Merkle Asset Digesting in the Astro 5 Content Layer
How we wrapped Astro 5's glob() loader with composite Merkle asset digests, Vite FSWatcher proxies, and localImagePaths SVG pruning for sub-200ms HMR.
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GeezerVison is showing hackenberg.tech — Dr. Georg Hackenberg | Professor for Industrial Informatics & Software Architect Dr. Georg HackenbergProfessor for Industrial Informatics @ UAP • AI-Based Software & Systems Engineering At FH Upper Austria (Campus Wels) and in industrial practice, I research, teach, and architect AI-based software systems, agentic engineering workflows, and cyber-physical simulations. Explore my latest technical articles, interactive slide-as-code keynotes, university courses, and open-source projects below. 0% RGB DEP Blog PostsExplore AllAllExplore my latest insights, tutorials, and dev logs on software engineering, artificial intelligence, knowledge graphs, and system architectures. •3 min read Merkle Asset Digesting in the Astro 5 Content LayerHow we wrapped Astro 5's glob() loader with composite Merkle asset digests, Vite FSWatcher proxies, and localImagePaths SVG pruning for sub-200ms HMR. •7 min read Three-Band Figures, SVG Scaling & Color Token GovernanceHow we unified technical diagrams into three-band figure cards with pan/zoom inspection, font-weighted SVG scaling, and AST Soft Nordic Pastel governance. •6 min read Voronoi Proximity Picking & Tooltip Repulsion in GraphsHow we replaced fragile 8px hit tests with bounded Voronoi proximity picking, an 8px touch deadzone, and 8-sector tooltip repulsion across 5 graph engines. •5 min read Five Graph Engines, One Unified WebGL & SVG Physics KernelHow we unified hover tooltips, 60fps drag physics, dynamic hop z-ordering, and 750ms sine-eased transitions across D3, Vis.js, Cytoscape, Sigma, and 3D. •5 min read Focus-Aware Hop Attenuation in Web Knowledge GraphsHow we replaced unweighted k-hop BFS with focus-budgeted effective hop distances, logarithmic hub-degree penalties, and parametric decay in web graphs. Reviewed PublicationsExplore AllAllPeer-reviewed academic research papers, conference proceedings, and scientific journal articles across model-driven software and cyber-physical systems. Proceedings of the Design Society 5, pp. 1823-1832 First experiences from using CADdrive with digital LEGO for product design and systems engineering educationGeorg Hackenberg and Christian Zehetner MODELSWARD, pp. 234-241 Next-Generation Design Tools for Intelligent Transportation Systems.Dominik Ascher and Georg Hackenberg Procedia CIRP 134, pp. 633-638 On modeling, discrete-event simulation, and optimization of spine layoutsChiara Sammarco, Antonio Padovano and Georg Hackenberg Proceedings of the Design Society 4, pp. 583-592 Learnings from developing a custom virtual assembly environment for mountability issues of cooling cabinetsGeorg Hackenberg and Christian Zehetner Procedia Computer Science 232, pp. 2875-2886 Digital twin and digital thread within the product lifecycle managementChristine Lehner, Antonio Padovano, Christian Zehetner and Georg Hackenberg Interactive PresentationsExplore AllAllKeynotes, interactive slide decks, and executive briefings with synchronized neural voiceovers exploring AI, architectures, and systems engineering. •48 slides · ~28 min Wie promptet man richtig? Systematisches Prompt Engineering für UnternehmenVon heuristischen Faustregeln zu deterministischen Schnittstellen: Wissenschaftlich fundierte Methoden für verlässliche KI-Systeme •42 slides · ~28 min B2B Paid Ads & KI-Suchmaschinen: Ökonomie und StrategieZwischen algorithmischen Auktionen, kognitiver Werbeblindheit und nachhaltiger B2B-Full-Funnel-Strategie •68 slides · ~45 min SEO im Zeitalter von KI: Strategien für SEO, GEO, AIO und AEOVon Suchmaschinen zu generativen Antwortsystemen – Paradigmenwechsel für Industrie und B2B-Mittelstand •21 slides · ~15 min Vom Web-Pionier zum Informatik-Professor: 25 Jahre im CodeMein Weg zwischen autodidaktischen Web-Ursprüngen, Spitzenforschung, Industrie-Leadership und Hochschullehre •10 slides · ~7 min Interactive Presentations: Unsere Slide-as-Code EngineMotivation, Content-Strategie und technische Umsetzung interaktiver Web-Keynotes mit Neural-Voiceover University CoursesExplore AllAllHigher education lectures, interactive curriculum modules, and hands-on computer science materials taught at UAP (FH Upper Austria). en Digital Factory Simulation & Production EngineeringMaster-level university course on Digital Factory