[{
    "id": "/notes/pubs/10-years/",
    "title": "10 Years of CV Debugging Lessons",
    "url": "/notes/pubs/10-years/",
    "tags": ["computer-vision","debugging","lessons-learned","opencv"],
    "hashtags": "#cv #debugging #lessonslearned #opencv",
    "category": "hub",
    "body": "10 Years of CV Debugging Lessons — Lessons learned from a decade of debugging computer vision systems in production. —..."
  },{
    "id": "/notes/pubs/papers/2d-3d-mapping/",
    "title": "2D vs 3D Mapping for Moving Objects",
    "url": "/notes/pubs/papers/2d-3d-mapping/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "2D vs 3D Mapping for Moving Objects — Comparison of 2D and 3D mapping approaches for environment movement detection. —..."
  },{
    "id": "/notes/docs/cv/3d/",
    "title": "3D Vision & Real-Time Multi-Camera Systems",
    "url": "/notes/docs/cv/3d/",
    "tags": ["computer-vision","3d-vision","depth-sensing","multi-camera"],
    "hashtags": "#cv #3dvision #depthsensing #multicamera",
    "category": "hub",
    "body": "3D Vision & Real-Time Multi-Camera Systems — Real-time 3D point cloud generation, depth sensing, and multi-camera synchronization for computer ..."
  },{
    "id": "/404.html",
    "title": "Page Not Found",
    "url": "/404.html",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "\n  404\n  This page doesn't exist or has been moved.\n  ← Back to Home\n\n"
  },{
    "id": "/notes/pkm/AboutMe/",
    "title": "Dr. Farshid Pirahansiah — AI & Computer Vision Engineer",
    "url": "/notes/pkm/AboutMe/",
    "tags": [],
    "hashtags": "",
    "category": "pkm",
    "body": "// About Me Dr. FarshidPirahansiah Senior AI Engineer · Computer Vision ResearcherEdge AI Specialist · PhD · Author & Speaker..."
  },{
    "id": "/notes/site/README/",
    "title": "Farshid Pirahansiah's Website",
    "url": "/notes/site/README/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "Farshid Pirahansiah’s Website — Personal site for CV, AI, and edge computing projects and resources — https://www.pirahansiah.com/notes/site/README..."
  },{
    "id": "/notes/pkm/TOC/",
    "title": "PKM Methods & Website Structure",
    "url": "/notes/pkm/TOC/",
    "tags": ["pkm","knowledge-management","productivity"],
    "hashtags": "#pkm #knowledgemanagement #productivity",
    "category": "pkm",
    "body": "PKM Methods & Website Structure — Personal knowledge management approaches from top practitioners and site architecture — https://www.pirahansi..."
  },{
    "id": "/notes/pubs/papers/adaptive-segmentation/",
    "title": "PSNR-Based Segmentation for LPR",
    "url": "/notes/pubs/papers/adaptive-segmentation/",
    "tags": ["image-segmentation","psnr","thresholding","license-plate-recognition"],
    "hashtags": "#imagesegmentation #psnr #thresholding #lpr",
    "category": "hub",
    "body": "PSNR-Based Segmentation for LPR — Adaptive image segmentation using PSNR for license plate recognition systems. — https://www.pirahansiah.com/notes..."
  },{
    "id": "/notes/pubs/journals/adaptive-thresholding/",
    "title": "Adaptive Thresholding Based on PSNR",
    "url": "/notes/pubs/journals/adaptive-thresholding/",
    "tags": ["thresholding","psnr","adaptive-thresholding","image-segmentation"],
    "hashtags": "#thresholding #psnr #adaptivethresholding #imagesegmentation",
    "category": "hub",
    "body": "Adaptive Thresholding Based on PSNR — PSNR-based adaptive thresholding for image segmentation in OCR and license plate recognition. — https://www.p..."
  },{
    "id": "/notes/docs/llm/agents/",
    "title": "Mind Map: Orchestrating AI Agents",
    "url": "/notes/docs/llm/agents/",
    "tags": ["ai","llm","agents","multi-agent"],
    "hashtags": "#ai #llm #agents #multiagent",
    "category": "hub",
    "body": "Mind Map: Orchestrating AI Agents — Mind map and guide to orchestrating multiple AI agents for complex task completion using..."
  },{
    "id": "/notes/docs/projects/ai-cost-calculator/",
    "title": "AI Model Cost Calculator",
    "url": "/notes/docs/projects/ai-cost-calculator/",
    "tags": ["ai","llm","cost","calculator","gpt4","claude","gemini"],
    "hashtags": "#ai #llm #costcalculator #gpt4 #claude #gemini",
    "category": "hub",
    "body": "AI Model Cost Calculator — Estimate text and image processing costs for GPT-4, Claude, and Gemini — token-aware cost planning..."
  },{
    "id": "/notes/courses/ai-hardware/",
    "title": "AI Hardware Accelerators",
    "url": "/notes/courses/ai-hardware/",
    "tags": ["AI-hardware","accelerators","NPU","FarshidPirahansiah"],
    "hashtags": "",
    "category": "hub",
    "body": "AI Hardware Accelerators — Workshop covering custom accelerators, NPUs, and edge AI chips. — https://www.pirahansiah.com/notes/courses/ai-hardware/..."
  },{
    "id": "/notes/pubs/journals/ant-colony/",
    "title": "Ant Colony Optimization for Image Processing",
    "url": "/notes/pubs/journals/ant-colony/",
    "tags": ["ant-colony-optimization","image-processing","thresholding","optimization"],
    "hashtags": "#aco #imageprocessing #thresholding #optimization",
    "category": "hub",
    "body": "Ant Colony Optimization for Image Processing — ACO-based optimization for image thresholding and edge detection in OCR systems. — https://www.pirah..."
