[{
    "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": "last_modified_at: 2026-08-08 10 Years of CV Debugging Lessons — Lessons learned from a decade of debugging computer vision systems in..."
  },{
    "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": "last_modified_at: 2026-08-08 2D vs 3D Mapping for Moving Objects — Comparison of 2D and 3D mapping approaches for environment movement..."
  },{
    "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": "last_modified_at: 2026-08-08 3D Vision & Real-Time Multi-Camera Systems — Real-time 3D point cloud generation, depth sensing, and multi-camera ..."
  },{
    "id": "/404.html",
    "title": "Page Not Found",
    "url": "/404.html",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "last_modified_at: 2026-06-14 404 — the page you were looking for on pirahansiah.com doesn’t exist or has been moved. Last updated:..."
  },{
    "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": "last_modified_at: 2026-08-11 Farshid Pirahansiah’s Website — Personal site for CV, AI, and edge computing projects and resources — https://www.pira..."
  },{
    "id": "/notes/README/",
    "title": "PKM — Knowledge Base",
    "url": "/notes/README/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "last_modified_at: 2026-08-16 The personal knowledge management vault behind pirahansiah.com, maintained with Obsidian and published with Jekyll on ..."
  },{
    "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": "last_modified_at: 2026-08-08 PKM Methods & Website Structure — Personal knowledge management approaches from top practitioners and site archite..."
  },{
    "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": "last_modified_at: 2026-08-08 PSNR-Based Segmentation for LPR — Adaptive image segmentation using PSNR for license plate recognition systems. — http..."
  },{
    "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": "last_modified_at: 2026-08-08 Adaptive Thresholding Based on PSNR — PSNR-based adaptive thresholding for image segmentation in OCR and license plate..."
  },{
    "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": "last_modified_at: 2026-08-08 Mind Map: Orchestrating AI Agents — Mind map and guide to orchestrating multiple AI agents for complex task..."
  },{
    "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": "last_modified_at: 2026-08-08 AI Model Cost Calculator — Estimate text and image processing costs for GPT-4, Claude, and Gemini — token-aware..."
  },{
    "id": "/notes/courses/ai-hardware/",
    "title": "AI Hardware Accelerators",
    "url": "/notes/courses/ai-hardware/",
    "tags": ["AI-hardware","accelerators","NPU","FarshidPirahansiah"],
    "hashtags": "",
    "category": "hub",
    "body": "last_modified_at: 2026-08-08 AI Hardware Accelerators — Workshop covering custom accelerators, NPUs, and edge AI chips. — https://www.pirahansiah.c..."
  },{
    "id": "/ai-toolkit/",
    "title": "AI Prompt & Agent Toolkit",
    "url": "/ai-toolkit/",
    "tags": ["prompts","claude","gpt","mcp","skills","agents","ai-toolkit","etsy"],
    "hashtags": "",
    "category": "hub",
    "body": "last_modified_at: 2026-08-16 AI Toolkit — 27 skills · 3 agents · MCP tools · coding rules — https://pirahansiah.com/ai-toolkit/ 27 battle-tested..."
  },{
    "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": "last_modified_at: 2026-08-08 Ant Colony Optimization for Image Processing — ACO-based optimization for image thresholding and edge detection in OCR..."
  },{
    "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": "last_modified_at: 2026-08-08 MLX, CoreML, and Metal for Apple Silicon — Guide to Numba JIT, PyCUDA-to-Metal transition, CoreML conversion, and MLX..."
  },{
    "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": "last_modified_at: 2026-08-08 Local Video Avatar Generator with Ollama — Build a fully local video avatar generator using Ollama LLM, Piper..."
  },{
    "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": "last_modified_at: 2026-08-08 Blog: AI, LLMs, and Computer Vision — Blog posts on RAG vs CAG, multi-agent architectures, AI’s impact on..."
