Issues

• feat(ai-training): [AI-17] Open-Source 'NinjaNVR Security Base Model' Factory & Zero-Cost Fine-Tuning Pipeline (Google Colab G4/A100 & Local RTX/CPU Frozen-Backbone)

  agent-readydomain:ai-visiondomain:operationsdomain:ui-v2enhancement
  JustShinobi/NinjaNVR#82 · Filter by author JustShinobi opened on Nov 2, 2026 · Wave 6: High-Density Multi-Camera Scale (100+ Cameras) & Backend Test Suite Hardening

• feat(server,ui-v2): [AI-16] Self-Hosted Active Learning Dataset Builder, Vision AI Auto-Labeler (Teacher-Student Distillation), and Console v2 Dataset Studio

  agent-readydomain:ai-visiondomain:ui-v2enhancementrust
  JustShinobi/NinjaNVR#81 · Filter by author JustShinobi opened on Nov 2, 2026 · Wave 6: High-Density Multi-Camera Scale (100+ Cameras) & Backend Test Suite Hardening

• feat(server,db): [AI-15] Instant False-Positive Spatial/Visual Memory Suppression and Multi-Provider Vision AI Judge (Gemini, OpenAI, Ollama)

  agent-readydomain:ai-visiondomain:ui-v2enhancementrust
  JustShinobi/NinjaNVR#80 · Filter by author JustShinobi opened on Nov 2, 2026 · Wave 6: High-Density Multi-Camera Scale (100+ Cameras) & Backend Test Suite Hardening

• feat(infer,track): [AI-14] Dynamic Multi-Class YOLO Decoder, Parent-Child Attribute Association (face, license_plate, logos), and Attribute-Guided Best Snapshot Selection

  agent-readydomain:ai-visiondomain:ui-v2enhancementrust
  JustShinobi/NinjaNVR#79 · Filter by author JustShinobi opened on Nov 2, 2026 · Wave 6: High-Density Multi-Camera Scale (100+ Cameras) & Backend Test Suite Hardening

• feat(ui-v2): [UX-12] Interactive Tactical Floorplan Studio v2 (Built-In Vector Room Drawer, Image Upload & Dual-Handle Camera Aim)

  agent-readydomain:ui-v2enhancementrust
  JustShinobi/NinjaNVR#78 · Filter by author JustShinobi opened on Nov 2, 2026 · Wave 5: Next-Gen AI (Face/LPR), PTZ/Two-Way Audio & Enterprise Observability

• test(config,comms): [QA-04] Config credential scrubbing edge cases, go2rtc.yaml generation, and CommsHub camera command tests

  agent-readydomain:operationsdomain:securityenhancementrust
  JustShinobi/NinjaNVR#76 · Filter by author JustShinobi opened on Nov 2, 2026 · Wave 6: High-Density Multi-Camera Scale (100+ Cameras) & Backend Test Suite Hardening

• feat(ui-v2): [UX-12] High-density multi-camera scalability (100+ cameras): paginated grids, Camera Groups, adaptive TacticalCameraPicker, and decoder virtualization

  agent-readydomain:operationsdomain:ui-v2enhancementrust
  JustShinobi/NinjaNVR#72 · Filter by author JustShinobi opened on Nov 2, 2026 · Wave 6: High-Density Multi-Camera Scale (100+ Cameras) & Backend Test Suite Hardening

• feat(audio): [AU-05] Two-Way Audio (WebRTC Backchannel Push-to-Talk) without stream reload and clean mic release

  agent-readydomain:audiodomain:ui-v2enhancementrust
  JustShinobi/NinjaNVR#61 · Filter by author JustShinobi opened on Nov 2, 2026 · Wave 5: Next-Gen AI (Face/LPR), PTZ/Two-Way Audio & Enterprise Observability

• feat(operations): [OP-06] ONVIF PTZ camera control HUD, preset-bound zones, resilient auto-tracking, and ONVIF motion ingest

  agent-readydomain:operationsdomain:ui-v2enhancementrust
  JustShinobi/NinjaNVR#60 · Filter by author JustShinobi opened on Nov 2, 2026 · Wave 5: Next-Gen AI (Face/LPR), PTZ/Two-Way Audio & Enterprise Observability

• feat(vision): [AI-11] ROI State Classification (gate open/closed, parking spot occupied, anomaly mode) on Live Dashboard

  agent-readydomain:ai-visiondomain:ui-v2enhancementrust
  JustShinobi/NinjaNVR#58 · Filter by author JustShinobi opened on Nov 2, 2026 · Wave 5: Next-Gen AI (Face/LPR), PTZ/Two-Way Audio & Enterprise Observability

• feat(infer): [AI-10] License Plate Recognition (LPR / ANPR with Mercosul & international support) and manual plate override

  agent-readydomain:ai-visiondomain:ui-v2enhancementrust
  JustShinobi/NinjaNVR#57 · Filter by author JustShinobi opened on Nov 2, 2026 · Wave 5: Next-Gen AI (Face/LPR), PTZ/Two-Way Audio & Enterprise Observability
  1

• feat(infer): [AI-09] Local Face Recognition (ArcFace/AdaFace ONNX), sub-label assignment, and unknown-person alert rules

  agent-readydomain:ai-visiondomain:ui-v2enhancementrust
  JustShinobi/NinjaNVR#56 · Filter by author JustShinobi opened on Nov 2, 2026 · Wave 5: Next-Gen AI (Face/LPR), PTZ/Two-Way Audio & Enterprise Observability
  1