  },{
    "id": "/notes/docs/cuda/apple-ml/",
    "title": "MLX, CoreML, and Metal for Apple Silicon",
    "url": "/notes/docs/cuda/apple-ml/",
    "tags": ["apple-silicon","coreml","metal","mlx"],
    "hashtags": "#applesilicon #coreml #metal #mlx",
    "category": "hub",
    "body": "MLX, CoreML, and Metal for Apple Silicon — Guide to Numba JIT, PyCUDA-to-Metal transition, CoreML conversion, and MLX framework on..."
  },{
    "id": "/notes/docs/llm/avatar/",
    "title": "Local Video Avatar Generator with Ollama",
    "url": "/notes/docs/llm/avatar/",
    "tags": ["ai","llm","video-generation","ollama"],
    "hashtags": "#ai #llm #videogeneration #ollama",
    "category": "hub",
    "body": "Local Video Avatar Generator with Ollama — Build a fully local video avatar generator using Ollama LLM, Piper TTS, and..."
  },{
    "id": "/notes/docs/llm/blog/",
    "title": "Blog: AI, LLMs, and Computer Vision",
    "url": "/notes/docs/llm/blog/",
    "tags": ["ai","llm","rag","multi-agent"],
    "hashtags": "#ai #llm #rag #multiagent",
    "category": "hub",
    "body": "Blog: AI, LLMs, and Computer Vision — Blog posts on RAG vs CAG, multi-agent architectures, AI’s impact on jobs, and..."
  },{
    "id": "/notes/courses/book-summary/",
    "title": "Book Summaries",
    "url": "/notes/courses/book-summary/",
    "tags": ["books","summaries","PKM","FarshidPirahansiah"],
    "hashtags": "",
    "category": "hub",
    "body": "Book Summaries — Book summaries and knowledge management resources. — https://www.pirahansiah.com/notes/courses/book-summary/ Book Summaries Topics..."
  },{
    "id": "/notes/pubs/journals/character-recognition/",
    "title": "Character & Object Recognition via Features",
    "url": "/notes/pubs/journals/character-recognition/",
    "tags": ["character-recognition","object-recognition","feature-extraction","glcm"],
    "hashtags": "#characterrecognition #objectrecognition #featureextraction #glcm",
    "category": "hub",
    "body": "Character & Object Recognition via Features — Global feature extraction methods for character and object recognition in computer vision. —..."
  },{
    "id": "/notes/courses/cloud-native/",
    "title": "Cloud-Native with Kubernetes",
    "url": "/notes/courses/cloud-native/",
    "tags": ["Docker","Kubernetes","cloud-native","FarshidPirahansiah"],
    "hashtags": "",
    "category": "hub",
    "body": "Cloud-Native with Kubernetes — Docker and Kubernetes fundamentals for cloud-native infrastructure. — https://www.pirahansiah.com/notes/courses/clou..."
  },{
    "id": "/notes/docs/coaching/",
    "title": "CV Coaching & Teaching Roadmap",
    "url": "/notes/docs/coaching/",
    "tags": ["computer-vision","coaching","teaching","curriculum"],
    "hashtags": "#cv #coaching #teaching #curriculum",
    "category": "hub",
    "body": "CV Coaching & Teaching Roadmap — Personalized computer vision coaching with a structured curriculum from fundamentals to edge AI. —..."
  },{
    "id": "/notes/pubs/papers/conference-paper/",
    "title": "Publications — Conference Papers",
    "url": "/notes/pubs/papers/conference-paper/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "Publications — Conference Papers — All peer-reviewed conference papers by Dr. Farshid Pirahansiah on image processing, camera calibration, pattern ..."
  },{
    "id": "/notes/docs/cpp/",
    "title": "C++ Quick Reference",
    "url": "/notes/docs/cpp/",
    "tags": ["cpp","programming","debugging","memory-management"],
    "hashtags": "#cpp #programming #debugging #memorymanagement",
    "category": "hub",
    "body": "C++ Quick Reference — Quick reference for C++ memory management, data structures, debugging tools, and shell basics. — https://www.pirahansiah.com/..."
  },{
    "id": "/notes/docs/cuda/cuda-vscode/",
    "title": "CUDA Development Environment in VS Code on Windows",
    "url": "/notes/docs/cuda/cuda-vscode/",
    "tags": ["cuda","gpu","development","visual-studio-code"],
    "hashtags": "#cuda #gpu #devtools #vscode",
    "category": "hub",
    "body": "CUDA Development Environment in VS Code on Windows — Step-by-step guide to configure VS Code for CUDA C++ development on..."
  },{
    "id": "/notes/pubs/books/ai/cv-meets-llm/",
    "title": "Computer Vision Meets LLM",
    "url": "/notes/pubs/books/ai/cv-meets-llm/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "Computer Vision Meets LLM — Book exploring multimodal AI combining computer vision with large language models. — https://www.pirahansiah.com/notes/..."
  },{
    "id": "/notes/docs/cv-overview/",
    "title": "Dr. Farshid Pirahansiah — CV & AI",
    "url": "/notes/docs/cv-overview/",
    "tags": ["computer-vision","ai","portfolio","about"],
    "hashtags": "#cv #ai #portfolio #about",
    "category": "hub",
    "body": "Dr. Farshid Pirahansiah — CV & AI — Dr. Farshid Pirahansiah — CV & AI — https://www.pirahansiah.com/notes/docs/cv-overview/ Dr. Farshid Pir..."