  },{
    "id": "/notes/courses/book-summary/",
    "title": "Book Summaries",
    "url": "/notes/courses/book-summary/",
    "tags": ["books","summaries","PKM","FarshidPirahansiah"],
    "hashtags": "",
    "category": "hub",
    "body": "last_modified_at: 2026-08-08 Book Summaries — Book summaries and knowledge management resources. — https://www.pirahansiah.com/notes/courses/book-s..."
  },{
    "id": "/book/",
    "title": "Book — Computer Vision & AI: An Engineer's Guide",
    "url": "/book/",
    "tags": ["book","computer vision","ai","gpu","cuda","llm","pdf"],
    "hashtags": "",
    "category": "hub",
    "body": "last_modified_at: 2026-08-16 The Book — Computer Vision & AI: An Engineer’s Guide — 406 pages · 21 chapters · 7..."
  },{
    "id": "/notes/pubs/books/camera-calibration/",
    "title": "Camera Calibration & Video Stabilization",
    "url": "/notes/pubs/books/camera-calibration/",
    "tags": ["camera-calibration","video-stabilization","robotics","slam"],
    "hashtags": "#cameracalibration #videostabilization #robotics #slam",
    "category": "hub",
    "body": "last_modified_at: 2026-08-14 Springer book chapter on fuzzy camera calibration and video stabilization for robot localization. Last updated: 2026-0..."
  },{
    "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": "last_modified_at: 2026-08-08 Character & Object Recognition via Features — Global feature extraction methods for character and object recogniti..."
  },{
    "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": "last_modified_at: 2026-08-08 Cloud-Native with Kubernetes — Docker and Kubernetes fundamentals for cloud-native infrastructure. — https://www.pirah..."
  },{
    "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": "last_modified_at: 2026-08-08 CV Coaching & Teaching Roadmap — Personalized computer vision coaching with a structured curriculum from fundament..."
  },{
    "id": "/notes/pubs/books/computational-intelligence/",
    "title": "Augmented Optical Flow for Video Stabilization",
    "url": "/notes/pubs/books/computational-intelligence/",
    "tags": ["optical-flow","video-stabilization","fuzzy-logic","computer-vision"],
    "hashtags": "#opticalflow #videostabilization #fuzzylogic #cv",
    "category": "hub",
    "body": "last_modified_at: 2026-08-14 Book chapter on Type-2 Fuzzy Gaussian Pyramid optical flow for video stabilization. Last updated: 2026-08-14. Book_Com..."
  },{
    "id": "/notes/pubs/papers/conference-paper/",
    "title": "Publications — Conference Papers",
    "url": "/notes/pubs/papers/conference-paper/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "last_modified_at: 2026-08-08 Publications — Conference Papers — All peer-reviewed conference papers by Dr. Farshid Pirahansiah on image processing,..."
  },{
    "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": "last_modified_at: 2026-08-08 C++ Quick Reference — Quick reference for C++ memory management, data structures, debugging tools, and shell basics. —..."
  },{
    "id": "/crypto/",
    "title": "Crypto Payments — Support",
    "url": "/crypto/",
    "tags": ["crypto","bitcoin","ethereum","solana","base","bnb","donations","support"],
    "hashtags": "#crypto #bitcoin #ethereum #solana #base #bnb #donate #web3",
    "category": "hub",
    "body": "last_modified_at: 2026-08-16 Crypto Payments — Support open-source computer vision and edge AI work with cryptocurrency. — https://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": "last_modified_at: 2026-08-08 CUDA Development Environment in VS Code on Windows — Step-by-step guide to configure VS Code for CUDA C++..."
  },{
    "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": "last_modified_at: 2026-08-08 Computer Vision Meets LLM — Book exploring multimodal AI combining computer vision with large language models. — https..."
  },{
    "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": "last_modified_at: 2026-08-15 Dr. Farshid Pirahansiah — CV & AI — Dr. Farshid Pirahansiah — CV & AI — https://www.pirahansiah.com/notes/docs..."
  },{
    "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": "last_modified_at: 2026-08-08 CV — Dr. Farshid Pirahansiah — Curriculum vitae covering 12+ years of computer vision R&D, 21 publications, and..."