Simulation and production engineering with discrete-event modeling and 3D layouts in JaamSim. en Mobile & Cloud App Development (.NET MAUI & ASP.NET)University course on cross-platform mobile and cloud app development using .NET MAUI, MVVM data binding, ASP.NET Core REST APIs, and EF Core. en Python Programming & Scientific Computing for EngineersPractical engineering course in Python programming covering structured scripting, NumPy numerical arrays, Pandas data analysis, and Matplotlib. de Computer-Simulation: Ereignisdiskrete & Hybride SystemeHochschulkurs zu Computer-Simulation an der FH OÖ: Stochastische Modellierung, Discrete-Event-Engines in C#, DGL-Löser und statistische Validierung. Software ProjectsExplore AllAllSelected software platforms, frameworks, and tools designed to optimize product engineering, knowledge graphs, and real-time physical simulation. TRL 8 Mentawise: Visual Personal Knowledge Graph StudioMentawise is a visual knowledge management platform enabling researchers and teams to build interactive personal knowledge graphs and share them online. TRL 7 CADdrive: Collaborative Web-Based 3D CAD PlatformOpen-source, browser-based collaborative 3D CAD and product engineering platform with WebGL assembly viewing, Git-style version history, and Python FEA. TRL 7 OpenCASCADE Tools: WebAssembly STEP/IGES CAD CLIOpen-source TypeScript wrapper and CLI converting STEP and IGES CAD geometries into web-optimized 3D formats (GLTF, GLB, OBJ) via OpenCASCADE & WASM. TRL 6 Welding Analytics: High-Frequency Process SuiteHigh-performance industrial analytics and visualization suite for high-frequency welding process data, featuring timeseries rendering and arc cyclograms. Engineering ServicesExplore AllAllProfessional consulting and engineering services bridging sovereign artificial intelligence architectures, software systems, and digital publishing. Software Engineering & Distributed System ArchitectureEngineering resilient, maintainable software systems through domain-driven architecture, contract-first API design, clean code, and CI/CD automation. Intelligence Engineering & Sovereign AI Agent SystemsArchitecting sovereign on-premise and private cloud AI systems: private vLLM serving, hybrid GraphRAG retrieval, MCP servers, and multi-agent workflows. Email NewslettersExplore AllAllPeriodic English-language dispatches summarizing newly published blog posts, presentations, courses, projects, visualizations, and publications. •Issue #1 Sovereign Agentic Workflows, Slide-as-Code & Real-Time Web GeometryInaugural engineering dispatch covering reliable multi-agent control planes, Slide-as-Code lecture engines with neural voiceovers, and line-exact 2D Signed Distance Field hero typography. Content VisualizationsExplore AllAllInteractive knowledge graphs exploring cross-content relationships between articles, publications, projects, and courses rendered in real time. 3D Force-Graph WebGL & Three.js Network VisualizationInteractive 3D Force-Graph network visualization built with Three.js and WebGL, featuring octree n-body physics, orbital camera controls, and particles. Cytoscape.js Interactive Network Graph VisualizationInteractive Cytoscape.js network graph demo in JavaScript with CoSE physics, compound node clustering, shortest-path algorithms, and WebGL benchmarks. D3.js Force-Directed Network Graph VisualizationInteractive D3.js force-directed network graph demo using d3-force Velocity Verlet integration, SVG vector typography, and Barnes-Hut quadtree physics. Sigma.js WebGL & ForceAtlas2 Graph VisualizationInteractive Sigma.js WebGL 2.0 network graph demo featuring multi-threaded ForceAtlas2 worker physics, 60 FPS GPU shaders, and 50,000+ node benchmarks. Content TagsExplore AllAllExplore a comprehensive index of topic tags connecting my technical blog posts, academic publications, software projects, university courses, and business services across core computer science domains. #Data Visualization65 #Data Visualization65 items Visual encoding techniques, graphical displays, and interactive visual analytics for understanding complex datasets and processes. 57 Posts(88%)3 Projects(5%)5 Visualizations(8%) #Systems Engineering49 #Systems Engineering49 items Interdisciplinary engineering discipline focusing on designing, validating, and managing complex systems over their entire lifecycles. 14 Posts(29%)28 Publications(57%)1 Course(2%)5 Projects(10%)1 Service(2%) #Software Architecture46 #Software Architecture46 items High-level design decisions, architectural patterns, separation of concerns, and structural excellence in complex software. 