  },{
    "id": "/notes/pubs/cv/",
    "title": "CV — Dr. Farshid Pirahansiah",
    "url": "/notes/pubs/cv/",
    "tags": ["computer-vision","resume","publications","patents"],
    "hashtags": "#cv #resume #publications #patents",
    "category": "hub",
    "body": "CV — Dr. Farshid Pirahansiah — Curriculum vitae covering 12+ years of computer vision R&D, 21 publications, and 3 patents...."
  },{
    "id": "/notes/docs/dev-tools/",
    "title": "Developer Tools & Setup Guide",
    "url": "/notes/docs/dev-tools/",
    "tags": ["developer-tools","docker","github","productivity"],
    "hashtags": "#devtools #docker #github #productivity",
    "category": "hub",
    "body": "Developer Tools & Setup Guide — Curated developer tools, shell essentials, Docker tips, and GitHub tricks. — https://www.pirahansiah.com/notes/..."
  },{
    "id": "/notes/courses/edge-ai-summit/",
    "title": "Edge AI Summit 2020",
    "url": "/notes/courses/edge-ai-summit/",
    "tags": ["edge-AI","summit","tinyML","FarshidPirahansiah"],
    "hashtags": "",
    "category": "hub",
    "body": "Edge AI Summit 2020 — Notes from Edge AI Summit covering tinyML, neuromorphic computing, and edge inference. — https://www.pirahansiah.com/notes/co..."
  },{
    "id": "/notes/pubs/patents/face-augmentation/",
    "title": "Face Image Augmentation WO2021060971A1",
    "url": "/notes/pubs/patents/face-augmentation/",
    "tags": ["patent","face-augmentation","gan","data-augmentation"],
    "hashtags": "#patent #faceaugmentation #gan #dataaugmentation",
    "category": "hub",
    "body": "Face Image Augmentation WO2021060971A1 — GAN-based method for augmenting face images from surveillance with fuzzy logic quality filtering. — https:..."
  },{
    "id": "/notes/pubs/patents/facial-analysis/",
    "title": "Facial Analysis Advertisement WO2020141969A2",
    "url": "/notes/pubs/patents/facial-analysis/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "Facial Analysis Advertisement WO2020141969A2 — System for targeted digital advertising using real-time facial analysis and demographic detection. —..."
  },{
    "id": "/notes/courses/fsdl-2022/",
    "title": "FSDL 2022 Notes",
    "url": "/notes/courses/fsdl-2022/",
    "tags": ["FSDL","deep-learning","MLOps","FarshidPirahansiah"],
    "hashtags": "",
    "category": "hub",
    "body": "FSDL 2022 Notes — Notes from Full Stack Deep Learning 2022 covering ML lifecycle, data management, and continual learning. —..."
  },{
    "id": "/notes/courses/fsdl/",
    "title": "Full Stack Deep Learning",
    "url": "/notes/courses/fsdl/",
    "tags": ["FSDL","full-stack-deep-learning","FarshidPirahansiah"],
    "hashtags": "",
    "category": "hub",
    "body": "Full Stack Deep Learning — Full Stack Deep Learning course notes covering ML production from data to deployment. — https://www.pirahansiah.com/note..."
  },{
    "id": "/notes/pubs/journals/fuzzy-thresholding/",
    "title": "GSFT-PSNR: Fuzzy Threshold Method",
    "url": "/notes/pubs/journals/fuzzy-thresholding/",
    "tags": ["fuzzy-logic","thresholding","psnr","image-segmentation"],
    "hashtags": "#fuzzylogic #thresholding #psnr #imagesegmentation",
    "category": "hub",
    "body": "GSFT-PSNR: Fuzzy Threshold Method — Fuzzy logic approach to global single thresholding using PSNR for image segmentation. — https://www.pirahansiah..."
  },{
    "id": "/notes/pubs/papers/geometrical-topological/",
    "title": "Classification with Geometrical Features",
    "url": "/notes/pubs/papers/geometrical-topological/",
    "tags": ["classification","geometrical-features","pattern-recognition","machine-learning"],
    "hashtags": "#classification #geometricalfeatures #patternrecognition #ml",
    "category": "hub",
    "body": "Classification with Geometrical Features — Evaluation of classification techniques using enhanced geometrical and topological features. — https://w..."
  },{
    "id": "/notes/pubs/papers/global-feature-recognition/",
    "title": "Character Recognition via Global Features",
    "url": "/notes/pubs/papers/global-feature-recognition/",
    "tags": ["character-recognition","feature-extraction","glcm","ocr"],
    "hashtags": "#characterrecognition #featureextraction #glcm #ocr",
    "category": "hub",
    "body": "Character Recognition via Global Features — Hybrid GLCM and EDMS method for character recognition in OCR applications. — https://www.pirahansiah.co..."
  },{
    "id": "/graph-notes/",
    "title": "Knowledge Graph — Files & Architecture",
    "url": "/graph-notes/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "Knowledge Graph — Files & Architecture — Knowledge Graph — Files & Architecture — https://www.pirahansiah.com/graph-notes/ fuzzy symantic s..."
  },{
    "id": "/graph-tags/",
    "title": "Hashtag Graph",
    "url": "/graph-tags/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "Hashtag Graph — Hashtag Graph — https://www.pirahansiah.com/graph-tags/ Hashtag Graph Loading… Freeze Reset Full Graph Home Tags that appear togeth..."
  },{
    "id": "/graph/",
    "title": "Knowledge Graph",
    "url": "/graph/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "Knowledge Graph — Knowledge Graph — https://www.pirahansiah.com/graph/ Knowledge Graph Loading… Hashtags 🔍 Search LLM Home 🔍 Scroll..."