  },{
    "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": "last_modified_at: 2026-08-08 Developer Tools & Setup Guide — Curated developer tools, shell essentials, Docker tips, and GitHub tricks. — https..."
  },{
    "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": "last_modified_at: 2026-08-08 Edge AI Summit 2020 — Notes from Edge AI Summit covering tinyML, neuromorphic computing, and edge inference. —..."
  },{
    "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": "last_modified_at: 2026-08-08 Face Image Augmentation WO2021060971A1 — GAN-based method for augmenting face images from surveillance with fuzzy logi..."
  },{
    "id": "/notes/pubs/patents/facial-analysis/",
    "title": "Facial Analysis Advertisement WO2020141969A2",
    "url": "/notes/pubs/patents/facial-analysis/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "last_modified_at: 2026-08-08 Facial Analysis Advertisement WO2020141969A2 — System for targeted digital advertising using real-time facial analysis..."
  },{
    "id": "/notes/courses/fsdl-2022/",
    "title": "FSDL 2022 Notes",
    "url": "/notes/courses/fsdl-2022/",
    "tags": ["FSDL","deep-learning","MLOps","FarshidPirahansiah"],
    "hashtags": "",
    "category": "hub",
    "body": "last_modified_at: 2026-08-08 FSDL 2022 Notes — Notes from Full Stack Deep Learning 2022 covering ML lifecycle, data management, and continual..."
  },{
    "id": "/notes/courses/fsdl/",
    "title": "Full Stack Deep Learning",
    "url": "/notes/courses/fsdl/",
    "tags": ["FSDL","full-stack-deep-learning","FarshidPirahansiah"],
    "hashtags": "",
    "category": "hub",
    "body": "last_modified_at: 2026-08-08 Full Stack Deep Learning — Full Stack Deep Learning course notes covering ML production from data to deployment...."
  },{
    "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": "last_modified_at: 2026-08-08 GSFT-PSNR: Fuzzy Threshold Method — Fuzzy logic approach to global single thresholding using PSNR for image segmentati..."
  },{
    "id": "/game/",
    "title": "Games",
    "url": "/game/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "last_modified_at: 2026-08-16 Games — Play classic arcade games — Snake, Flappy Bird & 2048 — right in your browser or..."
  },{
    "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": "last_modified_at: 2026-08-08 Classification with Geometrical Features — Evaluation of classification techniques using enhanced geometrical and topo..."
  },{
    "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": "last_modified_at: 2026-08-08 Character Recognition via Global Features — Hybrid GLCM and EDMS method for character recognition in OCR applications...."
  },{
    "id": "/go/",
    "title": "Share — Invite & Referral Links",
    "url": "/go/",
    "tags": ["share","referral","invite","links"],
    "hashtags": "",
    "category": "hub",
    "body": "last_modified_at: 2026-09-04 Share — invite & referral links to pass along to friends — https://pirahansiah.com/go/ Share these invite and refe..."
  },{
    "id": "/graph-notes/",
    "title": "Knowledge Graph — Files & Architecture",
    "url": "/graph-notes/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "last_modified_at: 2026-08-16 Knowledge Graph — Files & Architecture — Knowledge Graph — Files & Architecture — https://www.pirahansiah.com/..."
  },{
    "id": "/graph-tags/",
    "title": "Hashtag Graph",
    "url": "/graph-tags/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "last_modified_at: 2026-09-04 Hashtag Graph — Hashtag Graph — https://pirahansiah.com/graph-tags/ Hashtag knowledge graph of pirahansiah.com — click..."
  },{
    "id": "/graph/",
    "title": "Knowledge Graph",
    "url": "/graph/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "last_modified_at: 2026-09-04 Knowledge Graph — Knowledge Graph — https://pirahansiah.com/graph/ Interactive knowledge graph of pirahansiah.com — cl..."
  },{
    "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": "last_modified_at: 2026-08-08 TafreshGrid: Grid Computing — Grid computing infrastructure implementation and evaluation at Tafresh University. — htt..."