37 Posts(80%)1 Publication(2%)2 Presentations(4%)1 Course(2%)3 Projects(7%)1 Service(2%)1 Newsletter(2%) #Web Development45 #Web Development45 items Engineering standards, responsive design, and browser technologies for scalable internet applications. 35 Posts(78%)2 Presentations(4%)1 Course(2%)2 Projects(4%)1 Service(2%)1 Newsletter(2%)3 Visualizations(7%) #User Interface Design42 #User Interface Design42 items Visual layout, component ergonomics, typography, and interactive aesthetics for computer software. 35 Posts(83%)6 Publications(14%)1 Course(2%) #Computer Simulation & Modeling41 #Computer Simulation & Modeling41 items Numerical, discrete-event, and agent-based simulation models replicating real-world physical and operational phenomena. 19 Posts(46%)14 Publications(34%)2 Courses(5%)6 Projects(15%) #Energy Systems35 #Energy Systems35 items Modeling, simulation, and predictive optimization of renewable energy grids, battery storage, and distributed power architectures. 27 Posts(77%)7 Publications(20%)1 Project(3%) #Agentic AI32 #Agentic AI32 items Autonomous software agents combining reasoning, multi-turn tool execution, and goal-directed decision architectures. 26 Posts(81%)2 Presentations(6%)2 Projects(6%)1 Service(3%)1 Newsletter(3%) #TypeScript29 #TypeScript29 items Statically typed programming language extending JavaScript with type safety, compile-time validation, and tooling support. 23 Posts(79%)1 Presentation(3%)1 Course(3%)1 Project(3%)1 Service(3%)1 Newsletter(3%)1 Visualization(3%) #Dynamic Programming26 #Dynamic Programming26 items Algorithmic optimization techniques solving complex problems by recursively breaking them down into overlapping subproblems. 21 Posts(81%)3 Publications(12%)2 Projects(8%) #Software Systems26 #Software Systems26 items Large-scale, reliable, and maintainable software engineering solutions solving complex multi-component operational challenges. 14 Posts(54%)9 Publications(35%)2 Projects(8%)1 Service(4%) #Manufacturing Systems25 #Manufacturing Systems25 items Integrated hardware, robotic workcells, control logic, and production planning frameworks for industrial discrete manufacturing. 5 Posts(20%)16 Publications(64%)1 Course(4%)3 Projects(12%) #Open Source Software23 #Open Source Software23 items Publicly accessible software source code enabling transparent inspection, collaborative community contribution, and sovereign deployment. 9 Posts(39%)1 Publication(4%)2 Presentations(9%)9 Projects(39%)2 Services(9%) #Hyperkit Software22 #Hyperkit Software22 items Architecture, development, and tool ecosystem surrounding the Hyperkit software suite and visualization utilities. 21 Posts(95%)1 Project(5%) #Systems Design22 #Systems Design22 items Synthesizing technical components, interfaces, and protocols to construct coherent, resilient engineering systems. 21 Publications(95%)1 Course(5%) #Artificial Intelligence21 #Artificial Intelligence21 items Foundational principles, symbolic reasoning, and deep learning architectures for developing intelligent, adaptive software systems. 18 Posts(86%)2 Projects(10%)1 Service(5%) #Astro19 #Astro19 items Modern web development framework featuring content collections, zero-JS by default, and isolated component islands. 16 Posts(84%)1 Presentation(5%)1 Service(5%)1 Newsletter(5%) #Blog & Editorial19 #Blog & Editorial19 items Reflections, technical tutorials, engineering notes, and behind-the-scenes insights on computer science and technology. 18 Posts(95%)1 Service(5%) #Knowledge Graphs19 #Knowledge Graphs19 items Semantic network representations linking entities, concepts, and relationships to empower machine reasoning and retrieval. 17 Posts(89%)1 Presentation(5%)1 Project(5%) #Systems Verification18 #Systems Verification18 items Formal, algorithmic, and testing methods verifying that system specifications have been faithfully implemented. 3 Posts(17%)14 Publications(78%)1 Course(6%) #Enterprise AI17 #Enterprise AI17 items Strategic integration of sovereign artificial intelligence architectures, governance, and compliant automation within large-scale business operations. 13 Posts(76%)3 Presentations(18%)1 Service(6%) +105 remaining197 +105 Remaining Tags197 items Browse the full topic taxonomy archive across all engineering and research domains. 131 Posts(66%)30 Publications(15%)5 Presentations(3%)11 Courses(6%)11 Projects(6%)3 Services(2%)1 Newsletter(1%)5 Visualizations(3%) |
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