  },{
    "id": "/notes/pubs/papers/grid-computing/",
    "title": "TafreshGrid: Grid Computing",
    "url": "/notes/pubs/papers/grid-computing/",
    "tags": ["grid-computing","distributed-systems","high-performance-computing"],
    "hashtags": "#gridcomputing #distributedsystems #hpc",
    "category": "hub",
    "body": "TafreshGrid: Grid Computing — Grid computing infrastructure implementation and evaluation at Tafresh University. — https://www.pirahansiah.com/note..."
  },{
    "id": "/notes/tools/image-in-md/",
    "title": "test mindmap",
    "url": "/notes/tools/image-in-md/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "test mindmap — test mindmap — https://www.pirahansiah.com/notes/tools/image-in-md/ reference topic image # inside mindmap test # level1 - in a -..."
  },{
    "id": "/notes/docs/python/",
    "title": "Python Configuration & C++ Integration",
    "url": "/notes/docs/python/",
    "tags": ["python","cpp","configuration","development"],
    "hashtags": "#python #cpp #configuration #devtools",
    "category": "hub",
    "body": "Python Configuration & C++ Integration — Python configuration methods comparison plus pybind11 and Cython tips for C++ integration. — https://w..."
  },{
    "id": "/notes/docs/llm/",
    "title": "AI & LLMs",
    "url": "/notes/docs/llm/",
    "tags": ["ai","llm","rag","agents"],
    "hashtags": "#ai #llm #rag #agents",
    "category": "hub",
    "body": "AI & LLMs — Articles on LLMs, RAG, multi-agent systems, and local AI integration. — https://www.pirahansiah.com/notes/docs/llm/ AI & LLMs A..."
  },{
    "id": "/notes/docs/projects/solutions/",
    "title": "Solutions",
    "url": "/notes/docs/projects/solutions/",
    "tags": ["portfolio","computer-vision","ai","projects"],
    "hashtags": "#portfolio #cv #ai #projects",
    "category": "hub",
    "body": "Solutions — Showcase of industry applications, portfolio projects, and technical skills in computer vision and AI. — https://www.pirahansiah.com/no..."
  },{
    "id": "/notes/docs/prompts/",
    "title": "Prompt Engineering Templates",
    "url": "/notes/docs/prompts/",
    "tags": ["prompt-engineering","llm","ai","nlp"],
    "hashtags": "#promptengineering #llm #ai #nlp",
    "category": "hub",
    "body": "Prompt Engineering Templates — Reusable prompt templates for text simplification, mind maps, and structured content processing. — https://www.pirah..."
  },{
    "id": "/notes/docs/cv/",
    "title": "Computer Vision",
    "url": "/notes/docs/cv/",
    "tags": ["computer-vision","3d","optical-flow"],
    "hashtags": "#cv #3d #opticalflow",
    "category": "hub",
    "body": "Computer Vision — Computer vision topics: 3D vision, optical flow, multi-camera systems. — https://www.pirahansiah.com/notes/docs/cv/ Computer Visi..."
  },{
    "id": "/notes/docs/optimization/",
    "title": "CV, DL & ML Optimization Guide",
    "url": "/notes/docs/optimization/",
    "tags": ["optimization","deep-learning","machine-learning","computer-vision"],
    "hashtags": "#optimization #deeplearning #machinelearning #cv",
    "category": "hub",
    "body": "CV, DL & ML Optimization Guide — Comprehensive guide to optimizing deep learning models, CV systems, and data pipelines. —..."
  },{
    "id": "/notes/docs/seo/",
    "title": "SEO for LLM-Powered Search",
    "url": "/notes/docs/seo/",
    "tags": ["seo","llm","ai","web-optimization"],
    "hashtags": "#seo #llm #ai #weboptimization",
    "category": "hub",
    "body": "SEO for LLM-Powered Search — How to optimize websites for LLM-powered search engines using structured data and AI-friendly content. —..."
  },{
    "id": "/notes/docs/",
    "title": "Content Hub",
    "url": "/notes/docs/",
    "tags": ["computer-vision","ai","llm","edge-ai"],
    "hashtags": "#cv #ai #llm #edgeai",
    "category": "hub",
    "body": "Content Hub — Technical articles and tutorials on computer vision, AI, edge deployment, and software engineering. — https://www.pirahansiah.com/not..."
  },{
    "id": "/notes/courses/",
    "title": "Topics & Projects",
    "url": "/notes/courses/",
    "tags": ["AI","OpenCV","camera-calibration","DRL","FarshidPirahansiah"],
    "hashtags": "",
    "category": "hub",
    "body": "Topics & Projects — Topics and projects covering AI, OpenCV, camera calibration, deep reinforcement learning, and more. — https://www.pirahansi..."
  },{
    "id": "/notes/pubs/papers/",
    "title": "Conference Papers",
    "url": "/notes/pubs/papers/",
    "tags": ["research","paper","image-processing","computer-vision"],
    "hashtags": "#research #cv #papers #imageprocessing",
    "category": "hub",
    "body": "Conference Papers — Peer-reviewed conference papers on image processing, camera calibration, and pattern recognition. — https://www.pirahansiah.com..."
  },{
    "id": "/notes/pubs/books/",
    "title": "Books & Book Chapters",
    "url": "/notes/pubs/books/",
    "tags": ["book","opencv","computer-vision","ai"],
    "hashtags": "#book #opencv #computervision #ai",
    "category": "hub",
    "body": "Books & Book Chapters — Books and book chapters on computer vision, camera calibration, and AI. — https://www.pirahansiah.com/notes/pubs/books/..."