  },{
    "id": "/notes/pkm/guide/",
    "title": "Guide to This Knowledge Base",
    "url": "/notes/pkm/guide/",
    "tags": [],
    "hashtags": "",
    "category": "pkm",
    "body": "last_modified_at: 2026-08-14 A practical guide to navigating this personal knowledge base: how notes are organized, how to search, and how..."
  },{
    "id": "/notes/pubs/papers/handwritten-thresholding/",
    "title": "Thresholding for Handwritten Segmentation",
    "url": "/notes/pubs/papers/handwritten-thresholding/",
    "tags": ["thresholding","handwritten-recognition","image-segmentation","psnr"],
    "hashtags": "#thresholding #handwritten #imagesegmentation #psnr",
    "category": "hub",
    "body": "last_modified_at: 2026-08-14 Comparison of PSNR and Otsu thresholding for handwritten image segmentation. Last updated: 2026-08-14. Comparison_sing..."
  },{
    "id": "/notes/tools/image-in-md/",
    "title": "test mindmap",
    "url": "/notes/tools/image-in-md/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "last_modified_at: 2026-08-08 test mindmap — test mindmap — https://www.pirahansiah.com/notes/tools/image-in-md/ Quick mind-map test page for the pi..."
  },{
    "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": "last_modified_at: 2026-08-08 Prompt Engineering Templates — Reusable prompt templates for text simplification, mind maps, and structured content pr..."
  },{
    "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": "last_modified_at: 2026-08-08 CV, DL & ML Optimization Guide — Comprehensive guide to optimizing deep learning models, CV systems, and data..."
  },{
    "id": "/notes/docs/cv/",
    "title": "Computer Vision",
    "url": "/notes/docs/cv/",
    "tags": ["computer-vision","3d","optical-flow"],
    "hashtags": "#cv #3d #opticalflow",
    "category": "hub",
    "body": "last_modified_at: 2026-08-08 Computer Vision — Computer vision topics: 3D vision, optical flow, multi-camera systems. — https://www.pirahansiah.com..."
  },{
    "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": "last_modified_at: 2026-08-08 Solutions — Showcase of industry applications, portfolio projects, and technical skills in computer vision and AI. — h..."
  },{
    "id": "/notes/docs/llm/",
    "title": "AI & LLMs",
    "url": "/notes/docs/llm/",
    "tags": ["ai","llm","rag","agents"],
    "hashtags": "#ai #llm #rag #agents",
    "category": "hub",
    "body": "last_modified_at: 2026-08-08 AI & LLMs — Articles on LLMs, RAG, multi-agent systems, and local AI integration. — https://www.pirahansiah.com/no..."
  },{
    "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": "last_modified_at: 2026-08-08 SEO for LLM-Powered Search — How to optimize websites for LLM-powered search engines using structured data and AI-frie..."
  },{
    "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": "last_modified_at: 2026-08-08 Python Configuration & C++ Integration — Python configuration methods comparison plus pybind11 and Cython tips for..."
  },{
    "id": "/notes/docs/",
    "title": "Content Hub",
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    "body": "last_modified_at: 2026-08-08 Journal Publications — Peer-reviewed journal articles on image processing, pattern recognition, and robotics. — https:..."
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    "title": "Patents",
    "url": "/notes/pubs/patents/",
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    "category": "hub",
    "body": "last_modified_at: 2026-08-08 Patents — AI and computer vision patents covering face augmentation, vehicle detection, and facial analysis. — https:/..."
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    "id": "/notes/courses/",
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    "body": "last_modified_at: 2026-08-08 Topics & Projects — Topics and projects covering AI, OpenCV, camera calibration, deep reinforcement learning, and ..."
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    "tags": [],
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    "body": "last_modified_at: 2026-08-14 The knowledge base behind pirahansiah.com: technical notes on computer vision, edge AI, CUDA, LLMs, courses, and publi..."
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    "id": "/",
    "title": "Dr. Farshid Pirahansiah ; Embedded Computer Vision & Edge AI",
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    "hashtags": "",
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    "body": "last_modified_at: 2026-08-16 Dr. Farshid Pirahansiah — Embedded Computer Vision & Edge AI Engineer with 12+ years in real-time image processing..."
