, inspect the implementation or join the technical discussion on GitHub.", "url": "https://wpnews.pro/news/konjugate-graph-native-visual-simulation-with-ai-modeling-workflows", "canonical_source": "https://www.konjugate.com/", "published_at": "2026-08-14 03:08:27+00:00", "updated_at": "2026-08-14 03:41:00.770978+00:00", "lang": "en", "topics": ["ai-tools", "developer-tools", "generative-ai"], "entities": ["Konjugate", "OpenAI", "NVIDIA", "Hugging Face", "Gemini", "Ollama"], "alternates": {"html": "https://wpnews.pro/news/konjugate-graph-native-visual-simulation-with-ai-modeling-workflows", "markdown": "https://wpnews.pro/news/konjugate-graph-native-visual-simulation-with-ai-modeling-workflows.md", "text": "https://wpnews.pro/news/konjugate-graph-native-visual-simulation-with-ai-modeling-workflows.txt", "jsonld": "https://wpnews.pro/news/konjugate-graph-native-visual-simulation-with-ai-modeling-workflows.jsonld"}}