  },{
    "id": "/notes/pubs/patents/",
    "title": "Patents",
    "url": "/notes/pubs/patents/",
    "tags": ["patent","face-detection","vehicle-detection","augmented-reality"],
    "hashtags": "#patent #facedetection #vehicledetection #augmentedreality",
    "category": "hub",
    "body": "Patents — AI and computer vision patents covering face augmentation, vehicle detection, and facial analysis. — https://www.pirahansiah.com/notes/pu..."
  },{
    "id": "/notes/pubs/keynotes/",
    "title": "Keynotes",
    "url": "/notes/pubs/keynotes/",
    "tags": ["keynote","ai","computer-vision","multimodal"],
    "hashtags": "#keynote #ai #computervision #multimodal",
    "category": "hub",
    "body": "Keynotes — Technical keynotes on computer vision, LLMs, and multimodal AI. — https://www.pirahansiah.com/notes/pubs/keynotes/ Keynotes Technical ke..."
  },{
    "id": "/notes/pubs/journals/",
    "title": "Journal Publications",
    "url": "/notes/pubs/journals/",
    "tags": ["journal","image-processing","thresholding","pattern-recognition"],
    "hashtags": "#research #cv #journals #thresholding",
    "category": "hub",
    "body": "Journal Publications — Peer-reviewed journal articles on image processing, pattern recognition, and robotics. — https://www.pirahansiah.com/notes/p..."
  },{
    "id": "/",
    "title": "Dr. Farshid Pirahansiah ; Embedded Computer Vision & Edge AI",
    "url": "/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "Dr. Farshid PirahanSiah Embedded Computer Vision& Edge AI at Scale I help businesses turn computer vision research into production-ready embedd..."
  },{
    "id": "/notes/courses/iot-scholarship/",
    "title": "IoT Scholarship: Edge AI with OpenVINO",
    "url": "/notes/courses/iot-scholarship/",
    "tags": ["IoT","OpenVINO","edge-AI","FarshidPirahansiah"],
    "hashtags": "",
    "category": "hub",
    "body": "IoT Scholarship: Edge AI with OpenVINO — IoT and Edge AI with OpenVINO: face recognition, object detection, pose estimation, and..."
  },{
    "id": "/notes/courses/iot/",
    "title": "Embedded IoT",
    "url": "/notes/courses/iot/",
    "tags": ["IoT","embedded","edge-AI","FarshidPirahansiah"],
    "hashtags": "",
    "category": "hub",
    "body": "Embedded IoT — Workshop on embedded IoT systems and edge computing applications. — https://www.pirahansiah.com/notes/courses/iot/ Embedded IoT Work..."
  },{
    "id": "/notes/pubs/papers/license-plate/",
    "title": "Entropy-Based Multi-Threshold LPR",
    "url": "/notes/pubs/papers/license-plate/",
    "tags": ["license-plate-recognition","entropy","thresholding","image-segmentation"],
    "hashtags": "#lpr #entropy #thresholding #imagesegmentation",
    "category": "hub",
    "body": "Entropy-Based Multi-Threshold LPR — Multi-threshold license plate recognition using entropy-based image segmentation. — https://www.pirahansiah.com..."
  },{
    "id": "/notes/docs/linkedin/",
    "title": "Top LinkedIn Posts 2024",
    "url": "/notes/docs/linkedin/",
    "tags": ["linkedin","camera-calibration","cpp","robotics"],
    "hashtags": "#linkedin #cameracalibration #cpp #robotics",
    "category": "hub",
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    "title": "Curated Links & Resources",
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    "category": "hub",
    "body": "Curated Links & Resources — Hand-picked tools, tutorials, and references for CV, AI, and software engineering. — https://www.pirahansiah.com/no..."
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    "id": "/notes/pkm/links/",
    "title": "Curated Links & Resources",
    "url": "/notes/pkm/links/",
    "tags": ["curated-links","ai-tools","resources"],
    "hashtags": "#curatedlinks #aitools #resources",
    "category": "pkm",
    "body": "Curated Links & Resources — Collection of AI, CV, ML, and software development tools and tutorials — https://www.pirahansiah.com/notes/pkm/link..."
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    "id": "/notes/docs/llm/llm-concepts/",
    "title": "Advanced LLM Concepts",
    "url": "/notes/docs/llm/llm-concepts/",
    "tags": ["ai","llm","rag","multimodal"],
    "hashtags": "#ai #llm #rag #multimodal",
    "category": "hub",
    "body": "Advanced LLM Concepts — Comprehensive mind map covering advanced LLM concepts including RAG, embeddings, multimodal models, and production deployme..."
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    "id": "/notes/site/menus/",
    "title": "Sitemap & Page Summaries",
    "url": "/notes/site/menus/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "Sitemap — All Pages Product Computer Vision 3D Vision & Multi-Camera — Real-time 3D point cloud generation, depth sensing, multi-camera..."
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    "title": "Metaverse & XR",
    "url": "/notes/courses/metaverse/",
    "tags": ["metaverse","XR","spatial-computing","FarshidPirahansiah"],
    "hashtags": "",
    "category": "hub",
    "body": "Metaverse & XR — Workshop on extended reality, spatial computing, and immersive technologies. — https://www.pirahansiah.com/notes/courses/metav..."
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    "id": "/notes/courses/ml-spec/",
    "title": "Machine Learning Specialization",
    "url": "/notes/courses/ml-spec/",
    "tags": ["ML","Coursera","machine-learning-specialization","FarshidPirahansiah"],
    "hashtags": "",
    "category": "hub",
    "body": "Machine Learning Specialization — Coursera ML Specialization notes covering regression, classification, clustering, and neural networks. — https://..."