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    "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": "last_modified_at: 2026-08-08 IoT Scholarship: Edge AI with OpenVINO — IoT and Edge AI with OpenVINO: face recognition, object detection, pose..."
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    "id": "/notes/courses/iot/",
    "title": "Embedded IoT",
    "url": "/notes/courses/iot/",
    "tags": ["IoT","embedded","edge-AI","FarshidPirahansiah"],
    "hashtags": "",
    "category": "hub",
    "body": "last_modified_at: 2026-08-08 Embedded IoT — Workshop on embedded IoT systems and edge computing applications. — https://www.pirahansiah.com/notes/c..."
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    "id": "/notes/pubs/papers/license-plate/",
    "title": "Entropy-Based Multi-Threshold LPR",
    "url": "/notes/pubs/papers/license-plate/",
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    "hashtags": "#lpr #entropy #thresholding #imagesegmentation",
    "category": "hub",
    "body": "last_modified_at: 2026-08-08 Entropy-Based Multi-Threshold LPR — Multi-threshold license plate recognition using entropy-based image segmentation. ..."
  },{
    "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",
    "body": "last_modified_at: 2026-08-08 Top LinkedIn Posts 2024 — Highlights from 2024 LinkedIn posts covering camera calibration, C++, NVIDIA optimization, a..."
  },{
    "id": "/notes/pkm/links/",
    "title": "Curated Links & Resources",
    "url": "/notes/pkm/links/",
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    "hashtags": "#curatedlinks #aitools #resources",
    "category": "pkm",
    "body": "last_modified_at: 2026-08-08 Curated Links & Resources — Collection of AI, CV, ML, and software development tools and tutorials — https://www.p..."
  },{
    "id": "/notes/docs/links/",
    "title": "Curated Links & Resources",
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    "hashtags": "#resources #tools #tutorials #references",
    "category": "hub",
    "body": "last_modified_at: 2026-08-08 Curated Links & Resources — Hand-picked tools, tutorials, and references for CV, AI, and software engineering. — h..."
  },{
    "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": "last_modified_at: 2026-08-08 Advanced LLM Concepts — Comprehensive mind map covering advanced LLM concepts including RAG, embeddings, multimodal mo..."
  },{
    "id": "/notes/pubs/keynotes/llm-cv/",
    "title": "LLMs Meet Computer Vision",
    "url": "/notes/pubs/keynotes/llm-cv/",
    "tags": ["llm","computer-vision","multimodal","ai"],
    "hashtags": "#llm #cv #multimodal #ai",
    "category": "hub",
    "body": "last_modified_at: 2026-08-14 Keynote on token economics, multimodal RAG, and practical CV+LLM applications. Last updated: 2026-08-14. Farshid Pirah..."
  },{
    "id": "/notes/site/menus/",
    "title": "Sitemap & Page Summaries",
    "url": "/notes/site/menus/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "last_modified_at: 2026-09-04 Complete navigation index with summaries of all site pages Last updated: 2026-09-04. Sitemap — All Pages Product Compu..."
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    "id": "/metamask/",
    "title": "MetaMask — Connect & Receive",
    "url": "/metamask/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "last_modified_at: 2026-08-16 MetaMask Connect — Connect your wallet, receive, or send crypto automatically. — https://pirahansiah.com/metamask/ Con..."
  },{
    "id": "/notes/courses/metaverse/",
    "title": "Metaverse & XR",
    "url": "/notes/courses/metaverse/",
    "tags": ["metaverse","XR","spatial-computing","FarshidPirahansiah"],
    "hashtags": "",
    "category": "hub",
    "body": "last_modified_at: 2026-08-08 Metaverse & XR — Workshop on extended reality, spatial computing, and immersive technologies. — https://www.piraha..."
  },{
    "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": "last_modified_at: 2026-08-08 Machine Learning Specialization — Coursera ML Specialization notes covering regression, classification, clustering, an..."
