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DeepCamera v2026.3 — Skill Platform Milestone

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@solderzzc solderzzc released this 14 Mar 00:43
· 31 commits to master since this release
b57d469

DeepCamera v2026.3 — Skill Platform Milestone

136 commits since the last release, transforming DeepCamera from a monolithic AI camera backend into a decentralized Skill Platform for Aegis-AI.


🏗️ Skill Platform Architecture

  • 18 skills across 10 categories: Detection, Analysis, Annotation, Automation, Streaming, Channels, Transformation, Integrations, Camera Providers, and Benchmarking
  • Standardized SKILL.md manifest + requirements.txt dependency model
  • JSON-lines over stdin/stdout communication protocol
  • Progress event emission during startup for Aegis UI feedback
  • Graceful SIGTERM shutdown handling

📊 HomeSec-Bench: 131-Test Benchmark Suite

The Home Security AI Benchmark is the anchor skill, evaluating LLM and VLM performance in residential security contexts:

  • 131 tests across 16 suites (96 LLM + 35 VLM)
  • Context Preprocessing, Knowledge Distillation, Event Deduplication, Security Classification
  • Tool Use validation against real Aegis agent-bridge.cjs definitions
  • 35 AI-generated security camera fixture frames
  • Auto-generated HTML report with Historical Comparison table
  • Qwen3.5 compatibility: <think></think> injection to disable reasoning, balanced-brace JSON parser, buffered token streaming with [C]/[R] field tagging, smart early-abort (100 reasoning tokens, 2× maxTokens, 2000 global cap)

🖥️ Cross-Platform Deployment

Windows

  • deploy.bat equivalents for all skills with deploy.sh
  • WMI-based GPU detection fallback
  • Quoting bug fixes in GPU detection

AMD ROCm

  • ROCm 7.2+ GPU detection
  • PyTorch+HIP inference (replacing ONNX)
  • Auto-detect installed ROCm version for correct PyTorch wheel
  • Graceful CPU fallback when ROCm PyTorch unavailable

Apple Silicon

  • YOLO routing to Neural Engine (NPU) via CoreML
  • numpy <2.0.0 pin for CoreML export compatibility

🔧 Infrastructure

  • CameraClaw registry migrated to DeepCamera with url field
  • Third-party benchmarks removed from skill registry
  • Modernized README with skill catalog and platform identity
  • src/ directory index with module map and architecture docs

📦 Skill Catalog (10 Categories)

Category Skills
Detection YOLO 2026
Analysis Home Security Benchmark, VLM Scene Analysis
Annotation Bounding Box Overlay
Automation Schedule Engine
Streaming go2rtc, RTSP Relay
Channels Discord, Telegram
Transformation Frame Resize, Video Compose
Camera Providers Blink, ONVIF
Integrations CameraClaw (OpenClaw)

Full Changelog: Aegis...v2026.3