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    "id": "/notes/courses/mlops/",
    "title": "MLOps",
    "url": "/notes/courses/mlops/",
    "tags": ["MLOps","machine-learning-engineering","Coursera","FarshidPirahansiah"],
    "hashtags": "",
    "category": "hub",
    "body": "MLOps — Coursera MLOps Specialization covering ML production, data lifecycle, modeling pipelines, and deployment. — https://www.pirahansiah.com/not..."
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    "id": "/notes/courses/modern-cpp/",
    "title": "Modern C++ for Image Processing",
    "url": "/notes/courses/modern-cpp/",
    "tags": ["C++","C++23","image-processing","design-patterns","FarshidPirahansiah"],
    "hashtags": "",
    "category": "hub",
    "body": "Modern C++ for Image Processing — Modern C++23 for image processing: memory management, design patterns, CUDA, and OpenCV. — https://www.pirahansia..."
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    "id": "/notes/docs/cv/multi-camera/",
    "title": "Real-Time Multi-Camera Vision Systems",
    "url": "/notes/docs/cv/multi-camera/",
    "tags": ["computer-vision","multi-camera","real-time","edge-ai"],
    "hashtags": "#cv #multicamera #realtime #edgeai",
    "category": "hub",
    "body": "Real-Time Multi-Camera Vision Systems — Deep technical guide to building real-time multi-camera vision systems with heterogeneous processing and sc..."
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    "id": "/notes/pubs/papers/multimodal-calibration/",
    "title": "Camera Calibration for Multi-Modal Vision",
    "url": "/notes/pubs/papers/multimodal-calibration/",
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    "hashtags": "#cameracalibration #multimodal #robotics #iqa",
    "category": "hub",
    "body": "Camera Calibration for Multi-Modal Vision — Automatic calibration framework for multi-modal robot vision using IQA metrics. — https://www.pirahansi..."
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    "id": "/notes/pubs/books/ai/new-developer-era/",
    "title": "OpenCV 5 — Chapter 0: Introduction",
    "url": "/notes/pubs/books/ai/new-developer-era/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "OpenCV 5 — Chapter 0: Introduction — Introduction to the new developer era, AI agents, and multi-agent systems. — https://www.pirahansiah.com/notes..."
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    "id": "/notes/docs/cuda/numba/",
    "title": "Accelerate Python with Numba's @jit(nopython=True)",
    "url": "/notes/docs/cuda/numba/",
    "tags": ["python","numba","jit","performance"],
    "hashtags": "#python #numba #jit #performance",
    "category": "hub",
    "body": "Accelerate Python with Numba’s @jit(nopython=True) — Tutorial on using Numba’s @jit decorator to compile Python functions into optimized machine co..."
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    "id": "/notes/pubs/books/ai/opencv5-ch1/",
    "title": "OpenCV 5 — Chapter 1: Image Basics",
    "url": "/notes/pubs/books/ai/opencv5-ch1/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "OpenCV 5 — Chapter 1: Image Basics — Glossary of AI/ML terms, references, and resources for computer vision practitioners. —..."
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    "id": "/notes/pubs/books/ai/opencv5-ch2/",
    "title": "OpenCV 5 — Chapter 2: Feature Detection",
    "url": "/notes/pubs/books/ai/opencv5-ch2/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "OpenCV 5 — Chapter 2: Feature Detection — Comprehensive guide to AI/ML concepts, tools, best practices, and ethical considerations. —..."
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    "id": "/notes/pubs/books/ai/opencv5-ch3/",
    "title": "OpenCV 5 — Chapter 3: Advanced Topics",
    "url": "/notes/pubs/books/ai/opencv5-ch3/",
    "tags": ["opencv","computer-vision","image-processing","filtering"],
    "hashtags": "#opencv #cv #imageprocessing #filtering",
    "category": "hub",
    "body": "OpenCV 5 — Chapter 3: Advanced Topics — Advanced computer vision techniques including filtering, morphology, and G-API integration. — https://www.p..."
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    "id": "/notes/courses/openvino/",
    "title": "OpenVINO Deep Learning",
    "url": "/notes/courses/openvino/",
    "tags": ["OpenVINO","Intel","inference","FarshidPirahansiah"],
    "hashtags": "",
    "category": "hub",
    "body": "OpenVINO Deep Learning — Intel OpenVINO toolkit for optimizing and deploying deep learning models. — https://www.pirahansiah.com/notes/courses/open..."
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    "id": "/notes/docs/cv/optical-flow/",
    "title": "Optical Flow: Challenges and Solutions",
    "url": "/notes/docs/cv/optical-flow/",
    "tags": ["computer-vision","optical-flow","motion-analysis","opencv"],
    "hashtags": "#cv #opticalflow #motionanalysis #opencv",
    "category": "hub",
    "body": "Optical Flow: Challenges and Solutions — Comprehensive guide to optical flow challenges including illumination changes, occlusions, fast motion, an..."
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    "id": "/notes/courses/parallel/",
    "title": "Parallel Programming for Computer Vision",
    "url": "/notes/courses/parallel/",
    "tags": ["parallel-programming","Python","computer-vision","FarshidPirahansiah"],
    "hashtags": "",
    "category": "hub",
    "body": "Parallel Programming for Computer Vision — Python parallel programming techniques for computer vision applications. — https://www.pirahansiah.com/n..."
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    "id": "/notes/pubs/papers/pattern-calibration/",
    "title": "Pattern Image for Camera Calibration",
    "url": "/notes/pubs/papers/pattern-calibration/",
    "tags": ["camera-calibration","pattern-recognition","robotics"],
    "hashtags": "#cameracalibration #patternrecognition #robotics",
    "category": "hub",
    "body": "Pattern Image for Camera Calibration — Analysis of how pattern image design impacts camera calibration accuracy and reliability. — https://www.pira..."