  },{
    "id": "/notes/courses/mlops/",
    "title": "MLOps",
    "url": "/notes/courses/mlops/",
    "tags": ["MLOps","machine-learning-engineering","Coursera","FarshidPirahansiah"],
    "hashtags": "",
    "category": "hub",
    "body": "last_modified_at: 2026-08-08 MLOps — Coursera MLOps Specialization covering ML production, data lifecycle, modeling pipelines, and deployment. — ht..."
  },{
    "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": "last_modified_at: 2026-08-08 Modern C++ for Image Processing — Modern C++23 for image processing: memory management, design patterns, CUDA, and Ope..."
  },{
    "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": "last_modified_at: 2026-08-08 Real-Time Multi-Camera Vision Systems — Deep technical guide to building real-time multi-camera vision systems with he..."
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    "id": "/notes/pubs/papers/multi-threshold-plate/",
    "title": "Multi-Threshold for License Plate Recognition",
    "url": "/notes/pubs/papers/multi-threshold-plate/",
    "tags": ["license-plate-recognition","thresholding","image-segmentation"],
    "hashtags": "#lpr #thresholding #imagesegmentation",
    "category": "hub",
    "body": "last_modified_at: 2026-08-14 Adaptive multi-threshold approach using MLP for license plate recognition systems. Last updated: 2026-08-14. Multi-thr..."
  },{
    "id": "/notes/pubs/papers/multimodal-calibration/",
    "title": "Camera Calibration for Multi-Modal Vision",
    "url": "/notes/pubs/papers/multimodal-calibration/",
    "tags": ["camera-calibration","multi-modal","robotics","image-quality"],
    "hashtags": "#cameracalibration #multimodal #robotics #iqa",
    "category": "hub",
    "body": "last_modified_at: 2026-08-08 Camera Calibration for Multi-Modal Vision — Automatic calibration framework for multi-modal robot vision using IQA met..."
  },{
    "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": "last_modified_at: 2026-08-08 OpenCV 5 — Chapter 0: Introduction — Introduction to the new developer era, AI agents, and multi-agent systems...."
  },{
    "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": "last_modified_at: 2026-08-08 Accelerate Python with Numba’s @jit(nopython=True) — Tutorial on using Numba’s @jit decorator to compile Python functi..."
  },{
    "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": "last_modified_at: 2026-08-08 OpenCV 5 — Chapter 1: Image Basics — Glossary of AI/ML terms, references, and resources for computer vision..."
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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": "last_modified_at: 2026-08-08 OpenCV 5 — Chapter 2: Feature Detection — Comprehensive guide to AI/ML concepts, tools, best practices, and ethical..."
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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": "last_modified_at: 2026-08-08 OpenCV 5 — Chapter 3: Advanced Topics — Advanced computer vision techniques including filtering, morphology, and G-API..."
  },{
    "id": "/notes/courses/openvino/",
    "title": "OpenVINO Deep Learning",
    "url": "/notes/courses/openvino/",
    "tags": ["OpenVINO","Intel","inference","FarshidPirahansiah"],
    "hashtags": "",
    "category": "hub",
    "body": "last_modified_at: 2026-08-08 OpenVINO Deep Learning — Intel OpenVINO toolkit for optimizing and deploying deep learning models. — https://www.pirah..."
  },{
    "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": "last_modified_at: 2026-08-08 Optical Flow: Challenges and Solutions — Comprehensive guide to optical flow challenges including illumination changes..."
  },{
    "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": "last_modified_at: 2026-08-08 Parallel Programming for Computer Vision — Python parallel programming techniques for computer vision applications. — ..."
  },{
    "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": "last_modified_at: 2026-08-08 Pattern Image for Camera Calibration — Analysis of how pattern image design impacts camera calibration accuracy and re..."
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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": "last_modified_at: 2026-08-16 Reducing Token Usage in AI-Assisted Development — Reducing Token Usage in AI-Assisted Development — https://www.piraha..."