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    "id": "/notes/slides/presentation/",
    "title": "Reducing Token Usage in AI-Assisted Development",
    "url": "/notes/slides/presentation/",
    "tags": ["presentation","ai","llm","token-optimization"],
    "hashtags": "#presentation #ai #llm #token-optimization",
    "category": "hub",
    "body": "Reducing Token Usage in AI-Assisted Development — Reducing Token Usage in AI-Assisted Development — https://www.pirahansiah.com/notes/slides/presen..."
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    "id": "/privacy/",
    "title": "Privacy Policy",
    "url": "/privacy/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "Privacy Policy Effective date: 2025-11-30 1. Who We Are This website is operated by Dr. Farshid Pirahansiah. 2. What Data..."
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    "id": "/notes/docs/product/",
    "title": "Product — Embedded CV & Edge AI",
    "url": "/notes/docs/product/",
    "tags": ["computer-vision","edge-ai","embedded-systems","product"],
    "hashtags": "#cv #edgeai #embeddedsystems #product",
    "category": "hub",
    "body": "Product — Embedded CV & Edge AI — Embedded computer vision and edge AI systems portfolio. — https://www.pirahansiah.com/notes/docs/product/ Pro..."
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    "id": "/notes/pkm/proof/",
    "title": "Site Link Index",
    "url": "/notes/pkm/proof/",
    "tags": ["site-index","links","documentation"],
    "hashtags": "#siteindex #links #documentation",
    "category": "pkm",
    "body": "Site Link Index — Complete index of all pages, publications, and resources on pirahansiah.com — https://www.pirahansiah.com/notes/pkm/proof/ Piraha..."
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    "id": "/notes/pubs/journals/psnr-segmentation/",
    "title": "PSNR Threshold for Image Segmentation",
    "url": "/notes/pubs/journals/psnr-segmentation/",
    "tags": ["psnr","thresholding","image-segmentation","image-processing"],
    "hashtags": "#psnr #thresholding #imagesegmentation #imageprocessing",
    "category": "hub",
    "body": "PSNR Threshold for Image Segmentation — PSNR-based thresholding method for image segmentation in automated visual inspection. — https://www.pirahan..."
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    "id": "/notes/docs/cuda/pycuda/",
    "title": "How PyCUDA Reads and Runs C Kernels",
    "url": "/notes/docs/cuda/pycuda/",
    "tags": ["cuda","gpu","python","parallel-computing"],
    "hashtags": "#cuda #gpu #python #parallelcomputing",
    "category": "hub",
    "body": "How PyCUDA Reads and Runs C Kernels — Explanation of how PyCUDA compiles and executes CUDA kernels written in C..."
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    "id": "/notes/docs/research/",
    "title": "Research — Publications & Patents",
    "url": "/notes/docs/research/",
    "tags": ["research","publications","patents","computer-vision"],
    "hashtags": "#research #publications #patents #cv",
    "category": "hub",
    "body": "Research — Publications & Patents — Complete list of patents, journal articles, conference papers, books, and keynotes. — https://www.pirahansi..."
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    "id": "/notes/docs/resources/",
    "title": "Portfolio & Publications",
    "url": "/notes/docs/resources/",
    "tags": ["portfolio","publications","patents","research"],
    "hashtags": "#portfolio #publications #patents #research",
    "category": "hub",
    "body": "Portfolio & Publications — Complete portfolio of patents, publications, books, and project highlights. — https://www.pirahansiah.com/notes/docs..."
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    "id": "/notes/courses/risc-v/",
    "title": "RISC-V for AI",
    "url": "/notes/courses/risc-v/",
    "tags": ["RISC-V","edge-AI","processor","FarshidPirahansiah"],
    "hashtags": "",
    "category": "hub",
    "body": "RISC-V for AI — RISC-V open-source processor architecture for AI at the edge. — https://www.pirahansiah.com/notes/courses/risc-v/ RISC-V for AI Key..."
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    "id": "/notes/courses/ros/",
    "title": "ROS: Robot Operating System",
    "url": "/notes/courses/ros/",
    "tags": ["ROS","robotics","ETH-Zurich","FarshidPirahansiah"],
    "hashtags": "",
    "category": "hub",
    "body": "ROS: Robot Operating System — ETH Zurich lecture on ROS architecture, navigation, simulation, and robot models. — https://www.pirahansiah.com/notes..."
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    "id": "/search/",
    "title": "Search",
    "url": "/search/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "> **Search** — Search — https://www.pirahansiah.com/search/ Search Fuzzy + content-based search across all content pages 🔍 Title Content Fu..."
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    "id": "/notes/docs/shell-vim/",
    "title": "Shell & Vim Quick Reference",
    "url": "/notes/docs/shell-vim/",
    "tags": ["shell","vim","cli","developer-tools"],
    "hashtags": "#shell #vim #cli #devtools",
    "category": "hub",
    "body": "> **Shell & Vim Quick Reference** — Quick reference for shell commands, vim basics, and essential CLI tools. — https://www.pirahansiah.com/notes/do..."
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    "id": "/assets/site-map/",
    "title": "Sitemap & Page Summaries",
    "url": "/assets/site-map/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "# Sitemap — All Pages ## Product ### Computer Vision - **[3D Vision & Multi-Camera](/notes/docs/cv/3d/)** — Real-time 3D point cloud..."
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    "id": "/notes/sitemap/",
    "title": "Sitemap — All Pages",
    "url": "/notes/sitemap/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "Sitemap Navigate through all pages on pirahansiah.com 🔍 {{ site.pages | size }}Pages 3Patents 6Journals 11Papers 🏠 Home Landing &#8..."
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    "id": "/notes/pubs/journals/slam-humanoid/",
    "title": "3D SLAM and Humanoid Robot Linkages",
    "url": "/notes/pubs/journals/slam-humanoid/",
    "tags": ["slam","humanoid-robots","3d-mapping","robotics"],
    "hashtags": "#slam #humanoidrobots #3dmapping #robotics",
    "category": "hub",
    "body": "> **3D SLAM and Humanoid Robot Linkages** — Survey of 3D SLAM techniques for localization, mapping, and humanoid robot applications...."
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    "id": "/notes/docs/solutions/",
    "title": "Solutions — AI Courses & Workshops",
    "url": "/notes/docs/solutions/",
    "tags": ["ai","courses","workshops","deep-learning"],
    "hashtags": "#ai #courses #workshops #deeplearning",
    "category": "hub",
    "body": "> **Solutions — AI Courses & Workshops** — AI 2026 courses, workshops, and business solutions for production-ready products. — https://www.pirahans..."
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    "id": "/notes/docs/startup/",
    "title": "Startup Guide: Edge AI Business",
    "url": "/notes/docs/startup/",
    "tags": ["startup","business","fundraising","ai"],
    "hashtags": "#startup #business #fundraising #ai",
    "category": "hub",
    "body": "> **Startup Guide: Edge AI Business** — Edge AI business plan, fundraising in Germany, pitch decks, and growth strategies. —..."
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    "id": "/terms/",
    "title": "Terms of Service",
    "url": "/terms/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "> **Terms of Service** — Terms of Service — https://www.pirahansiah.com/terms/ # Terms of Service **Effective date:** 2025-11-30 ## 1. Acceptance..."
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    "id": "/notes/courses/tesla/",
    "title": "Tesla AI",
    "url": "/notes/courses/tesla/",
    "tags": ["Tesla","autonomous-driving","AI","FarshidPirahansiah"],
    "hashtags": "",
    "category": "hub",
    "body": "> **Tesla AI** — Workshop on Tesla's autonomous driving technology and AI systems. — https://www.pirahansiah.com/notes/courses/tesla/ # Tesla AI Wo..."
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    "id": "/notes/courses/tf-deploy/",
    "title": "TensorFlow Deployment Specialization",
    "url": "/notes/courses/tf-deploy/",
    "tags": ["TensorFlow","TF.js","TF-Lite","mobile-ML","FarshidPirahansiah"],
    "hashtags": "",
    "category": "hub",
    "body": "> **TensorFlow Deployment Specialization** — TensorFlow deployment: browser-based TF.js, device-based TF Lite, data pipelines, and optimization. — ..."
  },{
    "id": "/notes/pkm/use-cases/",
    "title": "Complete Portfolio",
    "url": "/notes/pkm/use-cases/",
    "tags": ["portfolio","computer-vision","edge-ai","github-projects"],
    "hashtags": "#portfolio #computervision #edgeai #github",
    "category": "pkm",
    "body": "> **Complete Portfolio** — Publications, patents, expertise, tools, and GitHub projects across CV and AI — https://www.pirahansiah.com/notes/pkm/us..."
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    "id": "/notes/pubs/patents/vehicle-detection/",
    "title": "Moving Vehicle Detection WO2021107761A1",
    "url": "/notes/pubs/patents/vehicle-detection/",
    "tags": ["patent","vehicle-detection","image-processing","traffic-surveillance"],
    "hashtags": "#patent #vehicledetection #imageprocessing #trafficsurveillance",
    "category": "hub",
    "body": "> **Moving Vehicle Detection WO2021107761A1** — Image processing method for detecting moving vehicles using CLAHE, Sobel, and geometric filtering. ..."
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    "id": "/view/",
    "title": "View",
    "url": "/view/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "> **View** — View — https://www.pirahansiah.com/view/\n\n\n  \n    Loading…\n    \n      Open file\n      Download\n    \n  \n  \n    Select a file from the m..."
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    "id": "/webgpu-llm/",
    "title": "WebGPU LLM",
    "url": "/webgpu-llm/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "> **WebGPU LLM** — Ask your questions across all site pages with an in-browser LLM — https://www.pirahansiah.com/webgpu-llm/ WebGPU LLM Loading…..."
  },{
    "id": "/notes/wiki/",
    "title": "All Pages — pirahansiah.com",
    "url": "/notes/wiki/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "All Pages From pirahansiah.com, the free knowledge base {{ site.pages | size }} pages 3 patents 6 journals 11 papers..."
  },{
    "id": "/assets/X_POSTS/",
    "title": "X.com Posts — One Separate Post Per Page",
    "url": "/assets/X_POSTS/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "# X.com Posts — One Separate Post Per Page **Site:** https://www.pirahansiah.com **Total:** 95 posts **Limit:** ≤280 characters each **Rule:** one..."
  },{
    "id": "/notes/README/",
    "title": "PKM",
    "url": "/notes/README/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "# PKM\nPKM\nUpdate July 2026\nusing Obsidian\n"
  },{
    "id": "/notes/site/prompts/",
    "title": "LLM Prompts for Knowledge Graph",
    "url": "/notes/site/prompts/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "# LLM Prompts for Knowledge Graph ## Summarize Note Write ONE short sentence (max 20 words) summarising a technical note...."
  },{
    "id": "/notes/",
    "title": "PKM",
    "url": "/notes/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "# PKM\nPKM\nUpdate July 2026\nusing Obsidian\n"
  }]