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    "id": "/privacy/",
    "title": "Privacy Policy",
    "url": "/privacy/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "last_modified_at: 2026-08-14 Privacy policy for pirahansiah.com: what data is collected, how Google AdSense and Google Analytics are used, cookie p..."
  },{
    "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": "last_modified_at: 2026-08-16 Product — Embedded CV & Edge AI — Embedded computer vision and edge AI systems portfolio. — https://www.pirahansia..."
  },{
    "id": "/notes/pkm/proof/",
    "title": "Site Link Index",
    "url": "/notes/pkm/proof/",
    "tags": ["site-index","links","documentation"],
    "hashtags": "#siteindex #links #documentation",
    "category": "pkm",
    "body": "last_modified_at: 2026-08-08 Site Link Index — Complete index of all pages, publications, and resources on pirahansiah.com — https://www.pirahansia..."
  },{
    "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": "last_modified_at: 2026-08-08 PSNR Threshold for Image Segmentation — PSNR-based thresholding method for image segmentation in automated visual insp..."
  },{
    "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": "last_modified_at: 2026-08-08 How PyCUDA Reads and Runs C Kernels — Explanation of how PyCUDA compiles and executes CUDA kernels written..."
  },{
    "id": "/qr/",
    "title": "QR Codes — Scan to Join & Refer",
    "url": "/qr/",
    "tags": ["qr","referral","invite","links","share"],
    "hashtags": "",
    "category": "hub",
    "body": "last_modified_at: 2026-09-04 QR Codes — Scan or tap to open referral & join links — OpenCode, Trade Republic, Scalable Capital,..."
  },{
    "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": "last_modified_at: 2026-08-16 Research — Publications & Patents — Complete list of patents, journal articles, conference papers, books, and keyn..."
  },{
    "id": "/notes/docs/resources/",
    "title": "Portfolio & Publications",
    "url": "/notes/docs/resources/",
    "tags": ["portfolio","publications","patents","research"],
    "hashtags": "#portfolio #publications #patents #research",
    "category": "hub",
    "body": "last_modified_at: 2026-08-08 Portfolio & Publications — Complete portfolio of patents, publications, books, and project highlights. — https://w..."
  },{
    "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": "last_modified_at: 2026-08-08 RISC-V for AI — RISC-V open-source processor architecture for AI at the edge. — https://www.pirahansiah.com/notes/cour..."
  },{
    "id": "/notes/courses/ros/",
    "title": "ROS: Robot Operating System",
    "url": "/notes/courses/ros/",
    "tags": ["ROS","robotics","ETH-Zurich","FarshidPirahansiah"],
    "hashtags": "",
    "category": "hub",
    "body": "last_modified_at: 2026-08-08 ROS: Robot Operating System — ETH Zurich lecture on ROS architecture, navigation, simulation, and robot models. — http..."
  },{
    "id": "/search/",
    "title": "Search",
    "url": "/search/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "last_modified_at: 2026-08-16 > **Search** — Search — https://www.pirahansiah.com/search/ Search the entire pirahansiah.com knowledge base — compute..."
  },{
    "id": "/share/",
    "title": "Share",
    "url": "/share/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "last_modified_at: 2026-08-16 > **Share** — Invite friends to join — trading, investing, and AI tools — https://pirahansiah.com/share/ Invite friend..."
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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": "last_modified_at: 2026-08-08 > **Shell & Vim Quick Reference** — Quick reference for shell commands, vim basics, and essential CLI tools...."
  },{
    "id": "/shop/",
    "title": "Digital Downloads & AI Prompt Packs",
    "url": "/shop/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "last_modified_at: 2026-08-16 > **Digital Downloads** — Technical guides, cheat sheets, and tutorials by Dr. Farshid Pirahansiah — https://pirahansi..."
  },{
    "id": "/assets/site-map/",
    "title": "Sitemap & Page Summaries",
    "url": "/assets/site-map/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "last_modified_at: 2026-09-04 Complete navigation index with summaries of all site pages *Last updated: 2026-09-04.* # Sitemap — All Pages ##..."
  },{
    "id": "/notes/sitemap/",
    "title": "Sitemap — All Pages",
    "url": "/notes/sitemap/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "last_modified_at: 2026-08-16 Full sitemap of pirahansiah.com — every computer-vision, AI, LLM, CUDA and edge-AI page listed in one place. *Last..."
  },{
    "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": "last_modified_at: 2026-08-08 > **3D SLAM and Humanoid Robot Linkages** — Survey of 3D SLAM techniques for localization, mapping, and humanoid..."
  },{
    "id": "/solana-games/",
    "title": "Solana Arcade — Snake & Tetris",
    "url": "/solana-games/",
    "tags": ["solana","games","snake","tetris","phantom","web3","arcade"],
    "hashtags": "#solana #games #snake #tetris #phantom #web3 #crypto",
    "category": "hub",
    "body": "last_modified_at: 2026-08-16 > **Solana Arcade** — Play Snake & Tetris, connect Phantom, and sign your high score as a cryptographic..."
  },{
    "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": "last_modified_at: 2026-08-16 > **Solutions — AI Courses & Workshops** — AI 2026 courses, workshops, and business solutions for production-ready pro..."
  },{
    "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": "last_modified_at: 2026-08-08 > **Startup Guide: Edge AI Business** — Edge AI business plan, fundraising in Germany, pitch decks, and growth..."
  },{
    "id": "/swarm/",
    "title": "Agent Swarm",
    "url": "/swarm/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "last_modified_at: 2026-08-18 > **Agent Swarm** — Ask a question; a swarm of AI agents explores the whole site — papers,..."
  },{
    "id": "/terms/",
    "title": "Terms of Service",
    "url": "/terms/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "last_modified_at: 2026-08-14 > **Terms of Service** — Terms of Service — https://www.pirahansiah.com/terms/ Terms of service for pirahansiah.com: a..."
  },{
    "id": "/notes/courses/tesla/",
    "title": "Tesla AI",
    "url": "/notes/courses/tesla/",
    "tags": ["Tesla","autonomous-driving","AI","FarshidPirahansiah"],
    "hashtags": "",
    "category": "hub",
    "body": "last_modified_at: 2026-08-08 > **Tesla AI** — Workshop on Tesla's autonomous driving technology and AI systems. — https://www.pirahansiah.com/notes..."
  },{
    "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": "last_modified_at: 2026-08-08 > **TensorFlow Deployment Specialization** — TensorFlow deployment: browser-based TF.js, device-based TF Lite, data pi..."
  },{
    "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": "last_modified_at: 2026-08-08 > **Complete Portfolio** — Publications, patents, expertise, tools, and GitHub projects across CV and AI — https://www..."
  },{
    "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": "last_modified_at: 2026-08-08 > **Moving Vehicle Detection WO2021107761A1** — Image processing method for detecting moving vehicles using CLAHE, Sob..."
  },{
    "id": "/view/",
    "title": "View",
    "url": "/view/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "last_modified_at: 2026-08-11 > **View** — View — https://www.pirahansiah.com/view/ In-page viewer for PDFs, code and media assets from pirahansiah...."
  },{
    "id": "/webgpu-llm/",
    "title": "WebGPU LLM",
    "url": "/webgpu-llm/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "last_modified_at: 2026-08-18 > **WebGPU LLM** — Ask your questions across all site pages with an in-browser LLM — https://www.pirahansiah.com/webgp..."
  },{
    "id": "/notes/site/why-not/",
    "title": "Why This Site Exists",
    "url": "/notes/site/why-not/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "last_modified_at: 2026-08-14 Why this personal knowledge base exists, what it covers, and the principles behind how it is built and..."
  },{
    "id": "/notes/wiki/",
    "title": "All Pages — pirahansiah.com",
    "url": "/notes/wiki/",
    "tags": [],
    "hashtags": "",
    "category": "hub",
    "body": "last_modified_at: 2026-08-16 A complete alphabetical index of every page on pirahansiah.com — computer vision, AI, LLM, CUDA and edge-deployment kn..."
  },{
    "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/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...."
  }]